[{"name":"astyanm/mcp-data-science","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP tabular data loading, quality inspection, transformation, exploratory plots and conventional statistical tests.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"astyanm/mcp-data-science","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP tabular data loading, quality inspection, transformation, exploratory plots and conventional statistical tests."],"limitation":"Scope to analytical operations, not automatic methodological recommendations or ML validation. Missing-data percentage cutoffs and test-selection heuristics do not establish appropriate assumptions.","url":"https://github.com/astyanm/mcp-data-science","primarySourceURLs":["https://github.com/AstyanM/mcp-data-science/blob/main/README.md","https://github.com/AstyanM/mcp-data-science"],"id":"RWE-6233","relevance":{"id":"RWE-6233","decision":"Core","rationale":"MCP tabular data loading, quality inspection, transformation, exploratory plots and conventional statistical tests. Actual conventional statistical tests and tabular quality inspection are necessary analytical methods; automatic test recommendations remain unvalidated.","relevanceBasis":"MCP tabular data loading, quality inspection, transformation, exploratory plots and conventional statistical tests. Limits: Scope to analytical operations, not automatic methodological recommendations or ML validation. Missing-data percentage cutoffs and test-selection heuristics do not establish appropriate assumptions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/AstyanM/mcp-data-science/blob/main/README.md","https://github.com/AstyanM/mcp-data-science"],"reviewGroup":"statistical-method"}},{"name":"zxc8661/safety-health-chemical-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Retrieve Korean occupational-health regulations, KOSHA guidance and chemical MSDS source sections through MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zxc8661/safety-health-chemical-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve Korean occupational-health regulations, KOSHA guidance and chemical MSDS source sections through MCP."],"limitation":"Source retrieval for exposure and occupational-health context only. User-issued API credentials required; evidence types differ and legal/safety judgments are not validated.","url":"https://github.com/zxc8661/safety-health-chemical-mcp","primarySourceURLs":["https://github.com/zxc8661/safety-health-chemical-mcp/blob/master/README.md","https://github.com/zxc8661/safety-health-chemical-mcp"],"id":"RWE-6234","relevance":{"id":"RWE-6234","decision":"Core","rationale":"Retrieve Korean occupational-health regulations, KOSHA guidance and chemical MSDS source sections through MCP. Occupational-health guidance and chemical exposure source retrieval have an explicit public-health role; legal judgments remain outside scope.","relevanceBasis":"Retrieve Korean occupational-health regulations, KOSHA guidance and chemical MSDS source sections through MCP. Limits: Source retrieval for exposure and occupational-health context only. User-issued API credentials required; evidence types differ and legal/safety judgments are not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zxc8661/safety-health-chemical-mcp/blob/master/README.md","https://github.com/zxc8661/safety-health-chemical-mcp"],"reviewGroup":"occupational-health"}},{"name":"hkopenai/hk-health-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Retrieve Hong Kong hospital waiting times and outpatient quota summaries through MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hkopenai/hk-health-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve Hong Kong hospital waiting times and outpatient quota summaries through MCP."],"limitation":"Healthcare-access context only; current operational snapshots and preceding-four-week quota averages do not provide patient-level outcomes or longitudinal cohort data.","url":"https://github.com/hkopenai/hk-health-mcp-server","primarySourceURLs":["https://github.com/hkopenai/hk-health-mcp-server/blob/main/README.md","https://github.com/hkopenai/hk-health-mcp-server"],"id":"RWE-6235","relevance":{"id":"RWE-6235","decision":"Core","rationale":"Retrieve Hong Kong hospital waiting times and outpatient quota summaries through MCP. Hospital waiting-time and outpatient-access data provide a stated health-services context, with operational-snapshot limits.","relevanceBasis":"Retrieve Hong Kong hospital waiting times and outpatient quota summaries through MCP. Limits: Healthcare-access context only; current operational snapshots and preceding-four-week quota averages do not provide patient-level outcomes or longitudinal cohort data.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hkopenai/hk-health-mcp-server/blob/main/README.md","https://github.com/hkopenai/hk-health-mcp-server"],"reviewGroup":"health-services"}},{"name":"jpazvd/unicefstats-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Search UNICEF child-health indicators, inspect disaggregation and temporal coverage, and retrieve SDMX observations through MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jpazvd/unicefstats-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search UNICEF child-health indicators, inspect disaggregation and temporal coverage, and retrieve SDMX observations through MCP."],"limitation":"Experimental, not an official UNICEF product. Data cap500rows/call; modeled mortality uncertainty intervals are absent from compact output. Survey gaps and publisher benchmark limitations preclude complete coverage or hallucination-free claims.","url":"https://github.com/jpazvd/unicefstats-mcp","primarySourceURLs":["https://github.com/jpazvd/unicefstats-mcp/blob/main/README.md","https://github.com/jpazvd/unicefstats-mcp"],"id":"RWE-6236","relevance":{"id":"RWE-6236","decision":"Core","rationale":"Search UNICEF child-health indicators, inspect disaggregation and temporal coverage, and retrieve SDMX observations through MCP. Explicit child-health SDMX indicators and disaggregation support population-health evidence; uncertainty omissions remain material.","relevanceBasis":"Search UNICEF child-health indicators, inspect disaggregation and temporal coverage, and retrieve SDMX observations through MCP. Limits: Experimental, not an official UNICEF product. Data cap500rows/call; modeled mortality uncertainty intervals are absent from compact output. Survey gaps and publisher benchmark limitations preclude complete coverage or hallucination-free claims.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jpazvd/unicefstats-mcp/blob/main/README.md","https://github.com/jpazvd/unicefstats-mcp"],"reviewGroup":"population-health"}},{"name":"tryolabs/unicef-datawarehouse-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"UNICEF child-health dataflow/indicator discovery and country/year-filtered SDMX observations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tryolabs/unicef-datawarehouse-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["UNICEF child-health dataflow/indicator discovery and country/year-filtered SDMX observations."],"limitation":"Only selected dataflows exposed; historical coverage varies and client-side rate limiting is not implemented.","url":"https://github.com/tryolabs/unicef-datawarehouse-mcp","primarySourceURLs":["https://raw.githubusercontent.com/tryolabs/unicef-datawarehouse-mcp/main/README.md","https://github.com/tryolabs/unicef-datawarehouse-mcp"],"id":"RWE-6238","relevance":{"id":"RWE-6238","decision":"Core","rationale":"UNICEF child-health dataflow/indicator discovery and country/year-filtered SDMX observations. Explicit UNICEF child-health observations support population-health evidence within selected dataflows.","relevanceBasis":"UNICEF child-health dataflow/indicator discovery and country/year-filtered SDMX observations. Limits: Only selected dataflows exposed; historical coverage varies and client-side rate limiting is not implemented.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tryolabs/unicef-datawarehouse-mcp/main/README.md","https://github.com/tryolabs/unicef-datawarehouse-mcp"],"reviewGroup":"population-health"}},{"name":"isakskogstad/oecd-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"OECD health, environment and socioeconomic dataset search and SDMX retrieval.","tags":["Health economics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"isakskogstad/oecd-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["OECD health, environment and socioeconomic dataset search and SDMX retrieval."],"limitation":"Requires careful dimension/unit alignment and does not validate cross-country comparability.","url":"https://github.com/isakskogstad/oecd-mcp","primarySourceURLs":["https://raw.githubusercontent.com/isakskogstad/OECD-MCP/main/README.md","https://github.com/isakskogstad/OECD-MCP"],"id":"RWE-6101","relevance":{"id":"RWE-6101","decision":"Core","rationale":"OECD health, environment and socioeconomic dataset search and SDMX retrieval. The documented OECD health dataset retrieval is Core; environmental and general socioeconomic siblings should not inherit that status.","relevanceBasis":"OECD health, environment and socioeconomic dataset search and SDMX retrieval. Limits: Requires careful dimension/unit alignment and does not validate cross-country comparability.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/isakskogstad/OECD-MCP/main/README.md","https://github.com/isakskogstad/OECD-MCP"],"reviewGroup":"population-health"}},{"name":"lzinga/us-gov-open-data-mcp","kind":"MCP component","category":"Trials & Study Design","summary":"CDC, FDA, CMS and ClinicalTrials.gov adapters within a broader government API collection.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lzinga/us-gov-open-data-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["CDC, FDA, CMS and ClinicalTrials.gov adapters within a broader government API collection."],"limitation":"One collection with reviewed health components; broader economic/government tools are not individually health tools.","url":"https://github.com/lzinga/us-gov-open-data-mcp","primarySourceURLs":["https://raw.githubusercontent.com/lzinga/us-gov-open-data-mcp/main/README.md","https://github.com/lzinga/us-gov-open-data-mcp"],"id":"RWE-4059","relevance":{"id":"RWE-4059","decision":"Core","rationale":"The selected CDC, FDA, CMS and trial adapters directly retrieve health and clinical-research data; other government adapters remain outside the core scope.","relevanceBasis":"CDC, FDA, CMS and ClinicalTrials.gov adapters within a broader government API collection.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/lzinga/us-gov-open-data-mcp/main/README.md","https://github.com/lzinga/us-gov-open-data-mcp"],"reviewGroup":"health-source-retrieval"}},{"name":"sidneybissoli/ibge-br-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"IBGE MCP retrieves SIDRA census/population tables and health indicators with geographic metadata and citation provenance.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sidneybissoli/ibge-br-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["IBGE MCP retrieves SIDRA census/population tables and health indicators with geographic metadata and citation provenance.","Canonical IBGE MCP README and publisher page document Brazilian census/geography/economy/health API retrieval with attribution."],"limitation":"Health data through SIDRA, not comprehensive DataSUS clinical records; metadata/period matching and revisions need checking. Canonical IBGE MCP README and publisher page document Brazilian census/geography/economy/health API retrieval with attribution. Aggregate geographic data require harmonized periods/definitions and do not imply individual causal effects.","url":"https://github.com/sidneybissoli/ibge-br-mcp","primarySourceURLs":["https://raw.githubusercontent.com/SidneyBissoli/ibge-br-mcp/main/README.md","https://ibge.sidneybissoli.com","https://github.com/SidneyBissoli/ibge-br-mcp"],"id":"RWE-6128","relevance":{"id":"RWE-6128","decision":"Core","rationale":"Retain the documented evidence function: IBGE MCP retrieves SIDRA census/population tables and health indicators with geographic metadata and citation provenance. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"IBGE MCP retrieves SIDRA census/population tables and health indicators with geographic metadata and citation provenance.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sidneybissoli/ibge-br-mcp","https://raw.githubusercontent.com/SidneyBissoli/ibge-br-mcp/main/README.md","https://ibge.sidneybissoli.com","https://github.com/SidneyBissoli/ibge-br-mcp"],"reviewGroup":"Population/clinical data or explicit study/measurement method"}},{"name":"worldbank/data360-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"World Bank Data360 MCP searches development and health indicator metadata with OData filters and structured source records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"worldbank/data360-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["World Bank Data360 MCP searches development and health indicator metadata with OData filters and structured source records."],"limitation":"Documented tool is indicator search; do not claim complete observation retrieval or analysis; results inherit Data360 source coverage.","url":"https://github.com/worldbank/data360-mcp","primarySourceURLs":["https://raw.githubusercontent.com/worldbank/data360-mcp/main/README.md","https://github.com/worldbank/data360-mcp"],"id":"RWE-6244","relevance":{"id":"RWE-6244","decision":"Core","rationale":"World Bank Data360 MCP searches development and health indicator metadata with OData filters and structured source records. Explicit health-indicator metadata search helps locate population-health evidence; no observation or analytical scope is inferred.","relevanceBasis":"World Bank Data360 MCP searches development and health indicator metadata with OData filters and structured source records. Limits: Documented tool is indicator search; do not claim complete observation retrieval or analysis; results inherit Data360 source coverage.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/worldbank/data360-mcp/main/README.md","https://github.com/worldbank/data360-mcp"],"reviewGroup":"population-health"}},{"name":"future-house/paper-qa","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Scholarly document retrieval, question answering and contradiction exploration.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"future-house/paper-qa","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly document retrieval, question answering and contradiction exploration."],"limitation":"Generated answers and claimed superhuman performance require independent assessment; source coverage bounded.","url":"https://github.com/future-house/paper-qa","primarySourceURLs":["https://raw.githubusercontent.com/Future-House/paper-qa/main/README.md","https://github.com/Future-House/paper-qa"],"id":"RWE-2696","relevance":{"id":"RWE-2696","decision":"Core","rationale":"Retain the documented evidence function: Scholarly document retrieval, question answering and contradiction exploration. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Scholarly document retrieval, question answering and contradiction exploration.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/future-house/paper-qa","https://raw.githubusercontent.com/Future-House/paper-qa/main/README.md","https://github.com/Future-House/paper-qa"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"54yyyu/zotero-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Repository documents Zotero metadata/full text/annotations and optional semantic search plus writes; MCP registration import present.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"54yyyu/zotero-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Repository documents Zotero metadata/full text/annotations and optional semantic search plus writes; MCP registration import present."],"limitation":"Repository documents Zotero metadata/full text/annotations and optional semantic search plus writes; MCP registration import present. Independent integration; generated summaries and vector relevance are not evidence appraisal.","url":"https://github.com/54yyyu/zotero-mcp","primarySourceURLs":["https://github.com/54yyyu/zotero-mcp"],"id":"RWE-5855","relevance":{"id":"RWE-5855","decision":"Core","rationale":"Repository documents Zotero metadata/full text/annotations and optional semantic search plus writes; MCP registration import present. Zotero scholarly metadata, full text and annotations directly support evidence organization; semantic rankings are not appraisal.","relevanceBasis":"Repository documents Zotero metadata/full text/annotations and optional semantic search plus writes; MCP registration import present. Limits: Repository documents Zotero metadata/full text/annotations and optional semantic search plus writes; MCP registration import present. Independent integration; generated summaries and vector relevance are not evidence appraisal.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/54yyyu/zotero-mcp"],"reviewGroup":"scholarly-retrieval"}},{"name":"menyoung/paperqa-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Index a supplied PDF research library and retrieve/synthesize evidence through a PaperQA2 MCP adapter.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"menyoung/paperqa-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Index a supplied PDF research library and retrieve/synthesize evidence through a PaperQA2 MCP adapter."],"limitation":"Only the supplied indexed corpus; embeddings transmit chunks to configured model service. Images and external metadata lookups are disabled in documented defaults; generated citations and synthesis require checking.","url":"https://github.com/menyoung/paperqa-mcp-server","primarySourceURLs":["https://github.com/menyoung/paperqa-mcp-server/blob/main/README.md","https://github.com/menyoung/paperqa-mcp-server"],"id":"RWE-6245","relevance":{"id":"RWE-6245","decision":"Core","rationale":"Retain the documented evidence function: Index a supplied PDF research library and retrieve/synthesize evidence through a PaperQA2 MCP adapter. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Index a supplied PDF research library and retrieve/synthesize evidence through a PaperQA2 MCP adapter.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/menyoung/paperqa-mcp-server","https://github.com/menyoung/paperqa-mcp-server/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"sassoftware/sas-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Execute user-specified SAS programs in Viya compute contexts and discover/read data tables and execution outputs through MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sassoftware/sas-mcp-server","website":"GitHub","packages":"SAS Viya compute and data discovery interface","workflowFit":["RWE Data & Analytics"],"capabilities":["Execute user-specified SAS programs in Viya compute contexts and discover/read data tables and execution outputs through MCP."],"limitation":"Requires configured SAS Viya compute environment and authentication. Statistical methods and submitted code remain user responsibility; no validation of causal inference, AutoML, model scoring or clinical conclusions. No runtime test.","url":"https://github.com/sassoftware/sas-mcp-server","primarySourceURLs":["https://github.com/sassoftware/sas-mcp-server/blob/main/README.md","https://github.com/sassoftware/sas-mcp-server"],"id":"RWE-6249","relevance":{"id":"RWE-6249","decision":"Core","rationale":"Execute user-specified SAS programs in Viya compute contexts and discover/read data tables and execution outputs through MCP. SAS program execution with analytical tables provides an explicit statistical-computing method interface, subject to user code and assumption review.","relevanceBasis":"Execute user-specified SAS programs in Viya compute contexts and discover/read data tables and execution outputs through MCP. Limits: Requires configured SAS Viya compute environment and authentication. Statistical methods and submitted code remain user responsibility; no validation of causal inference, AutoML, model scoring or clinical conclusions. No runtime test.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sassoftware/sas-mcp-server/blob/main/README.md","https://github.com/sassoftware/sas-mcp-server"],"reviewGroup":"statistical-method"}},{"name":"svd-ai-lab/sim-plugin-simpy","kind":"Research tool","category":"RWE Data & Analytics","summary":"src/sim_plugin_simpy/_skills/simpy/SKILL.md guides queue/process/resource simulation with explicit horizon, seed, warmup, lint/run and JSON output through sim-cli plugin.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"svd-ai-lab/sim-plugin-simpy","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["src/sim_plugin_simpy/_skills/simpy/SKILL.md guides queue/process/resource simulation with explicit horizon, seed, warmup, lint/run and JSON output through sim-cli plugin."],"limitation":"Needs sim-cli core;10,000event convergence rule is only heuristic, not sufficient statistical validation; user must validate assumptions and outputs.","url":"https://github.com/svd-ai-lab/sim-plugin-simpy","primarySourceURLs":["https://raw.githubusercontent.com/svd-ai-lab/sim-plugin-simpy/main/README.md","https://github.com/svd-ai-lab/sim-plugin-simpy/blob/main/src/sim_plugin_simpy/_skills/simpy/SKILL.md","https://github.com/svd-ai-lab/sim-plugin-simpy"],"id":"RWE-6341","relevance":{"id":"RWE-6341","decision":"Core","rationale":"src/sim_plugin_simpy/_skills/simpy/SKILL.md guides queue/process/resource simulation with explicit horizon, seed, warmup, lint/run and JSON output through sim-cli plugin. Process/resource discrete-event simulation with horizon, seed and warmup supports necessary simulation methodology; convergence heuristics remain limited.","relevanceBasis":"src/sim_plugin_simpy/_skills/simpy/SKILL.md guides queue/process/resource simulation with explicit horizon, seed, warmup, lint/run and JSON output through sim-cli plugin. Limits: Needs sim-cli core;10,000event convergence rule is only heuristic, not sufficient statistical validation; user must validate assumptions and outputs.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/svd-ai-lab/sim-plugin-simpy/main/README.md","https://github.com/svd-ai-lab/sim-plugin-simpy/blob/main/src/sim_plugin_simpy/_skills/simpy/SKILL.md","https://github.com/svd-ai-lab/sim-plugin-simpy"],"reviewGroup":"statistical-method"}},{"name":"sim-agent/json2ciw","kind":"Research tool","category":"RWE Data & Analytics","summary":"Convert structured JSON queue-network definitions into executable Ciw models as LLM simulation-workflow adapter.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sim-agent/json2ciw","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Convert structured JSON queue-network definitions into executable Ciw models as LLM simulation-workflow adapter."],"limitation":"Component dependency of Sketch2DES; not standalone model-validation or LLM interface; assumptions and JSON fidelity require validation.","url":"https://github.com/sim-agent/json2ciw","primarySourceURLs":["https://github.com/sim-agent/json2ciw/blob/main/README.md","https://github.com/sim-agent/json2ciw"],"id":"RWE-6342","relevance":{"id":"RWE-6342","decision":"Core","rationale":"Convert structured JSON queue-network definitions into executable Ciw models as LLM simulation-workflow adapter. Structured queue-network simulation adapter supplies a concrete discrete-event modeling method; not an independently validated model.","relevanceBasis":"Convert structured JSON queue-network definitions into executable Ciw models as LLM simulation-workflow adapter. Limits: Component dependency of Sketch2DES; not standalone model-validation or LLM interface; assumptions and JSON fidelity require validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sim-agent/json2ciw/blob/main/README.md","https://github.com/sim-agent/json2ciw"],"reviewGroup":"statistical-method"}},{"name":"provia1/snomed-ct-entity-linking-project","kind":"Research tool","category":"OMOP & terminology","summary":"Detect clinical spans, retrieve SNOMEDconcept candidates and optionally use LLM agents with annotation/ontology context; emit note/span/concept CSV predictions.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"provia1/snomed-ct-entity-linking-project","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Detect clinical spans, retrieve SNOMEDconcept candidates and optionally use LLM agents with annotation/ontology context; emit note/span/concept CSV predictions."],"limitation":"MIMIC/PhysioNet access and SNOMED terms required; entity-linking benchmark scope, not clinically valid automatic coding or patient-care support.","url":"https://github.com/provia1/snomed-ct-entity-linking-project","primarySourceURLs":["https://github.com/PROVIA1/snomed-ct-entity-linking-project/blob/main/README.md","https://github.com/PROVIA1/snomed-ct-entity-linking-project"],"id":"RWE-6344","relevance":{"id":"RWE-6344","decision":"Core","rationale":"Clinical-span extraction and SNOMED concept linking directly support structured clinical-data preparation; benchmark predictions are not validated coding.","relevanceBasis":"Detect clinical spans, retrieve SNOMEDconcept candidates and optionally use LLM agents with annotation/ontology context; emit note/span/concept CSV predictions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/PROVIA1/snomed-ct-entity-linking-project/blob/main/README.md","https://github.com/PROVIA1/snomed-ct-entity-linking-project"],"reviewGroup":"clinical-terminology"}},{"name":"duynguyenxc/multi-agent-ai-framework-for-autonomous-academic-research","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"GraphRAG over28papers with study registry, title/abstract/fulltext screening artifacts and context-mechanism-outcome extraction with human checkpoints.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"duynguyenxc/multi-agent-ai-framework-for-autonomous-academic-research","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["GraphRAG over28papers with study registry, title/abstract/fulltext screening artifacts and context-mechanism-outcome extraction with human checkpoints."],"limitation":"README conflates realist review and scoping-review reference; schema adherence cannot eliminate hallucinations. Approve source extraction/audit workflow only, not validated full realist synthesis or replication claim.","url":"https://github.com/duynguyenxc/multi-agent-ai-framework-for-autonomous-academic-research","primarySourceURLs":["https://raw.githubusercontent.com/duynguyenxc/Multi-Agent-AI-Framework-for-Autonomous-Academic-Research/main/README.md","https://github.com/duynguyenxc/Multi-Agent-AI-Framework-for-Autonomous-Academic-Research"],"id":"RWE-6345","relevance":{"id":"RWE-6345","decision":"Core","rationale":"Retain the documented evidence function: GraphRAG over28papers with study registry, title/abstract/fulltext screening artifacts and context-mechanism-outcome extraction with human checkpoints. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"GraphRAG over28papers with study registry, title/abstract/fulltext screening artifacts and context-mechanism-outcome extraction with human checkpoints.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/duynguyenxc/multi-agent-ai-framework-for-autonomous-academic-research","https://raw.githubusercontent.com/duynguyenxc/Multi-Agent-AI-Framework-for-Autonomous-Academic-Research/main/README.md","https://github.com/duynguyenxc/Multi-Agent-AI-Framework-for-Autonomous-Academic-Research"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"k-dense-ai/scientific-agents — AGENTS, clinical-epidemiologist","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Reviewed components: scientific-agents/environmental-policy-analyst/AGENTS.md: Environmental-health economic scoping instructions: define baseline and alternatives, organize health endpoints and benefit-transfer evidence, record units, source vintages, uncertainty and distributional effects.; skills/clinical-epidemiologist/SKILL.md: Clinical epidemiology study-design checklist; skills/clinical-epidemiologist/SKILL.md: Claims/EHR cohort documentation prompts","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"k-dense-ai/scientific-agents","website":"GitHub","packages":"scientific-agents/environmental-policy-analyst/AGENTS.md; skills/clinical-epidemiologist/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["scientific-agents/environmental-policy-analyst/AGENTS.md: Environmental-health economic scoping instructions: define baseline and alternatives, organize health endpoints and benefit-transfer evidence, record units, source vintages, uncertainty and distributional effects.","skills/clinical-epidemiologist/SKILL.md: Clinical epidemiology study-design checklist","skills/clinical-epidemiologist/SKILL.md: Claims/EHR cohort documentation prompts"],"limitation":"scientific-agents/environmental-policy-analyst/AGENTS.md: Instructional analysis scaffold only. No implemented BenMAP/IAM adapter, validated valuation method, current regulatory/legal compliance, or discount-rate recommendation approved. The source contains conflicting discount-rate examples and dated regulatory references. clinical-epidemiologist: Expert-profile guidance only; no analysis implementation or methodological certification. Review covers framing and workflow sections only. Time-to-event models alone do not solve informative censoring; model choice, GRADE decisions and adjustment recommendations require study-specific review.","url":"https://github.com/k-dense-ai/scientific-agents","primarySourceURLs":["https://github.com/K-Dense-AI/scientific-agents/blob/main/scientific-agents/environmental-policy-analyst/AGENTS.md","https://github.com/stanfish06/skillquarium/blob/7a8785e2f1a88d7ec7e45ffca16932a9445e09b3/skills/clinical-epidemiologist/SKILL.md","https://raw.githubusercontent.com/K-Dense-AI/scientific-agents/896ed6ed1e1a6686572db06ca59fd1c1b0055ca7/scientific-agents/clinical-epidemiologist/AGENTS.md"],"id":"RWE-1810","relevance":{"id":"RWE-1810","decision":"Core","rationale":"Clinical epidemiologic design, claims/EHR cohort documentation and explicitly health-endpoint economic scoping are directly relevant methodological supports.","relevanceBasis":"scientific-agents/environmental-policy-analyst/AGENTS.md: Environmental-health economic scoping instructions: define baseline and alternatives, organize health endpoints and benefit-transfer evidence, record units, source vintages, uncertainty and distributional effects.; skills/clinical-epidemiologist/SKILL.md: Clinical epidemiology study-design checklist; skills/clinical-epidemiologist/SKILL.md: Claims/EHR cohort documentation prompts","evidenceLevel":"published-card","evidenceRefs":["https://github.com/K-Dense-AI/scientific-agents/blob/main/scientific-agents/environmental-policy-analyst/AGENTS.md","https://github.com/stanfish06/skillquarium/blob/7a8785e2f1a88d7ec7e45ffca16932a9445e09b3/skills/clinical-epidemiologist/SKILL.md","https://raw.githubusercontent.com/K-Dense-AI/scientific-agents/896ed6ed1e1a6686572db06ca59fd1c1b0055ca7/scientific-agents/clinical-epidemiologist/AGENTS.md"],"reviewGroup":"epidemiology-planning"}},{"name":"brycewang-stanford/awesome-journal-skills — amann-tables-figures, psychbull-meta-analysis-methods, arecon-tables-figures and other reviewed components","kind":"Skill collection","category":"Causal Inference & Analytics","summary":"Reviewed components: Academy-of-Management-Annals-Skills/skills/amann-tables-figures/SKILL.md: Construct/theory/method/context evidence tables and source-linked review exhibits for scholarly management reviews.; Psychological-Bulletin-Skills/skills/psychbull-meta-analysis-methods/SKILL.md: Plan effect-size inputs, direction alignment, dependency handling and model-reporting fields for a documented meta-analysis workflow.; Annual-Review-of-Economics-Skills/skills/arecon-tables-figures/SKILL.md: Organize source-linked economics literature tables by estimand, design, sample, finding and identification caveat; report comparability and uncertainty. Additional reviewed component details are listed below.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"brycewang-stanford/awesome-journal-skills","website":"GitHub","packages":"Academy-of-Management-Annals-Skills/skills/amann-tables-figures/SKILL.md; Psychological-Bulletin-Skills/skills/psychbull-meta-analysis-methods/SKILL.md; Annual-Review-of-Economics-Skills/skills/arecon-tables-figures/SKILL.md; Journal-of-Economic-Literature-Skills/skills/jel-tables-figures/SKILL.md; Journal-of-Management-Skills/skills/jmgmt-methods/SKILL.md; Journal-of-Management-Skills/skills/jmgmt-data-analysis/SKILL.md; Annual-Review-of-Sociology-Skills/skills/arsoc-tables-figures/SKILL.md; Psychological-Bulletin-Skills/skills/psychbull-tables-figures/SKILL.md; library/research-and-academic/lancet-research-in-context/SKILL.md; Psychological-Bulletin-Skills/skills/psychbull-theory-integration/SKILL.md; Psychological-Bulletin-Skills/skills/psychbull-open-science-and-transparency/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Academy-of-Management-Annals-Skills/skills/amann-tables-figures/SKILL.md: Construct/theory/method/context evidence tables and source-linked review exhibits for scholarly management reviews.","Psychological-Bulletin-Skills/skills/psychbull-meta-analysis-methods/SKILL.md: Plan effect-size inputs, direction alignment, dependency handling and model-reporting fields for a documented meta-analysis workflow.","Annual-Review-of-Economics-Skills/skills/arecon-tables-figures/SKILL.md: Organize source-linked economics literature tables by estimand, design, sample, finding and identification caveat; report comparability and uncertainty.","Journal-of-Economic-Literature-Skills/skills/jel-tables-figures/SKILL.md: Build source-linked evidence maps and comparison exhibits for economics literature reviews, retaining estimands and design limitations.","Journal-of-Management-Skills/skills/jmgmt-methods/SKILL.md: Prepare study-design, measurement, nesting and identification-assumption checklists, including preplanned meta-analysis coding and provenance fields.","Journal-of-Management-Skills/skills/jmgmt-data-analysis/SKILL.md: Inventory model-specific inputs, sensitivity checks and reporting fields for management research analyses and meta-analysis summaries.","Annual-Review-of-Sociology-Skills/skills/arsoc-tables-figures/SKILL.md: Organize sociology-review evidence exhibits with study context, methods, reported findings, comparability limitations and source attribution.","Psychological-Bulletin-Skills/skills/psychbull-tables-figures/SKILL.md: Specify study-characteristic, screening-flow, forest/funnel and moderator exhibit inputs and provenance for meta-analysis reporting.","library/research-and-academic/lancet-research-in-context/SKILL.md: Research-in-context panel drafting template","library/research-and-academic/lancet-research-in-context/SKILL.md: Search provenance and contribution-summary checklist","Psychological-Bulletin-Skills/skills/psychbull-theory-integration/SKILL.md: Psychological Bulletin theory-integration instructions organize completed synthesis results into a calibrated interpretation, scope conditions and research agenda.","Psychological-Bulletin-Skills/skills/psychbull-open-science-and-transparency/SKILL.md: Psychological Bulletin transparency instructions assemble review protocols, screening logs, effect-size databases, codebooks, analysis scripts and availability statements."],"limitation":"amann-tables-figures: Reporting instructions only; no pooled estimator, clinical applicability or whole journal collection approval. psychbull-meta-analysis-methods: Input and reporting planning only. The source conflates tau-squared variance and tau standard deviation; that wording is not endorsed. No executed pooling, automatic model selection, statistical correctness or validated bias assessment approved. arecon-tables-figures: Review exhibit instructions only; no new estimates or economic-model validation. jel-tables-figures: Reporting instructions only; no quantitative synthesis execution or whole venue toolkit approval. jmgmt-methods: Research planning instructions only; field-study/experiment combinations do not guarantee validity. No causal identification, measurement validity, estimator correctness or comprehensive methods endorsement. jmgmt-data-analysis: Checklist and reporting scope only; no executed analysis or universal endorsement of artifact correction, 80% credibility intervals, mediation identification, or publication-bias tests. Model assumptions require independent review. arsoc-tables-figures: Reporting instructions only; qualitative and quantitative findings are not automatically pooled or assigned comparable precision. psychbull-tables-figures: Exhibit preparation instructions only. Referenced generic StatsPAI/Stata bridge does not establish an implemented meta-analysis engine or valid bias diagnosis; example numbers are illustrative. lancet-research-in-context: Independent journal-specific writing guidance, not a publisher-endorsed tool or guarantee of current submission compliance. Other journal-routing components are not approved. psychbull-theory-integration: Instruction-only reporting support, not a search or estimator. Illustrative numerical results are not evidence. Moderator-based explanatory claims still require protection against confounding and exploratory overinterpretation; current journal requirements not independently audited. psychbull-open-science-and-transparency: Instruction-only reproducibility support; does not submit registrations or validate datasets. Current journal, masking and registry eligibility requirements require confirmation from primary policies; no universal mandatory-preregistration rule is adopted. Other discovered, held or excluded components are outside this approval. Excluded from approval — nejm-fit: The NEJM-fit component presents categorical fatal desk-reject triggers and deterministic venue routing without primary editorial policy evidence. These are author heuristics, not corroborated journal decisions or valid scientific-quality tests.","url":"https://github.com/brycewang-stanford/awesome-journal-skills","primarySourceURLs":["https://github.com/brycewang-stanford/Awesome-Journal-Skills/blob/HEAD/Academy-of-Management-Annals-Skills/skills/amann-tables-figures/SKILL.md","https://github.com/thedixitjain/the-mega-skill-library/blob/1c6d3294f059862aec20847d680c13fd96cc7671/library/testing-and-qa/amann-tables-figures/SKILL.md","https://github.com/brycewang-stanford/Awesome-Journal-Skills/blob/HEAD/Psychological-Bulletin-Skills/skills/psychbull-meta-analysis-methods/SKILL.md","https://github.com/thedixitjain/the-mega-skill-library/blob/1c6d3294f059862aec20847d680c13fd96cc7671/library/general-purpose/psychbull-meta-analysis-methods/SKILL.md","https://github.com/brycewang-stanford/Awesome-Journal-Skills/blob/HEAD/Annual-Review-of-Economics-Skills/skills/arecon-tables-figures/SKILL.md"],"id":"RWE-1063","relevance":{"id":"RWE-1063","decision":"Core","rationale":"Selected effect-size input planning, source-linked evidence maps and review transparency workflows support evidence synthesis; venue-fit advice and numerical validity are not endorsed.","relevanceBasis":"Academy-of-Management-Annals-Skills/skills/amann-tables-figures/SKILL.md: Construct/theory/method/context evidence tables and source-linked review exhibits for scholarly management reviews.; Psychological-Bulletin-Skills/skills/psychbull-meta-analysis-methods/SKILL.md: Plan effect-size inputs, direction alignment, dependency handling and model-reporting fields for a documented meta-analysis workflow.; Annual-Review-of-Economics-Skills/skills/arecon-tables-figures/SKILL.md: Organize source-linked economics literature tables by estimand, design, sample, finding and identification caveat; report comparability and uncertainty.; Journal-of-Economic-Literature-Skills/skills/jel-tables-figures/SKILL.md: Build source-linked evidence maps and comparison exhibits for economics literature reviews, retaining estimands and design limitations.; Journal-of-Management-Skills/skills/jmgmt-methods/SKILL.md: Prepare study-design, measurement, nesting and identification-assumption checklists, including preplanned meta-analysis coding and provenance fields.; Journal-of-Management-Skills/skills/jmgmt-data-analysis/SKILL.md: Inventory model-specific inputs, sensitivity checks and reporting fields for management research analyses and meta-analysis summaries.; Annual-Review-of-Sociology-Skills/skills/arsoc-tables-figures/SKILL.md: Organize sociology-review evidence exhibits with study context, methods, reported findings, comparability limitations and source attribution.; Psychological-Bulletin-Skills/skills/psychbull-tables-figures/SKILL.md: Specify study-characteristic, screening-flow, forest/funnel and moderator exhibit inputs and provenance for meta-analysis reporting.; library/research-and-academic/lancet-research-in-context/SKILL.md: Research-in-context panel drafting template; library/research-and-academic/lancet-research-in-context/SKILL.md: Search provenance and contribution-summary checklist; Psychological-Bulletin-Skills/skills/psychbull-theory-integration/SKILL.md: Psychological Bulletin theory-integration instructions organize completed synthesis results into a calibrated interpretation, scope conditions and research agenda.; Psychological-Bulletin-Skills/skills/psychbull-open-science-and-transparency/SKILL.md: Psychological Bulletin transparency instructions assemble review protocols, screening logs, effect-size databases, codebooks, analysis scripts and availability statements.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/brycewang-stanford/Awesome-Journal-Skills/blob/HEAD/Academy-of-Management-Annals-Skills/skills/amann-tables-figures/SKILL.md","https://github.com/thedixitjain/the-mega-skill-library/blob/1c6d3294f059862aec20847d680c13fd96cc7671/library/testing-and-qa/amann-tables-figures/SKILL.md","https://github.com/brycewang-stanford/Awesome-Journal-Skills/blob/HEAD/Psychological-Bulletin-Skills/skills/psychbull-meta-analysis-methods/SKILL.md","https://github.com/thedixitjain/the-mega-skill-library/blob/1c6d3294f059862aec20847d680c13fd96cc7671/library/general-purpose/psychbull-meta-analysis-methods/SKILL.md","https://github.com/brycewang-stanford/Awesome-Journal-Skills/blob/HEAD/Annual-Review-of-Economics-Skills/skills/arecon-tables-figures/SKILL.md"],"reviewGroup":"evidence-methods"}},{"name":"fujishigetemma/semantic-scholar-cli","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search/get papers/authors, retrieve references/citations and BibTeX, emit bounded typed JSON envelopes and model-facing tool metadata.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fujishigetemma/semantic-scholar-cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search/get papers/authors, retrieve references/citations and BibTeX, emit bounded typed JSON envelopes and model-facing tool metadata."],"limitation":"API coverage/authentication/rate limits apply; no full-text or evidence-quality guarantee.","url":"https://github.com/fujishigetemma/semantic-scholar-cli","primarySourceURLs":["https://github.com/FujishigeTemma/semantic-scholar-cli/blob/main/README.md","https://github.com/FujishigeTemma/semantic-scholar-cli"],"id":"RWE-6347","relevance":{"id":"RWE-6347","decision":"Core","rationale":"Retain the documented evidence function: Search/get papers/authors, retrieve references/citations and BibTeX, emit bounded typed JSON envelopes and model-facing tool metadata. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Search/get papers/authors, retrieve references/citations and BibTeX, emit bounded typed JSON envelopes and model-facing tool metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fujishigetemma/semantic-scholar-cli","https://github.com/FujishigeTemma/semantic-scholar-cli/blob/main/README.md","https://github.com/FujishigeTemma/semantic-scholar-cli"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"jackkuo666/admp-ls","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed, web and user vector-database retrieval with query rewrite; evidence-grounded streaming QA and iterative biomedical review service exposed through documented MCP mounts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackkuo666/admp-ls","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed, web and user vector-database retrieval with query rewrite; evidence-grounded streaming QA and iterative biomedical review service exposed through documented MCP mounts.","Biomedical literature retrieval; cited QA; parameter extraction; literature-review drafting"],"limitation":"Requires configured model/search services; generated reviews and relevance scores are not systematic-review completeness or evidence quality validation. No runtime tests. Multi-service agent application. Extracted parameters and generated reviews require source checking; no systematic-review completeness or runtime validation.","url":"https://github.com/jackkuo666/admp-ls","primarySourceURLs":["https://raw.githubusercontent.com/JackKuo666/ADMP-LS/main/README.md","https://raw.githubusercontent.com/JackKuo666/ADMP-LS/main/servers/Retrieve/readme.md","https://raw.githubusercontent.com/JackKuo666/ADMP-LS/main/servers/Review/readme.md","https://github.com/JackKuo666/ADMP-LS"],"id":"RWE-5455","relevance":{"id":"RWE-5455","decision":"Core","rationale":"Retain the documented evidence function: PubMed, web and user vector-database retrieval with query rewrite; evidence-grounded streaming QA and iterative biomedical review service exposed through documented MCP mounts. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"PubMed, web and user vector-database retrieval with query rewrite; evidence-grounded streaming QA and iterative biomedical review service exposed through documented MCP mounts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackkuo666/admp-ls","https://raw.githubusercontent.com/JackKuo666/ADMP-LS/main/README.md","https://raw.githubusercontent.com/JackKuo666/ADMP-LS/main/servers/Retrieve/readme.md","https://raw.githubusercontent.com/JackKuo666/ADMP-LS/main/servers/Review/readme.md","https://github.com/JackKuo666/ADMP-LS"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"scdenney/presubmit","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Claude-port manuscript review CLI produces staged critique, source quotations, response/verification drafts and author-facing reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scdenney/presubmit","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Claude-port manuscript review CLI produces staged critique, source quotations, response/verification drafts and author-facing reports."],"limitation":"Derivative of isitcredible/reviewer2; upstream benchmark is not validation of this port. Native grounded search hook ignored, model routing and costs not runtime verified, critique/credibility judgments require human evaluation.","url":"https://github.com/scdenney/presubmit","primarySourceURLs":["https://github.com/scdenney/presubmit/blob/main/README.md","https://github.com/scdenney/presubmit"],"id":"RWE-6461","relevance":{"id":"RWE-6461","decision":"Core","rationale":"Retain the documented evidence function: Claude-port manuscript review CLI produces staged critique, source quotations, response/verification drafts and author-facing reports. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Claude-port manuscript review CLI produces staged critique, source quotations, response/verification drafts and author-facing reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/scdenney/presubmit","https://github.com/scdenney/presubmit/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"gzxiong/medrag","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Medical retrieval-augmented QA toolkit with PubMed/textbook sources and follow-up querying through i-MedRAG.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gzxiong/medrag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medical retrieval-augmented QA toolkit with PubMed/textbook sources and follow-up querying through i-MedRAG."],"limitation":"Medical retrieval-augmented QA toolkit with PubMed/textbook sources and follow-up querying through i-MedRAG. Benchmark/research assistance, not validated clinical recommendations.","url":"https://github.com/gzxiong/medrag","primarySourceURLs":["https://raw.githubusercontent.com/gzxiong/MedRAG/main/README.md","https://github.com/gzxiong/MedRAG"],"id":"RWE-3105","relevance":{"id":"RWE-3105","decision":"Core","rationale":"Retain the documented evidence function: Medical retrieval-augmented QA toolkit with PubMed/textbook sources and follow-up querying through i-MedRAG. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Medical retrieval-augmented QA toolkit with PubMed/textbook sources and follow-up querying through i-MedRAG.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gzxiong/medrag","https://raw.githubusercontent.com/gzxiong/MedRAG/main/README.md","https://github.com/gzxiong/MedRAG"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"isitcredible/reviewer2","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"CLI chains PDF-based critique, defense and quotation/citation-check drafts into a review report; optional supplied replication-code and mathematical audit prompts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"isitcredible/reviewer2","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["CLI chains PDF-based critique, defense and quotation/citation-check drafts into a review report; optional supplied replication-code and mathematical audit prompts."],"limitation":"LLM critique and claimed benchmark wins are not independent scientific-validity verification; external model/OCR dependencies and hosted service may differ from this snapshot.","url":"https://github.com/isitcredible/reviewer2","primarySourceURLs":["https://github.com/isitcredible/reviewer2/blob/main/README.md","https://github.com/isitcredible/reviewer2"],"id":"RWE-6465","relevance":{"id":"RWE-6465","decision":"Core","rationale":"Retain the documented evidence function: CLI chains PDF-based critique, defense and quotation/citation-check drafts into a review report; optional supplied replication-code and mathematical audit prompts. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"CLI chains PDF-based critique, defense and quotation/citation-check drafts into a review report; optional supplied replication-code and mathematical audit prompts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/isitcredible/reviewer2","https://github.com/isitcredible/reviewer2/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"foundrynet/compliance-mcp","kind":"MCP component","category":"Regulatory & Product Data","summary":"Pinned publisher README specifies FDA food/drug/device recalls and pharma-filtered regulatory search.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"foundrynet/compliance-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Pinned publisher README specifies FDA food/drug/device recalls and pharma-filtered regulatory search."],"limitation":"Pinned publisher README specifies FDA food/drug/device recalls and pharma-filtered regulatory search. Limit to source retrieval; severity classification and compliance conclusions not validated.","url":"https://github.com/foundrynet/compliance-mcp","primarySourceURLs":["https://github.com/FoundryNet/compliance-mcp"],"id":"RWE-0862","relevance":{"id":"RWE-0862","decision":"Core","rationale":"FDA drug, food and device recall retrieval directly supports health-product safety evidence; compliance conclusions remain outside scope.","relevanceBasis":"Pinned publisher README specifies FDA food/drug/device recalls and pharma-filtered regulatory search.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/FoundryNet/compliance-mcp"],"reviewGroup":"health-product-safety"}},{"name":"com.dropwatchhq/research-intel","kind":"MCP server","category":"Trials & Study Design","summary":"Primary developer page enumerates five grant/trial record search and change tools with NIH RePORTER/ClinicalTrials.gov source URLs.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Primary developer page enumerates five grant/trial record search and change tools with NIH RePORTER/ClinicalTrials.gov source URLs."],"limitation":"Primary developer page enumerates five grant/trial record search and change tools with NIH RePORTER/ClinicalTrials.gov source URLs. Commercial sales framing does not negate structured research data; sampling and completeness limits apply.","url":"https://research.dropwatchhq.com","primarySourceURLs":["https://research.dropwatchhq.com","https://research.dropwatchhq.com/developers"],"id":"RWE-0863","relevance":{"id":"RWE-0863","decision":"Core","rationale":"Trial and NIH research-record search and change tracking directly support clinical-research discovery despite commercial positioning.","relevanceBasis":"Primary developer page enumerates five grant/trial record search and change tools with NIH RePORTER/ClinicalTrials.gov source URLs.","evidenceLevel":"published-card","evidenceRefs":["https://research.dropwatchhq.com","https://research.dropwatchhq.com/developers"],"reviewGroup":"trial-records"}},{"name":"freddy","kind":"MCP server","category":"RWE Data & Analytics","summary":"Freddy first-party documentation describes a personal MCP gateway to wearable/CGM/activity metrics with list/query operations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Freddy first-party documentation describes a personal MCP gateway to wearable/CGM/activity metrics with list/query operations."],"limitation":"Freddy first-party documentation describes a personal MCP gateway to wearable/CGM/activity metrics with list/query operations. Scope to authorized source measurements; illustrated coaching interpretations and cross-device comparability are not independently validated.","url":"https://freddy.coach","primarySourceURLs":["https://freddy.coach"],"id":"RWE-0864","relevance":{"id":"RWE-0864","decision":"Core","rationale":"Freddy first-party documentation describes a personal MCP gateway to wearable/CGM/activity metrics with list/query operations. Authorized wearable and CGM source measurements have explicit health-data access scope; coaching and device comparability remain excluded.","relevanceBasis":"Freddy first-party documentation describes a personal MCP gateway to wearable/CGM/activity metrics with list/query operations. Limits: Freddy first-party documentation describes a personal MCP gateway to wearable/CGM/activity metrics with list/query operations. Scope to authorized source measurements; illustrated coaching interpretations and cross-device comparability are not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://freddy.coach"],"reviewGroup":"health-data"}},{"name":"tom-r-main/medgemma-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Pinned repository documents MedGemma image inference, FHIR summary and structured extraction MCP.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tom-r-main/medgemma-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Pinned repository documents MedGemma image inference, FHIR summary and structured extraction MCP."],"limitation":"Pinned repository documents MedGemma image inference, FHIR summary and structured extraction MCP. Explicitly deprecated and unmaintained, unsuitable for clinical care; confidence values not validated.","url":"https://github.com/tom-r-main/medgemma-mcp","primarySourceURLs":["https://github.com/Tom-R-Main/medgemma-mcp"],"id":"RWE-0866","relevance":{"id":"RWE-0866","decision":"Core","rationale":"The explicit FHIR summary and structured clinical extraction components support health-data preparation; deprecated image inference and clinical performance are not endorsed.","relevanceBasis":"Pinned repository documents MedGemma image inference, FHIR summary and structured extraction MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Tom-R-Main/medgemma-mcp"],"reviewGroup":"clinical-extraction"}},{"name":"giovannifrontera/academic-research-prisma-wiki-rag","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reviewed components: academic-PRISMA-research-workflow: Old repository superseded by academic-research-prisma-wiki-rag; retrieved successor documents PICO, screening, synthesis and persistent evidence memory.; https://github.com/giovannifrontera/academic-research-prisma-wiki-rag: Academic PRISMA wiki-RAG skill contracts for evidence search, deduplication, screening logs, extraction matrices and persistent indexed review memory with human gates.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"giovannifrontera/academic-research-prisma-wiki-rag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["academic-PRISMA-research-workflow: Old repository superseded by academic-research-prisma-wiki-rag; retrieved successor documents PICO, screening, synthesis and persistent evidence memory.","https://github.com/giovannifrontera/academic-research-prisma-wiki-rag: Academic PRISMA wiki-RAG skill contracts for evidence search, deduplication, screening logs, extraction matrices and persistent indexed review memory with human gates."],"limitation":"academic-PRISMA-research-workflow: Old repository superseded by academic-research-prisma-wiki-rag; retrieved successor documents PICO, screening, synthesis and persistent evidence memory. AI outputs and PRISMA-compliance claims require human review; not automatically a validated systematic review. https://github.com/giovannifrontera/academic-research-prisma-wiki-rag: Education-focused workflow; fixed effect-size threshold and adapted bias criteria are not universally valid. Logged decisions and PRISMA layout do not guarantee rigorous review or sound pilot design.","url":"https://github.com/giovannifrontera/academic-research-prisma-wiki-rag","primarySourceURLs":["https://raw.githubusercontent.com/giovannifrontera/academic-research-prisma-wiki-rag/master/README.md","https://github.com/giovannifrontera/academic-research-prisma-wiki-rag","https://github.com/giovannifrontera/academic-PRISMA-research-workflow"],"id":"RWE-0867","relevance":{"id":"RWE-0867","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: academic-PRISMA-research-workflow: Old repository superseded by academic-research-prisma-wiki-rag; retrieved successor documents PICO, screening, synthesis and persistent evidence memory.; https://github.com/giovannifrontera/academic-research-prisma-wiki-rag: Academic PRISMA wiki-RAG skill contracts for evidence search, deduplication, screening logs, extraction matrices and persistent indexed review memory with human gates. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Reviewed components: academic-PRISMA-research-workflow: Old repository superseded by academic-research-prisma-wiki-rag; retrieved successor documents PICO, screening, synthesis and persistent evidence memory.; https://github.com/giovannifrontera/academic-research-prisma-wiki-rag: Academic PRISMA wiki-RAG skill contracts for evidence search, deduplication, screening logs, extraction matrices and persistent indexed review memory with human gates.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/giovannifrontera/academic-research-prisma-wiki-rag","https://raw.githubusercontent.com/giovannifrontera/academic-research-prisma-wiki-rag/master/README.md","https://github.com/giovannifrontera/academic-PRISMA-research-workflow"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"aipoch/medical-research-skills — journal-skills","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Reviewed components: scientific-skills/Evidence Insight/journal-skills/SKILL.md: PubMed similar-literature search guidance; scientific-skills/Evidence Insight/journal-skills/SKILL.md: Journal frequency and manuscript-fit reporting workflow; skill-auditor/SKILL.md (MedSkillAudit): Audit research skills in evidence insight, protocol design, data analysis and academic writing; generate3/5/7test inputs, structured reports and human-review artifacts. Additional reviewed component details are listed below.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aipoch/medical-research-skills","website":"GitHub","packages":"scientific-skills/Evidence Insight/journal-skills/SKILL.md; skill-auditor/SKILL.md (MedSkillAudit)","workflowFit":["Causal Inference & Analytics"],"capabilities":["scientific-skills/Evidence Insight/journal-skills/SKILL.md: PubMed similar-literature search guidance","scientific-skills/Evidence Insight/journal-skills/SKILL.md: Journal frequency and manuscript-fit reporting workflow","skill-auditor/SKILL.md (MedSkillAudit): Audit research skills in evidence insight, protocol design, data analysis and academic writing; generate3/5/7test inputs, structured reports and human-review artifacts.","https://github.com/aipoch/medical-research-skills: Search strategy, appraisal, synthesis, causal-design planning and power workflows."],"limitation":"journal-skills: Journal ranking is heuristic and does not establish editorial acceptance, quality or review speed; bundled script was not executed. skill-auditor/SKILL.md (MedSkillAudit): Instruction-led evaluation framework; scoring/veto weights are author-defined and not independently validated as scientific validity or standards certification. No dynamic tests executed here. https://github.com/aipoch/medical-research-skills: Skills are guidance; statistical and methodological correctness require independent review. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/aipoch/medical-research-skills","primarySourceURLs":["https://github.com/aipoch/medical-research-skills/blob/f5ef65b9bea79b6dd9553f52f95b0d08f7d64d26/scientific-skills/Evidence Insight/journal-skills/SKILL.md","https://raw.githubusercontent.com/aipoch/medical-research-skills/HEAD/skill-auditor/README.md","https://raw.githubusercontent.com/aipoch/medical-research-skills/main/skill-auditor/SKILL.md","https://raw.githubusercontent.com/aipoch/medical-research-skills/HEAD/README.md","https://github.com/aipoch/medical-research-skills"],"id":"RWE-0868","relevance":{"id":"RWE-0868","decision":"Core","rationale":"Selected search, appraisal, synthesis and clinical design planning are directly relevant; journal rankings and self-defined audit scores do not validate evidence.","relevanceBasis":"scientific-skills/Evidence Insight/journal-skills/SKILL.md: PubMed similar-literature search guidance; scientific-skills/Evidence Insight/journal-skills/SKILL.md: Journal frequency and manuscript-fit reporting workflow; skill-auditor/SKILL.md (MedSkillAudit): Audit research skills in evidence insight, protocol design, data analysis and academic writing; generate3/5/7test inputs, structured reports and human-review artifacts.; https://github.com/aipoch/medical-research-skills: Search strategy, appraisal, synthesis, causal-design planning and power workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aipoch/medical-research-skills/blob/f5ef65b9bea79b6dd9553f52f95b0d08f7d64d26/scientific-skills/Evidence Insight/journal-skills/SKILL.md","https://raw.githubusercontent.com/aipoch/medical-research-skills/HEAD/skill-auditor/README.md","https://raw.githubusercontent.com/aipoch/medical-research-skills/main/skill-auditor/SKILL.md","https://raw.githubusercontent.com/aipoch/medical-research-skills/HEAD/README.md","https://github.com/aipoch/medical-research-skills"],"reviewGroup":"evidence-methods"}},{"name":"k-dense-ai/scientific-agent-skills — biopython","kind":"Research tool","category":"Biomedical & Bioinformatics","summary":"Reviewed components: skills/biopython/SKILL.md: Sequence manipulation, biological file parsing and programmatic NCBI/PubMed workflows.; skills/biopython/SKILL.md: Process biological sequences and retrieve biological records.; https://github.com/K-Dense-AI/scientific-agent-skills: Agent guidance for drug discovery, single-cell analysis, clinical research and literature workflows with domain tools. Additional reviewed component details are listed below.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"k-dense-ai/scientific-agent-skills","website":"GitHub","packages":"skills/biopython/SKILL.md","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["skills/biopython/SKILL.md: Sequence manipulation, biological file parsing and programmatic NCBI/PubMed workflows.","skills/biopython/SKILL.md: Process biological sequences and retrieve biological records.","https://github.com/K-Dense-AI/scientific-agent-skills: Agent guidance for drug discovery, single-cell analysis, clinical research and literature workflows with domain tools.","https://github.com/K-Dense-AI/scientific-agent-skills: Citation metadata workflow; DOI/BibTeX handling; scientific evidence-appraisal guidance"],"limitation":"biopython: Imported skill distinct from Biopython library; supporting scripts and library runtime not tested. biopython: Third-party skill metadata must not imply Biopython authored the wrapper; examples untested. https://github.com/K-Dense-AI/scientific-agent-skills: Collection-level packaging only; individual skills and dependencies differ, no blanket runtime or clinical validation. https://github.com/K-Dense-AI/scientific-agent-skills: Attribute only reviewed collection components. Guidance does not validate evidence automatically, and older copied pubmed-database/clinicaltrials-database paths are absent from the current retained tree. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/k-dense-ai/scientific-agent-skills","primarySourceURLs":["https://github.com/sickn33/agentic-awesome-skills/blob/3d343b9d71969848bbfebea47428fdb3cd18d496/skills/biopython/SKILL.md","https://github.com/phoroth/AGENTIC/blob/29cd62e80278eeac7dc39bd3716437cc25ecdc51/skills/biopython/SKILL.md","https://raw.githubusercontent.com/K-Dense-AI/scientific-agent-skills/main/README.md","https://github.com/K-Dense-AI/scientific-agent-skills"],"id":"RWE-0869","relevance":{"id":"RWE-0869","decision":"Core","rationale":"Retain the explicitly reviewed citation, PubMed and evidence-appraisal workflows; molecular sequence manipulation and unreviewed collection components are outside the core basis.","relevanceBasis":"skills/biopython/SKILL.md: Sequence manipulation, biological file parsing and programmatic NCBI/PubMed workflows.; skills/biopython/SKILL.md: Process biological sequences and retrieve biological records.; https://github.com/K-Dense-AI/scientific-agent-skills: Agent guidance for drug discovery, single-cell analysis, clinical research and literature workflows with domain tools.; https://github.com/K-Dense-AI/scientific-agent-skills: Citation metadata workflow; DOI/BibTeX handling; scientific evidence-appraisal guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sickn33/agentic-awesome-skills/blob/3d343b9d71969848bbfebea47428fdb3cd18d496/skills/biopython/SKILL.md","https://github.com/phoroth/AGENTIC/blob/29cd62e80278eeac7dc39bd3716437cc25ecdc51/skills/biopython/SKILL.md","https://raw.githubusercontent.com/K-Dense-AI/scientific-agent-skills/main/README.md","https://github.com/K-Dense-AI/scientific-agent-skills"],"reviewGroup":"mixed-evidence-molecular"}},{"name":"hideshi/scholarly-agent-skills — literature-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature-search skill queries configured OpenAlex/arXiv/Crossref/Semantic Scholar providers and maintains a literature matrix with contestation status.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hideshi/scholarly-agent-skills","website":"GitHub","packages":"skills/en/literature-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature-search skill queries configured OpenAlex/arXiv/Crossref/Semantic Scholar providers and maintains a literature matrix with contestation status."],"limitation":"Provider scripts/configuration required; search coverage and faction grouping do not establish systematic-review completeness.","url":"https://github.com/hideshi/scholarly-agent-skills","primarySourceURLs":["https://github.com/hideshi/scholarly-agent-skills/blob/3ef50b4c6a12240a768e7a70ef5b57f2906f10a1/skills/en/literature-search/SKILL.md"],"id":"RWE-0871","relevance":{"id":"RWE-0871","decision":"Core","rationale":"Retain the documented evidence function: Literature-search skill queries configured OpenAlex/arXiv/Crossref/Semantic Scholar providers and maintains a literature matrix with contestation status. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Literature-search skill queries configured OpenAlex/arXiv/Crossref/Semantic Scholar providers and maintains a literature matrix with contestation status.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hideshi/scholarly-agent-skills","https://github.com/hideshi/scholarly-agent-skills/blob/3ef50b4c6a12240a768e7a70ef5b57f2906f10a1/skills/en/literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"stsnaive/grados — grados","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"GRaDOS skill guides multi-database paper retrieval, DOI/full-text evidence checking and citation-grounded Chinese synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stsnaive/grados","website":"GitHub","packages":"skills/grados/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["GRaDOS skill guides multi-database paper retrieval, DOI/full-text evidence checking and citation-grounded Chinese synthesis."],"limitation":"Selected tool/workflow sections; access rights and source availability vary, generated synthesis requires claim checking.","url":"https://github.com/stsnaive/grados","primarySourceURLs":["https://github.com/STSNaive/GRaDOS/blob/a20bad439a1c429dc99cea59db61c6927ba49ab9/skills/grados/SKILL.md"],"id":"RWE-0872","relevance":{"id":"RWE-0872","decision":"Core","rationale":"Retain the documented evidence function: GRaDOS skill guides multi-database paper retrieval, DOI/full-text evidence checking and citation-grounded Chinese synthesis. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"GRaDOS skill guides multi-database paper retrieval, DOI/full-text evidence checking and citation-grounded Chinese synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/stsnaive/grados","https://github.com/STSNaive/GRaDOS/blob/a20bad439a1c429dc99cea59db61c6927ba49ab9/skills/grados/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"xjtulyc/awesome-rosetta-skills — systematic-review, topic-modeling-lit","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/00-universal/systematic-review/SKILL.md: Systematic-review skill provides PICO search, deduplication, screening and extraction/PRISMA workflow instructions.; skills/21-library-science/topic-modeling-lit/SKILL.md: Model scholarly abstract topics/trends with LDA/BERTopic and export visualizations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xjtulyc/awesome-rosetta-skills","website":"GitHub","packages":"skills/00-universal/systematic-review/SKILL.md; skills/21-library-science/topic-modeling-lit/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/00-universal/systematic-review/SKILL.md: Systematic-review skill provides PICO search, deduplication, screening and extraction/PRISMA workflow instructions.","skills/21-library-science/topic-modeling-lit/SKILL.md: Model scholarly abstract topics/trends with LDA/BERTopic and export visualizations."],"limitation":"systematic-review: Scope excludes its simplified automatic GRADE calculator; per-domain judgment, observational upgrading and full GRADE requirements need expert review. topic-modeling-lit: Model coherence not substantive validity; dataset/parameter choices and API access require validation.","url":"https://github.com/xjtulyc/awesome-rosetta-skills","primarySourceURLs":["https://github.com/wookat/ai-research-skills/blob/8fca0838e6387892417c1ec378a90c24224bcf56/skills/systematic-review/SKILL.md","https://github.com/xjtulyc/awesome-rosetta-skills/blob/6cffda43d7cd6c07c563e2f2e24a88a615bcf003/skills/00-universal/systematic-review/SKILL.md","https://github.com/xjtulyc/awesome-rosetta-skills/blob/6cffda43d7cd6c07c563e2f2e24a88a615bcf003/skills/21-library-science/topic-modeling-lit/SKILL.md"],"id":"RWE-0873","relevance":{"id":"RWE-0873","decision":"Core","rationale":"Retain the documented evidence function: Systematic-review question/search/screen/extraction workflow; no automatic GRADE or general topic-model validity approval. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Systematic-review question/search/screen/extraction workflow; no automatic GRADE or general topic-model validity approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xjtulyc/awesome-rosetta-skills","https://github.com/wookat/ai-research-skills/blob/8fca0838e6387892417c1ec378a90c24224bcf56/skills/systematic-review/SKILL.md","https://github.com/xjtulyc/awesome-rosetta-skills/blob/6cffda43d7cd6c07c563e2f2e24a88a615bcf003/skills/00-universal/systematic-review/SKILL.md","https://github.com/xjtulyc/awesome-rosetta-skills/blob/6cffda43d7cd6c07c563e2f2e24a88a615bcf003/skills/21-library-science/topic-modeling-lit/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"szaghi/mosaic — data","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"MOSAIC skill documents multi-source paper search, OA download, bibliography exports and local-library agent/RAG workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"szaghi/mosaic","website":"GitHub","packages":"mosaic/data/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["MOSAIC skill documents multi-source paper search, OA download, bibliography exports and local-library agent/RAG workflows."],"limitation":"Twenty-one-source claim is version-dependent; source rights, retrieval failures and generated comparisons need checking.","url":"https://github.com/szaghi/mosaic","primarySourceURLs":["https://github.com/szaghi/mosaic/blob/64b991927e5124c964a29f3103eb6b506c44e8d8/mosaic/data/SKILL.md"],"id":"RWE-0874","relevance":{"id":"RWE-0874","decision":"Core","rationale":"Retain the documented evidence function: MOSAIC skill documents multi-source paper search, OA download, bibliography exports and local-library agent/RAG workflows. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"MOSAIC skill documents multi-source paper search, OA download, bibliography exports and local-library agent/RAG workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/szaghi/mosaic","https://github.com/szaghi/mosaic/blob/64b991927e5124c964a29f3103eb6b506c44e8d8/mosaic/data/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"wanshuiyin/auto-claude-code-research-in-sleep — openalex","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/skills-codex/openalex/SKILL.md: OpenAlex skill routes to a configured fetcher for paper metadata, citation graph and affiliation/funding records.; skills/openalex/SKILL.md: Retrieve academic works, citations, affiliations and funding metadata.; https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep: Scholarly literature discovery, research planning and manuscript workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wanshuiyin/auto-claude-code-research-in-sleep","website":"GitHub","packages":"skills/skills-codex/openalex/SKILL.md; skills/openalex/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/skills-codex/openalex/SKILL.md: OpenAlex skill routes to a configured fetcher for paper metadata, citation graph and affiliation/funding records.","skills/openalex/SKILL.md: Retrieve academic works, citations, affiliations and funding metadata.","https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep: Scholarly literature discovery, research planning and manuscript workflow."],"limitation":"skills/skills-codex/openalex/SKILL.md: Fetcher integration contract required; source coverage and author/institution disambiguation limit conclusions. skills/openalex/SKILL.md: Source availability and script configuration; source comparison claims unverified. https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep: Only documented scholarly workflow scoped; no blanket approval of every skill or unattended experiment.","url":"https://github.com/wanshuiyin/auto-claude-code-research-in-sleep","primarySourceURLs":["https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/blob/0472e530251cdbd3364c33b110063c58f819edd7/skills/openalex/SKILL.md","https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/blob/0472e530251cdbd3364c33b110063c58f819edd7/skills/skills-codex/openalex/SKILL.md","https://raw.githubusercontent.com/wanshuiyin/Auto-claude-code-research-in-sleep/main/README.md","https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep"],"id":"RWE-0875","relevance":{"id":"RWE-0875","decision":"Core","rationale":"Retain only the documented evidence function: OpenAlex paper metadata and citations only; affiliation/funding administration and manuscript generation excluded. Coverage and validation limitations remain in force.","relevanceBasis":"OpenAlex paper metadata and citations only; affiliation/funding administration and manuscript generation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wanshuiyin/auto-claude-code-research-in-sleep","https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/blob/0472e530251cdbd3364c33b110063c58f819edd7/skills/openalex/SKILL.md","https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/blob/0472e530251cdbd3364c33b110063c58f819edd7/skills/skills-codex/openalex/SKILL.md","https://raw.githubusercontent.com/wanshuiyin/Auto-claude-code-research-in-sleep/main/README.md","https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"lingwei-zheng/codex-skills — academic-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic-research skill routes health-geography/GIScience literature, study planning and paper review to named workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lingwei-zheng/codex-skills","website":"GitHub","packages":"academic-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic-research skill routes health-geography/GIScience literature, study planning and paper review to named workflows."],"limitation":"Routing component only; downstream workflows/methods not broadly approved.","url":"https://github.com/lingwei-zheng/codex-skills","primarySourceURLs":["https://github.com/lingwei-zheng/codex-skills/blob/09a1f6ca699c0b19ada0cc37c37df591b29b9966/academic-research/SKILL.md"],"id":"RWE-0876","relevance":{"id":"RWE-0876","decision":"Core","rationale":"Retain the documented evidence function: Academic-research skill routes health-geography/GIScience literature, study planning and paper review to named workflows. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Academic-research skill routes health-geography/GIScience literature, study planning and paper review to named workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lingwei-zheng/codex-skills","https://github.com/lingwei-zheng/codex-skills/blob/09a1f6ca699c0b19ada0cc37c37df591b29b9966/academic-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"yoshimurahiroki/econ-project-mini — causal-inference-resources","kind":"Skill","category":"Causal Inference & Analytics","summary":"Causal-inference-resources indexes local methodological references for DiD, RDD, IV, matching and panel-design selection.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yoshimurahiroki/econ-project-mini","website":"GitHub","packages":".agents/skills/causal-inference-resources/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal-inference-resources indexes local methodological references for DiD, RDD, IV, matching and panel-design selection."],"limitation":"Reference navigation rather than effect estimation; local resource files required and assumptions remain analyst responsibility.","url":"https://github.com/yoshimurahiroki/econ-project-mini","primarySourceURLs":["https://github.com/yoshimurahiroki/econ-project-mini/blob/24383fdfd4fe63c0a2f711f1e31fbdcffd6cec8f/.agents/skills/causal-inference-resources/SKILL.md"],"id":"RWE-0877","relevance":{"id":"RWE-0877","decision":"Core","rationale":"Named DiD, RDD, IV, matching and panel-design methodological references support causal study planning without asserting estimation validity.","relevanceBasis":"Causal-inference-resources indexes local methodological references for DiD, RDD, IV, matching and panel-design selection.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yoshimurahiroki/econ-project-mini/blob/24383fdfd4fe63c0a2f711f1e31fbdcffd6cec8f/.agents/skills/causal-inference-resources/SKILL.md"],"reviewGroup":"causal-methods"}},{"name":"haiyichen001/reference-workbench-skill — reference-workbench","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Reference Workbench documents citation authenticity, metadata and claim-support auditing plus bibliography workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"haiyichen001/reference-workbench-skill","website":"GitHub","packages":".claude/skills/reference-workbench/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Reference Workbench documents citation authenticity, metadata and claim-support auditing plus bibliography workflows."],"limitation":"Selected workflow declarations; metadata existence is distinct from evidentiary support, file readers and sources must be available.","url":"https://github.com/haiyichen001/reference-workbench-skill","primarySourceURLs":["https://github.com/haiyichen001/reference-workbench-skill/blob/e08e883480f4e6af9bebc2c89a6750d1e3075601/.claude/skills/reference-workbench/SKILL.md"],"id":"RWE-0879","relevance":{"id":"RWE-0879","decision":"Core","rationale":"Retain the documented evidence function: Reference Workbench documents citation authenticity, metadata and claim-support auditing plus bibliography workflows. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Reference Workbench documents citation authenticity, metadata and claim-support auditing plus bibliography workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/haiyichen001/reference-workbench-skill","https://github.com/haiyichen001/reference-workbench-skill/blob/e08e883480f4e6af9bebc2c89a6750d1e3075601/.claude/skills/reference-workbench/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"tdupu/mathcity — search-scholar","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Mathcity search-scholar skill documents its scholar-mcp interface for Semantic Scholar metadata, abstracts and citation retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tdupu/mathcity","website":"GitHub","packages":"subdomains/proof-assist/skills/search-scholar/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Mathcity search-scholar skill documents its scholar-mcp interface for Semantic Scholar metadata, abstracts and citation retrieval."],"limitation":"Attribute to mathcity component; S2 API coverage and rate limits apply, not evidence-quality scoring.","url":"https://github.com/tdupu/mathcity","primarySourceURLs":["https://github.com/tdupu/mathcity/blob/33207a25b57f91e82fd668688c05e263785c06fa/subdomains/proof-assist/skills/search-scholar/SKILL.md"],"id":"RWE-0880","relevance":{"id":"RWE-0880","decision":"Core","rationale":"Retain the documented evidence function: Mathcity search-scholar skill documents its scholar-mcp interface for Semantic Scholar metadata, abstracts and citation retrieval. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Mathcity search-scholar skill documents its scholar-mcp interface for Semantic Scholar metadata, abstracts and citation retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tdupu/mathcity","https://github.com/tdupu/mathcity/blob/33207a25b57f91e82fd668688c05e263785c06fa/subdomains/proof-assist/skills/search-scholar/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"ed-2407/playground-workspace — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature-review instruction sets scope, multi-database search, screening, extraction and structured synthesis with search logs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ed-2407/playground-workspace","website":"GitHub","packages":".agents/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature-review instruction sets scope, multi-database search, screening, extraction and structured synthesis with search logs."],"limitation":"Short main instruction reviewed; no executable search or complete meta-analysis method supplied, PRISMA labels alone do not establish compliance.","url":"https://github.com/ed-2407/playground-workspace","primarySourceURLs":["https://github.com/ed-2407/playground-workspace/blob/43b9c9e1d6d1a242dc819ad749683fac4f32870e/.agents/skills/literature-review/SKILL.md"],"id":"RWE-0881","relevance":{"id":"RWE-0881","decision":"Core","rationale":"Retain the documented evidence function: Literature-review instruction sets scope, multi-database search, screening, extraction and structured synthesis with search logs. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Literature-review instruction sets scope, multi-database search, screening, extraction and structured synthesis with search logs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ed-2407/playground-workspace","https://github.com/ed-2407/playground-workspace/blob/43b9c9e1d6d1a242dc819ad749683fac4f32870e/.agents/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"stevenli11/rag — pubmed_evidence.SKILL","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"pubmed_evidence instruction defines question inputs, fallback query order and structured articles/context/reference outputs linked to Python module.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stevenli11/rag","website":"GitHub","packages":"rag_app/skills/skill_docs/pubmed_evidence.SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["pubmed_evidence instruction defines question inputs, fallback query order and structured articles/context/reference outputs linked to Python module."],"limitation":"Complete short instruction reviewed; fallback queries alter sensitivity and do not establish exhaustive retrieval.","url":"https://github.com/stevenli11/rag","primarySourceURLs":["https://github.com/stevenli11/RAG/blob/899e3991d447cb0675d82e7deebd3666f62cd4f6/rag_app/skills/skill_docs/pubmed_evidence.SKILL.md"],"id":"RWE-0882","relevance":{"id":"RWE-0882","decision":"Core","rationale":"Retain the documented evidence function: pubmed_evidence instruction defines question inputs, fallback query order and structured articles/context/reference outputs linked to Python module. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"pubmed_evidence instruction defines question inputs, fallback query order and structured articles/context/reference outputs linked to Python module.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/stevenli11/rag","https://github.com/stevenli11/RAG/blob/899e3991d447cb0675d82e7deebd3666f62cd4f6/rag_app/skills/skill_docs/pubmed_evidence.SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"huang-sh/deepscience — tooluniverse-diagnostic-test-evaluation","kind":"Skill","category":"RWE Data & Analytics","summary":"Diagnostic-test skill documents2x2 accuracy, ROC/AUC/Youden and Bayesian post-test probability tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"huang-sh/deepscience","website":"GitHub","packages":"packages/science/skills/research/tooluniverse-diagnostic-test-evaluation/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Diagnostic-test skill documents2x2 accuracy, ROC/AUC/Youden and Bayesian post-test probability tools."],"limitation":"Held-out cutoff validation and prevalence/spectrum caveats required; discrimination is not calibration, paired AUC comparison outside basic script.","url":"https://github.com/huang-sh/deepscience","primarySourceURLs":["https://github.com/huang-sh/DeepScience/blob/c5d33f01c6bed15188a021624e66357e20b3b512/packages/science/skills/research/tooluniverse-diagnostic-test-evaluation/SKILL.md"],"id":"RWE-0883","relevance":{"id":"RWE-0883","decision":"Core","rationale":"Diagnostic-test skill documents2x2 accuracy, ROC/AUC/Youden and Bayesian post-test probability tools. Diagnostic accuracy, ROC and post-test probability are explicit clinical epidemiology methods with prevalence and threshold caveats.","relevanceBasis":"Diagnostic-test skill documents2x2 accuracy, ROC/AUC/Youden and Bayesian post-test probability tools. Limits: Held-out cutoff validation and prevalence/spectrum caveats required; discrimination is not calibration, paired AUC comparison outside basic script.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/huang-sh/DeepScience/blob/c5d33f01c6bed15188a021624e66357e20b3b512/packages/science/skills/research/tooluniverse-diagnostic-test-evaluation/SKILL.md"],"reviewGroup":"diagnostic-method"}},{"name":"heliossoftware/hfs — work-with-sof","kind":"Skill","category":"Clinical Data & Interoperability","summary":"SQL-on-FHIR skill documents ViewDefinition processing, formats/parquet export and structural/syntactic validation behavior.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"heliossoftware/hfs","website":"GitHub","packages":".claude/skills/work-with-sof/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["SQL-on-FHIR skill documents ViewDefinition processing, formats/parquet export and structural/syntactic validation behavior."],"limitation":"Interoperability engineering guidance; structural checks do not establish semantic correctness or complete FHIR conformance.","url":"https://github.com/heliossoftware/hfs","primarySourceURLs":["https://github.com/HeliosSoftware/hfs/blob/c2d9f8f8c87402d26ea79644251f73012b6f9f52/.claude/skills/work-with-sof/SKILL.md"],"id":"RWE-0884","relevance":{"id":"RWE-0884","decision":"Core","rationale":"SQL-on-FHIR extraction and validation support usable clinical research data, with semantic correctness requiring separate review.","relevanceBasis":"SQL-on-FHIR skill documents ViewDefinition processing, formats/parquet export and structural/syntactic validation behavior.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/HeliosSoftware/hfs/blob/c2d9f8f8c87402d26ea79644251f73012b6f9f52/.claude/skills/work-with-sof/SKILL.md"],"reviewGroup":"clinical-interoperability"}},{"name":"gajulatarak/biodevplatform — root skill","kind":"Skill","category":"Trials & Study Design","summary":"BioDev platform instruction documents clinical-trial/ChEMBL/PubChem/OpenFDA adapter and pharmaceutical GraphRAG integration workflows.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gajulatarak/biodevplatform","website":"GitHub","packages":"SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["BioDev platform instruction documents clinical-trial/ChEMBL/PubChem/OpenFDA adapter and pharmaceutical GraphRAG integration workflows."],"limitation":"Selected source-adapter component only; platform deployment/GxP/ADMET claims not approved by this review.","url":"https://github.com/gajulatarak/biodevplatform","primarySourceURLs":["https://github.com/gajulatarak/BioDevPlatform/blob/af1f9d9d8c7c00063032d5020134fd465837969b/SKILL.md"],"id":"RWE-0885","relevance":{"id":"RWE-0885","decision":"Core","rationale":"The selected clinical-trial and openFDA source adapters directly support clinical research and safety discovery; chemical discovery and platform claims do not establish additional core scope.","relevanceBasis":"BioDev platform instruction documents clinical-trial/ChEMBL/PubChem/OpenFDA adapter and pharmaceutical GraphRAG integration workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gajulatarak/BioDevPlatform/blob/af1f9d9d8c7c00063032d5020134fd465837969b/SKILL.md"],"reviewGroup":"mixed-health-molecular"}},{"name":"enzohe36/ref_database — refine-outline","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"refine-outline iteratively retrieves PubMed abstracts and local Chroma evidence to strengthen research-outline sections.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"enzohe36/ref_database","website":"GitHub","packages":".claude/skills/refine-outline/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["refine-outline iteratively retrieves PubMed abstracts and local Chroma evidence to strengthen research-outline sections."],"limitation":"Abstract-focused iteration; full-text fact checking and termination are explicitly external responsibilities.","url":"https://github.com/enzohe36/ref_database","primarySourceURLs":["https://github.com/enzohe36/ref_database/blob/2901d064a189effda322508a62bb851fed7cf062/.claude/skills/refine-outline/SKILL.md"],"id":"RWE-0886","relevance":{"id":"RWE-0886","decision":"Core","rationale":"Retain the documented evidence function: refine-outline iteratively retrieves PubMed abstracts and local Chroma evidence to strengthen research-outline sections. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"refine-outline iteratively retrieves PubMed abstracts and local Chroma evidence to strengthen research-outline sections.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/enzohe36/ref_database","https://github.com/enzohe36/ref_database/blob/2901d064a189effda322508a62bb851fed7cf062/.claude/skills/refine-outline/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"alubiama/awesome-cognitive-skills — scientific-method-selector","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scientific-method-selector routes evidence questions to appraisal, literature or synthesis methods and explains selected evidence paths.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alubiama/awesome-cognitive-skills","website":"GitHub","packages":"skills/scientific-method-selector/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scientific-method-selector routes evidence questions to appraisal, literature or synthesis methods and explains selected evidence paths."],"limitation":"Method routing rather than full execution; downstream skills unreviewed and evidence quality not guaranteed.","url":"https://github.com/alubiama/awesome-cognitive-skills","primarySourceURLs":["https://github.com/Alubiama/awesome-cognitive-skills/blob/94e4326d59e349a93f5af70bece6d94db78da445/skills/scientific-method-selector/SKILL.md"],"id":"RWE-0887","relevance":{"id":"RWE-0887","decision":"Core","rationale":"Retain the documented evidence function: Scientific-method-selector routes evidence questions to appraisal, literature or synthesis methods and explains selected evidence paths. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Scientific-method-selector routes evidence questions to appraisal, literature or synthesis methods and explains selected evidence paths.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alubiama/awesome-cognitive-skills","https://github.com/Alubiama/awesome-cognitive-skills/blob/94e4326d59e349a93f5af70bece6d94db78da445/skills/scientific-method-selector/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"skillmedev/skills — causal-inference","kind":"Skill","category":"Causal Inference & Analytics","summary":"Causal-inference instruction organizes identification-strategy selection, confounder checks and falsification across RCT/DiD/RDD/IV/matching.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"skillmedev/skills","website":"GitHub","packages":"skills/causal-inference/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal-inference instruction organizes identification-strategy selection, confounder checks and falsification across RCT/DiD/RDD/IV/matching."],"limitation":"Assumption-strength hierarchy is heuristic; no design or estimator automatically proves causal identification.","url":"https://github.com/skillmedev/skills","primarySourceURLs":["https://github.com/SkillMedev/skills/blob/a28c4ce9366b5a8540577bed8f70b6a60f8fde27/skills/causal-inference/SKILL.md"],"id":"RWE-0888","relevance":{"id":"RWE-0888","decision":"Core","rationale":"Identification strategy, confounding and falsification planning are necessary causal research methods; heuristic hierarchy is not validation.","relevanceBasis":"Causal-inference instruction organizes identification-strategy selection, confounder checks and falsification across RCT/DiD/RDD/IV/matching.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/SkillMedev/skills/blob/a28c4ce9366b5a8540577bed8f70b6a60f8fde27/skills/causal-inference/SKILL.md"],"reviewGroup":"causal-methods"}},{"name":"linm1/skills — qc-clinical-programming","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Clinical-programming QC skill guides independent SDTM/ADaM/TLF checks, discrepancy review and sign-off evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"linm1/skills","website":"GitHub","packages":".github/skills/qc-clinical-programming/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Clinical-programming QC skill guides independent SDTM/ADaM/TLF checks, discrepancy review and sign-off evidence."],"limitation":"SAS-first workflow guidance; source standards, sponsor SOPs and independent implementation required, no certification claim.","url":"https://github.com/linm1/skills","primarySourceURLs":["https://github.com/linm1/SKILLS/blob/83755976c55d23b1cf311923de1e1d23f4160042/.github/skills/qc-clinical-programming/SKILL.md"],"id":"RWE-0889","relevance":{"id":"RWE-0889","decision":"Core","rationale":"Retain the documented evidence function: Clinical-programming QC skill guides independent SDTM/ADaM/TLF checks, discrepancy review and sign-off evidence. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Clinical-programming QC skill guides independent SDTM/ADaM/TLF checks, discrepancy review and sign-off evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/linm1/skills","https://github.com/linm1/SKILLS/blob/83755976c55d23b1cf311923de1e1d23f4160042/.github/skills/qc-clinical-programming/SKILL.md"],"reviewGroup":"Population/clinical data or explicit study/measurement method"}},{"name":"u9401066/pubmed-search-mcp — pubmed-export-citations, pubmed-quick-search","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Reviewed components: .claude/skills/pubmed-export-citations/SKILL.md: PMID and search-result citation export workflow; .claude/skills/pubmed-export-citations/SKILL.md: RIS, BibTeX, CSV and CSL output guidance; .claude/skills/pubmed-quick-search/SKILL.md: Multi-source scholarly query workflow Additional reviewed component details are listed below.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"u9401066/pubmed-search-mcp","website":"GitHub","packages":".claude/skills/pubmed-export-citations/SKILL.md; .claude/skills/pubmed-quick-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":[".claude/skills/pubmed-export-citations/SKILL.md: PMID and search-result citation export workflow",".claude/skills/pubmed-export-citations/SKILL.md: RIS, BibTeX, CSV and CSL output guidance",".claude/skills/pubmed-quick-search/SKILL.md: Multi-source scholarly query workflow",".claude/skills/pubmed-quick-search/SKILL.md: Documented search filters and query expansion",".claude/skills/pubmed-quick-search/SKILL.md: Partial-source error and replay audit guidance","https://github.com/u9401066/pubmed-search-mcp: Biomedical literature query and analysis tools."],"limitation":"pubmed-export-citations: Reference metadata and source access were not tested; export formatting does not verify that citations support a claim. pubmed-quick-search: Ranking and preprint flags are heuristics; quick-search results are not comprehensive evidence synthesis. MCP tools were not runtime-tested. https://github.com/u9401066/pubmed-search-mcp: Intelligent-analysis claims require source review; complete literature coverage not guaranteed. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/u9401066/pubmed-search-mcp","primarySourceURLs":["https://github.com/u9401066/pubmed-search-mcp/blob/7d8e5b65fde5c4e8114c7d508805806fe18f98a7/.claude/skills/pubmed-export-citations/SKILL.md","https://github.com/u9401066/pubmed-search-mcp/blob/7d8e5b65fde5c4e8114c7d508805806fe18f98a7/.claude/skills/pubmed-quick-search/SKILL.md","https://raw.githubusercontent.com/u9401066/pubmed-search-mcp/master/README.md","https://github.com/u9401066/pubmed-search-mcp"],"id":"RWE-0890","relevance":{"id":"RWE-0890","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: .claude/skills/pubmed-export-citations/SKILL.md: PMID and search-result citation export workflow; .claude/skills/pubmed-export-citations/SKILL.md: RIS, BibTeX, CSV and CSL output guidance; .claude/skills/pubmed-quick-search/SKILL.md: Multi-source scholarly query workflow Additional reviewed component details are listed below. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Reviewed components: .claude/skills/pubmed-export-citations/SKILL.md: PMID and search-result citation export workflow; .claude/skills/pubmed-export-citations/SKILL.md: RIS, BibTeX, CSV and CSL output guidance; .claude/skills/pubmed-quick-search/SKILL.md: Multi-source scholarly query workflow Additional reviewed component details are listed below.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/u9401066/pubmed-search-mcp","https://github.com/u9401066/pubmed-search-mcp/blob/7d8e5b65fde5c4e8114c7d508805806fe18f98a7/.claude/skills/pubmed-export-citations/SKILL.md","https://github.com/u9401066/pubmed-search-mcp/blob/7d8e5b65fde5c4e8114c7d508805806fe18f98a7/.claude/skills/pubmed-quick-search/SKILL.md","https://raw.githubusercontent.com/u9401066/pubmed-search-mcp/master/README.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"liujiarui0918/research-agent-stack — citation-verification","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Citation-verification skill separates source existence/metadata from claim support and records evidence locations and unresolved citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"liujiarui0918/research-agent-stack","website":"GitHub","packages":"config/skills/citation-verification/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Citation-verification skill separates source existence/metadata from claim support and records evidence locations and unresolved citations."],"limitation":"Complete short instruction reviewed; requires actual primary-source access, no guarantee of finding every unsupported claim.","url":"https://github.com/liujiarui0918/research-agent-stack","primarySourceURLs":["https://github.com/liujiarui0918/research-agent-stack/blob/c7a527398ad8cec1a9bb869601435853da4b7246/config/skills/citation-verification/SKILL.md"],"id":"RWE-0891","relevance":{"id":"RWE-0891","decision":"Core","rationale":"Retain the documented evidence function: Citation-verification skill separates source existence/metadata from claim support and records evidence locations and unresolved citations. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Citation-verification skill separates source existence/metadata from claim support and records evidence locations and unresolved citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/liujiarui0918/research-agent-stack","https://github.com/liujiarui0918/research-agent-stack/blob/c7a527398ad8cec1a9bb869601435853da4b7246/config/skills/citation-verification/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"googlecloudplatform/lifesciences — pico-search-strategy","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PICO/PECO query construction and PubMed/Europe PMC search logging with field tags and screening filters.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"googlecloudplatform/lifesciences","website":"GitHub","packages":"applications/pharma-on-gemini-enterprise/biocompass-on-gemini-enterprise/app/skills/pico-search-strategy/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PICO/PECO query construction and PubMed/Europe PMC search logging with field tags and screening filters."],"limitation":"Corpus changes preclude identical future hit counts; filters require librarian validation. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/googlecloudplatform/lifesciences","primarySourceURLs":["https://github.com/GoogleCloudPlatform/LifeSciences/blob/1029ff668b26f5fa23554b8c9f34601e5105c370/applications/pharma-on-gemini-enterprise/biocompass-on-gemini-enterprise/app/skills/pico-search-strategy/SKILL.md"],"id":"RWE-0893","relevance":{"id":"RWE-0893","decision":"Core","rationale":"Retain the documented evidence function: PICO/PECO query construction and PubMed/Europe PMC search logging with field tags and screening filters. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"PICO/PECO query construction and PubMed/Europe PMC search logging with field tags and screening filters.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/googlecloudplatform/lifesciences","https://github.com/GoogleCloudPlatform/LifeSciences/blob/1029ff668b26f5fa23554b8c9f34601e5105c370/applications/pharma-on-gemini-enterprise/biocompass-on-gemini-enterprise/app/skills/pico-search-strategy/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"jonasweinert/econagentskills — r-econometrics","kind":"Skill","category":"RWE Data & Analytics","summary":"R panel econometrics guidance with heterogeneous DiD, IV, RDD and clustered inference.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jonasweinert/econagentskills","website":"GitHub","packages":"_skills/analysis/r-econometrics/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["R panel econometrics guidance with heterogeneous DiD, IV, RDD and clustered inference."],"limitation":"Method assumptions and numerical implementations not independently validated; weak instrument thresholds are heuristics.","url":"https://github.com/jonasweinert/econagentskills","primarySourceURLs":["https://github.com/JonasWeinert/EconAgentSkills/blob/c1b8b1ef7ab59e6858fe3599a39d4732e5a76142/_skills/analysis/r-econometrics/SKILL.md"],"id":"RWE-0894","relevance":{"id":"RWE-0894","decision":"Core","rationale":"R panel econometrics guidance with heterogeneous DiD, IV, RDD and clustered inference. DiD, IV, RDD and clustered inference are identifiable causal/econometric methods transferable directly to outcomes research.","relevanceBasis":"R panel econometrics guidance with heterogeneous DiD, IV, RDD and clustered inference. Limits: Method assumptions and numerical implementations not independently validated; weak instrument thresholds are heuristics.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/JonasWeinert/EconAgentSkills/blob/c1b8b1ef7ab59e6858fe3599a39d4732e5a76142/_skills/analysis/r-econometrics/SKILL.md"],"reviewGroup":"causal-method"}},{"name":"mdbabumiamssm/ai-agentic-skills-by-dr.-mia — PrecisionGroundedVariantSummarization_Agent, RareNeoplasmRwdLlmExtraction_Agent","kind":"Skill collection","category":"Biomedical & Bioinformatics","summary":"Reviewed components: Skills/Genomics/PrecisionGroundedVariantSummarization_Agent/SKILL.md: Variant evidence summarization grounded in database provenance and conflicting assertions.; Skills/Oncology/RareNeoplasmRwdLlmExtraction_Agent/SKILL.md: Rare-neoplasm registry extraction schema and provenance planning; Skills/Oncology/RareNeoplasmRwdLlmExtraction_Agent/SKILL.md: Temporal normalization and conflict/adjudication queue guidance","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mdbabumiamssm/ai-agentic-skills-by-dr.-mia","website":"GitHub","packages":"Skills/Genomics/PrecisionGroundedVariantSummarization_Agent/SKILL.md; Skills/Oncology/RareNeoplasmRwdLlmExtraction_Agent/SKILL.md","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Skills/Genomics/PrecisionGroundedVariantSummarization_Agent/SKILL.md: Variant evidence summarization grounded in database provenance and conflicting assertions.","Skills/Oncology/RareNeoplasmRwdLlmExtraction_Agent/SKILL.md: Rare-neoplasm registry extraction schema and provenance planning","Skills/Oncology/RareNeoplasmRwdLlmExtraction_Agent/SKILL.md: Temporal normalization and conflict/adjudication queue guidance"],"limitation":"PrecisionGroundedVariantSummarization_Agent: Not full ACMG classification or clinical interpretation; copyright does not establish reusable license. RareNeoplasmRwdLlmExtraction_Agent: Only extraction-contract and provenance guidance reviewed; no model accuracy, 15-minute performance or cited-study result independently validated. Other discovered, held or excluded components are outside this approval. Excluded from approval — clinical-trial-matcher: The instruction calls an unidentified trials_vector_db and filters phase != Terminated, conflating trial phase with recruitment status. A verified patient-to-trial matching capability is not established. Excluded from approval — drug-interaction-checker: The referenced implementation in this repository is the same fixed four-pair mock checker as the related original and otherwise returns Safe. No clinical interaction database is established. Excluded from approval — fhir-development: Short FHIR skill only points to coworker.py, with no substantive tool/workflow contract. Excluded from approval — ai-safety-auditor: Clinical AI auditor claims 100% violation detection without established validated method. Excluded from approval — immune-checkpoint-combination-agent: ICI combination predictor names ML/synergy scoring without model/data contract and targets individual treatment selection.","url":"https://github.com/mdbabumiamssm/ai-agentic-skills-by-dr.-mia","primarySourceURLs":["https://github.com/mdbabumiamssm/AI-Agentic-Skills-by-Dr.-Mia/blob/f38b5163fa035ce7be569ccc6fa7b0f5e54dcb6f/Skills/Genomics/PrecisionGroundedVariantSummarization_Agent/SKILL.md","https://github.com/mdbabumiamssm/AI-Agentic-Skills-by-Dr.-Mia/blob/f38b5163fa035ce7be569ccc6fa7b0f5e54dcb6f/Skills/Oncology/RareNeoplasmRwdLlmExtraction_Agent/SKILL.md"],"id":"RWE-0895","relevance":{"id":"RWE-0895","decision":"Core","rationale":"Rare-neoplasm registry extraction, temporal normalization and adjudication planning directly support real-world clinical data; molecular summarization alone is not the core basis.","relevanceBasis":"Skills/Genomics/PrecisionGroundedVariantSummarization_Agent/SKILL.md: Variant evidence summarization grounded in database provenance and conflicting assertions.; Skills/Oncology/RareNeoplasmRwdLlmExtraction_Agent/SKILL.md: Rare-neoplasm registry extraction schema and provenance planning; Skills/Oncology/RareNeoplasmRwdLlmExtraction_Agent/SKILL.md: Temporal normalization and conflict/adjudication queue guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mdbabumiamssm/AI-Agentic-Skills-by-Dr.-Mia/blob/f38b5163fa035ce7be569ccc6fa7b0f5e54dcb6f/Skills/Genomics/PrecisionGroundedVariantSummarization_Agent/SKILL.md","https://github.com/mdbabumiamssm/AI-Agentic-Skills-by-Dr.-Mia/blob/f38b5163fa035ce7be569ccc6fa7b0f5e54dcb6f/Skills/Oncology/RareNeoplasmRwdLlmExtraction_Agent/SKILL.md"],"reviewGroup":"clinical-registry-extraction"}},{"name":"tianyi-billy-ma/pytemplate — arxiv-search","kind":"Skill","category":"RWE Data & Analytics","summary":"arXiv query script contract returns relevance-sorted titles and abstracts with configurable result count.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tianyi-billy-ma/pytemplate","website":"GitHub","packages":".dev/ai/skills/skills/arxiv-search/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["arXiv query script contract returns relevance-sorted titles and abstracts with configurable result count."],"limitation":"Preprints may not be peer reviewed; script not executed.","url":"https://github.com/tianyi-billy-ma/pytemplate","primarySourceURLs":["https://github.com/Tianyi-Billy-Ma/PyTemplate/blob/5de576f875ed727fa8f8ebe262f9137d8f77ad85/.dev/ai/skills/skills/arxiv-search/SKILL.md"],"id":"RWE-0896","relevance":{"id":"RWE-0896","decision":"Core","rationale":"arXiv query script contract returns relevance-sorted titles and abstracts with configurable result count. ArXiv metadata retrieval directly supports scholarly evidence discovery, with preprint and runtime limits.","relevanceBasis":"arXiv query script contract returns relevance-sorted titles and abstracts with configurable result count. Limits: Preprints may not be peer reviewed; script not executed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Tianyi-Billy-Ma/PyTemplate/blob/5de576f875ed727fa8f8ebe262f9137d8f77ad85/.dev/ai/skills/skills/arxiv-search/SKILL.md"],"reviewGroup":"scholarly-retrieval"}},{"name":"nealriley/network-theory-skill — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Network science reference workflow includes epidemic SIR/SIS reasoning and measurement guidance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nealriley/network-theory-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Network science reference workflow includes epidemic SIR/SIS reasoning and measurement guidance."],"limitation":"Explicitly conceptual guidance, not executable analysis or validated epidemiologic estimates.","url":"https://github.com/nealriley/network-theory-skill","primarySourceURLs":["https://github.com/nealriley/network-theory-skill/blob/7d5d175973176f940c6b6c6f09a4e0e130ea477e/SKILL.md"],"id":"RWE-0897","relevance":{"id":"RWE-0897","decision":"Core","rationale":"Network science reference workflow includes epidemic SIR/SIS reasoning and measurement guidance. Explicit epidemic SIR/SIS reasoning establishes epidemiologic modeling relevance despite conceptual-only evidence.","relevanceBasis":"Network science reference workflow includes epidemic SIR/SIS reasoning and measurement guidance. Limits: Explicitly conceptual guidance, not executable analysis or validated epidemiologic estimates.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nealriley/network-theory-skill/blob/7d5d175973176f940c6b6c6f09a4e0e130ea477e/SKILL.md"],"reviewGroup":"epidemiologic-method"}},{"name":"theviziusgroup/vibe-engineering-skills — research-methodology","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Research methods guidance covers PICO, study planning, literature search and qualitative coding.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"theviziusgroup/vibe-engineering-skills","website":"GitHub","packages":"plugins/engineering-process/skills/research-methodology/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research methods guidance covers PICO, study planning, literature search and qualitative coding."],"limitation":"Broad reference workflow; method implementation and ethics review not supplied by the instructions.","url":"https://github.com/theviziusgroup/vibe-engineering-skills","primarySourceURLs":["https://github.com/TheViziusGroup/vibe-engineering-skills/blob/7e16b827979544ee942780b5d0684e405b970bc1/plugins/engineering-process/skills/research-methodology/SKILL.md"],"id":"RWE-0898","relevance":{"id":"RWE-0898","decision":"Core","rationale":"Retain the documented evidence function: Research methods guidance covers PICO, study planning, literature search and qualitative coding. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Research methods guidance covers PICO, study planning, literature search and qualitative coding.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/theviziusgroup/vibe-engineering-skills","https://github.com/TheViziusGroup/vibe-engineering-skills/blob/7e16b827979544ee942780b5d0684e405b970bc1/plugins/engineering-process/skills/research-methodology/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"pranavnagrecha/awesomesalesforceskills — health-cloud-apis","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Salesforce Health Cloud and FHIR R4 API interoperability instructions document resources and bundles.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pranavnagrecha/awesomesalesforceskills","website":"GitHub","packages":"skills/apex/health-cloud-apis/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Salesforce Health Cloud and FHIR R4 API interoperability instructions document resources and bundles."],"limitation":"Version-specific platform access required; structural interoperability is not clinical validation. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/pranavnagrecha/awesomesalesforceskills","primarySourceURLs":["https://github.com/PranavNagrecha/AwesomeSalesforceSkills/blob/4af2a2ccdaf10f9271745d5ede28ccafd905018e/skills/apex/health-cloud-apis/SKILL.md"],"id":"RWE-0899","relevance":{"id":"RWE-0899","decision":"Core","rationale":"Health Cloud/FHIR resource and bundle integration supports structured clinical-data access, without implying clinical validity.","relevanceBasis":"Salesforce Health Cloud and FHIR R4 API interoperability instructions document resources and bundles.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/PranavNagrecha/AwesomeSalesforceSkills/blob/4af2a2ccdaf10f9271745d5ede28ccafd905018e/skills/apex/health-cloud-apis/SKILL.md"],"reviewGroup":"clinical-interoperability"}},{"name":"jeff8384/hermes-knhanes-pipeline — peer-review","kind":"Skill","category":"Causal Inference & Analytics","summary":"KNHANES manuscript review rubric checks survey weights, causal limitations, multiplicity and narrative findings.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jeff8384/hermes-knhanes-pipeline","website":"GitHub","packages":"skills/research/peer-review/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["KNHANES manuscript review rubric checks survey weights, causal limitations, multiplicity and narrative findings."],"limitation":"Subjective rubric scores are not validated quality measurements; cross-sectional causal claims remain limited.","url":"https://github.com/jeff8384/hermes-knhanes-pipeline","primarySourceURLs":["https://github.com/jeff8384/hermes-knhanes-pipeline/blob/8325edad8b738b52efba0ee503faaa6c8e068616/skills/research/peer-review/SKILL.md"],"id":"RWE-0900","relevance":{"id":"RWE-0900","decision":"Core","rationale":"Survey-weight, multiplicity and cross-sectional causal checks explicitly target KNHANES epidemiologic research.","relevanceBasis":"KNHANES manuscript review rubric checks survey weights, causal limitations, multiplicity and narrative findings.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jeff8384/hermes-knhanes-pipeline/blob/8325edad8b738b52efba0ee503faaa6c8e068616/skills/research/peer-review/SKILL.md"],"reviewGroup":"epidemiology-appraisal"}},{"name":"aehrc/sof-mssql — sql-on-fhir","kind":"Skill","category":"Clinical Data & Interoperability","summary":"SQL on FHIR ViewDefinition guidance covers FHIRPath, joins, repeat and SQL query/view operations.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aehrc/sof-mssql","website":"GitHub","packages":".agents/skills/sql-on-fhir/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["SQL on FHIR ViewDefinition guidance covers FHIRPath, joins, repeat and SQL query/view operations."],"limitation":"FHIR structural extraction only; deployment and clinical semantics not tested.","url":"https://github.com/aehrc/sof-mssql","primarySourceURLs":["https://github.com/aehrc/sof-mssql/blob/263bca22cd39174306838838b5cef02ffe2af2c9/.agents/skills/sql-on-fhir/SKILL.md"],"id":"RWE-0901","relevance":{"id":"RWE-0901","decision":"Core","rationale":"FHIR-to-SQL views support extraction of clinical records for analysis; structural mapping does not validate interpretation.","relevanceBasis":"SQL on FHIR ViewDefinition guidance covers FHIRPath, joins, repeat and SQL query/view operations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aehrc/sof-mssql/blob/263bca22cd39174306838838b5cef02ffe2af2c9/.agents/skills/sql-on-fhir/SKILL.md"],"reviewGroup":"clinical-interoperability"}},{"name":"rsingla92/scientificduediligence — medtech","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Medical technology due diligence workflow links PubMed, clinical trials and financial evidence sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rsingla92/scientificduediligence","website":"GitHub","packages":"medtech/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medical technology due diligence workflow links PubMed, clinical trials and financial evidence sources."],"limitation":"Conditional source configuration and analyst review required; not regulatory or clinical validation.","url":"https://github.com/rsingla92/scientificduediligence","primarySourceURLs":["https://github.com/rsingla92/scientificduediligence/blob/cfda02f6c27b4084df2c4fd99597f2d67e21d9aa/medtech/SKILL.md"],"id":"RWE-0902","relevance":{"id":"RWE-0902","decision":"Core","rationale":"Retain the documented evidence function: PubMed/clinical-trial evidence retrieval and appraisal only; financial/commercial due diligence excluded. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"PubMed/clinical-trial evidence retrieval and appraisal only; financial/commercial due diligence excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rsingla92/scientificduediligence","https://github.com/rsingla92/scientificduediligence/blob/cfda02f6c27b4084df2c4fd99597f2d67e21d9aa/medtech/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"bharathrajp14/jarvis — clinical-research","kind":"Skill","category":"Trials & Study Design","summary":"Clinical study design instructions specify endpoint selection, two-arm sample size and feasibility tools.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bharathrajp14/jarvis","website":"GitHub","packages":"src/brjarvis/skills/library/research-ops/skills/clinical-research/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Clinical study design instructions specify endpoint selection, two-arm sample size and feasibility tools."],"limitation":"Closed-form normal-approximation estimates and heuristic phase gates require named statistical and regulatory review. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/bharathrajp14/jarvis","primarySourceURLs":["https://github.com/bharathrajp14/jarvis/blob/8171a6c3e44156fd044909f488c90b0eeb5e708c/src/brjarvis/skills/library/research-ops/skills/clinical-research/SKILL.md"],"id":"RWE-0903","relevance":{"id":"RWE-0903","decision":"Core","rationale":"Clinical endpoint, sample-size and feasibility planning are directly relevant study-design functions, subject to stated approximation limits.","relevanceBasis":"Clinical study design instructions specify endpoint selection, two-arm sample size and feasibility tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bharathrajp14/jarvis/blob/8171a6c3e44156fd044909f488c90b0eeb5e708c/src/brjarvis/skills/library/research-ops/skills/clinical-research/SKILL.md"],"reviewGroup":"clinical-study-design"}},{"name":"sheshiyer/skill-clusters — scientific-thinking-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature-review guidance structures search, screening, synthesis and evidence logging.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sheshiyer/skill-clusters","website":"GitHub","packages":"skills/scientific-thinking-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature-review guidance structures search, screening, synthesis and evidence logging."],"limitation":"Instruction-level workflow; no independently validated retrieval completeness or synthesis engine.","url":"https://github.com/sheshiyer/skill-clusters","primarySourceURLs":["https://github.com/Sheshiyer/skill-clusters/blob/a398fcf29d789a0525268e3cace7bc4f5c55cb82/skills/scientific-thinking-literature-review/SKILL.md"],"id":"RWE-0904","relevance":{"id":"RWE-0904","decision":"Core","rationale":"Retain the documented evidence function: Literature-review guidance structures search, screening, synthesis and evidence logging. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Literature-review guidance structures search, screening, synthesis and evidence logging.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sheshiyer/skill-clusters","https://github.com/Sheshiyer/skill-clusters/blob/a398fcf29d789a0525268e3cace7bc4f5c55cb82/skills/scientific-thinking-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"ndpvt-web/arxiv-claude-skills — on-use-support-conduction","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Systematic mapping workflow structures supplied-paper extraction with human verification and JSON fields.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ndpvt-web/arxiv-claude-skills","website":"GitHub","packages":"skills/on-use-support-conduction/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Systematic mapping workflow structures supplied-paper extraction with human verification and JSON fields."],"limitation":"Uses supplied evidence; reported methodological claims are not independently benchmarked. Other discovered, held or excluded components are outside this approval. Excluded from approval — github:ndpvt-web/arxiv-claude-skills: Bulk arXiv-derived skill collection advertises 651 techniques without component provenance/implementation review.","url":"https://github.com/ndpvt-web/arxiv-claude-skills","primarySourceURLs":["https://github.com/ndpvt-web/arxiv-claude-skills/blob/2b072f838cf0d532ea6a2d779433d32d7f05b93c/skills/on-use-support-conduction/SKILL.md"],"id":"RWE-0906","relevance":{"id":"RWE-0906","decision":"Core","rationale":"Retain the documented evidence function: Systematic mapping workflow structures supplied-paper extraction with human verification and JSON fields. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Systematic mapping workflow structures supplied-paper extraction with human verification and JSON fields.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ndpvt-web/arxiv-claude-skills","https://github.com/ndpvt-web/arxiv-claude-skills/blob/2b072f838cf0d532ea6a2d779433d32d7f05b93c/skills/on-use-support-conduction/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"s3644/academic-copilot-skills — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic literature search and screening workflow with structured methods and citation extraction.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"s3644/academic-copilot-skills","website":"GitHub","packages":".github/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic literature search and screening workflow with structured methods and citation extraction."],"limitation":"Heuristic evidence tiers are not validated risk-of-bias or GRADE assessments; external search dependencies required.","url":"https://github.com/s3644/academic-copilot-skills","primarySourceURLs":["https://github.com/s3644/academic-copilot-skills/blob/8b9083b054d3434c694fac6e84db389b156cccf2/.github/skills/literature-review/SKILL.md"],"id":"RWE-0907","relevance":{"id":"RWE-0907","decision":"Core","rationale":"Retain the documented evidence function: Academic literature search and screening workflow with structured methods and citation extraction. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Academic literature search and screening workflow with structured methods and citation extraction.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/s3644/academic-copilot-skills","https://github.com/s3644/academic-copilot-skills/blob/8b9083b054d3434c694fac6e84db389b156cccf2/.github/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"vambrocop/evidenceforge — evidence-synthesis-forge","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Evidence synthesis orchestration specifies protocol, eligibility, screening, coding and effect-size planning.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vambrocop/evidenceforge","website":"GitHub","packages":"skills/evidence-synthesis-forge/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Evidence synthesis orchestration specifies protocol, eligibility, screening, coding and effect-size planning."],"limitation":"Instruction workflow distinguishes reporting from conduct guidance; no pooled-effect validation performed.","url":"https://github.com/vambrocop/evidenceforge","primarySourceURLs":["https://github.com/Vambrocop/EvidenceForge/blob/6d3014f7aface65cae7c0cc8c8a75013b33b1a55/skills/evidence-synthesis-forge/SKILL.md"],"id":"RWE-0908","relevance":{"id":"RWE-0908","decision":"Core","rationale":"Retain the documented evidence function: Evidence synthesis orchestration specifies protocol, eligibility, screening, coding and effect-size planning. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Evidence synthesis orchestration specifies protocol, eligibility, screening, coding and effect-size planning.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vambrocop/evidenceforge","https://github.com/Vambrocop/EvidenceForge/blob/6d3014f7aface65cae7c0cc8c8a75013b33b1a55/skills/evidence-synthesis-forge/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"r-ruser/epi-skill — epi-skill","kind":"Skill","category":"Causal Inference & Analytics","summary":"Epidemiology skill routes claim type to design, causal or prediction analysis, sensitivity and missing-data reporting.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"r-ruser/epi-skill","website":"GitHub","packages":"epi-skill/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Epidemiology skill routes claim type to design, causal or prediction analysis, sensitivity and missing-data reporting."],"limitation":"Method selection guidance only; assumptions and numerical analysis require domain review.","url":"https://github.com/r-ruser/epi-skill","primarySourceURLs":["https://github.com/r-ruser/epi-skill/blob/86b8e8327bd1e04a599c2c603b22610e1328f3a3/epi-skill/SKILL.md"],"id":"RWE-0911","relevance":{"id":"RWE-0911","decision":"Core","rationale":"Explicit epidemiologic design, sensitivity and missing-data reporting workflows directly support outcomes research.","relevanceBasis":"Epidemiology skill routes claim type to design, causal or prediction analysis, sensitivity and missing-data reporting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/r-ruser/epi-skill/blob/86b8e8327bd1e04a599c2c603b22610e1328f3a3/epi-skill/SKILL.md"],"reviewGroup":"epidemiology-methods"}},{"name":"sulfierry/mcp — fda-database","kind":"Skill","category":"Pharmacovigilance & safety","summary":"openFDA query instructions cover adverse-event reports, drug labels and recalls.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sulfierry/mcp","website":"GitHub","packages":"skills/fda-database/SKILL.md","workflowFit":["Pharmacovigilance & safety"],"capabilities":["openFDA query instructions cover adverse-event reports, drug labels and recalls."],"limitation":"Spontaneous reports cannot estimate incidence or establish causality; documented API quotas are version-specific.","url":"https://github.com/sulfierry/mcp","primarySourceURLs":["https://github.com/sulfierry/mcp/blob/d2f328fcccf3c8d7b2e2a577590278e1deab8fee/skills/fda-database/SKILL.md"],"id":"RWE-0912","relevance":{"id":"RWE-0912","decision":"Core","rationale":"Adverse-event report, label and recall retrieval directly supports pharmacovigilance; reports do not establish causal incidence.","relevanceBasis":"openFDA query instructions cover adverse-event reports, drug labels and recalls.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sulfierry/mcp/blob/d2f328fcccf3c8d7b2e2a577590278e1deab8fee/skills/fda-database/SKILL.md"],"reviewGroup":"pharmacovigilance"}},{"name":"masa061580/pubmed-skill — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed E-utilities retrieval and related-paper workflow using web fetching.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"masa061580/pubmed-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed E-utilities retrieval and related-paper workflow using web fetching."],"limitation":"Description says MCP but body uses direct APIs; full text limited by availability and rights.","url":"https://github.com/masa061580/pubmed-skill","primarySourceURLs":["https://github.com/masa061580/pubmed-skill/blob/baedd51e6c148fb7f387922db0e706fb22e70d8a/SKILL.md"],"id":"RWE-0913","relevance":{"id":"RWE-0913","decision":"Core","rationale":"Retain the documented evidence function: PubMed E-utilities retrieval and related-paper workflow using web fetching. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"PubMed E-utilities retrieval and related-paper workflow using web fetching.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/masa061580/pubmed-skill","https://github.com/masa061580/pubmed-skill/blob/baedd51e6c148fb7f387922db0e706fb22e70d8a/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"asgard-ai-platform/skills — med-health","kind":"Skill","category":"RWE Data & Analytics","summary":"Health research communication workflow translates study evidence with absolute risk, baseline and evidence hierarchy checks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"asgard-ai-platform/skills","website":"GitHub","packages":"med-health/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Health research communication workflow translates study evidence with absolute risk, baseline and evidence hierarchy checks."],"limitation":"Journalistic synthesis guidance, not independent study appraisal or patient advice.","url":"https://github.com/asgard-ai-platform/skills","primarySourceURLs":["https://github.com/asgard-ai-platform/skills/blob/4e7f4f8e389847757a5a4236c2f1ed9813359179/med-health/SKILL.md"],"id":"RWE-0914","relevance":{"id":"RWE-0914","decision":"Core","rationale":"Health research communication workflow translates study evidence with absolute risk, baseline and evidence hierarchy checks. Study-based health communication with absolute-risk and baseline checks supports interpretation of health evidence.","relevanceBasis":"Health research communication workflow translates study evidence with absolute risk, baseline and evidence hierarchy checks. Limits: Journalistic synthesis guidance, not independent study appraisal or patient advice.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/asgard-ai-platform/skills/blob/4e7f4f8e389847757a5a4236c2f1ed9813359179/med-health/SKILL.md"],"reviewGroup":"health-evidence"}},{"name":"sajor2000/ce-datascience — ce-prereg, ce-statistical-analysis-plan, ce-evidence-map","kind":"Skill collection","category":"Causal Inference & Analytics","summary":"Reviewed components: plugins/ce-datascience/skills/ce-prereg/SKILL.md: Preregistration generator maps statistical analysis plans to OSF, ClinicalTrials.gov and PROSPERO fields.; plugins/ce-datascience/skills/ce-statistical-analysis-plan/SKILL.md: Clinical SAP claims-to-datasets specification; plugins/ce-datascience/skills/ce-statistical-analysis-plan/SKILL.md: Estimand, temporal definition and diagnostic planning checklist Additional reviewed component details are listed below.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sajor2000/ce-datascience","website":"GitHub","packages":"plugins/ce-datascience/skills/ce-prereg/SKILL.md; plugins/ce-datascience/skills/ce-statistical-analysis-plan/SKILL.md; plugins/ce-datascience/skills/ce-evidence-map/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["plugins/ce-datascience/skills/ce-prereg/SKILL.md: Preregistration generator maps statistical analysis plans to OSF, ClinicalTrials.gov and PROSPERO fields.","plugins/ce-datascience/skills/ce-statistical-analysis-plan/SKILL.md: Clinical SAP claims-to-datasets specification","plugins/ce-datascience/skills/ce-statistical-analysis-plan/SKILL.md: Estimand, temporal definition and diagnostic planning checklist","plugins/ce-datascience/skills/ce-evidence-map/SKILL.md: Build claim-to-record evidence maps for study plans and effect-size justification."],"limitation":"ce-prereg: Draft structured content only; registry submission and design adequacy require review. ce-statistical-analysis-plan: Planning guidance only; it does not choose or validate study-specific causal or statistical methods. ce-evidence-map: Paperclip optional; does not pool effects or finalize analysis plan without data QA.","url":"https://github.com/sajor2000/ce-datascience","primarySourceURLs":["https://github.com/sajor2000/ce-datascience/blob/17d78734d057fe870669323d446d6c06aabf95b6/plugins/ce-datascience/skills/ce-prereg/SKILL.md","https://github.com/sajor2000/ce-datascience/blob/17d78734d057fe870669323d446d6c06aabf95b6/plugins/ce-datascience/skills/ce-statistical-analysis-plan/SKILL.md","https://github.com/sajor2000/ce-datascience/blob/17d78734d057fe870669323d446d6c06aabf95b6/plugins/ce-datascience/skills/ce-evidence-map/SKILL.md"],"id":"RWE-0915","relevance":{"id":"RWE-0915","decision":"Core","rationale":"Clinical SAP, estimand, preregistration and claim-to-record evidence planning directly support transparent clinical research.","relevanceBasis":"plugins/ce-datascience/skills/ce-prereg/SKILL.md: Preregistration generator maps statistical analysis plans to OSF, ClinicalTrials.gov and PROSPERO fields.; plugins/ce-datascience/skills/ce-statistical-analysis-plan/SKILL.md: Clinical SAP claims-to-datasets specification; plugins/ce-datascience/skills/ce-statistical-analysis-plan/SKILL.md: Estimand, temporal definition and diagnostic planning checklist; plugins/ce-datascience/skills/ce-evidence-map/SKILL.md: Build claim-to-record evidence maps for study plans and effect-size justification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sajor2000/ce-datascience/blob/17d78734d057fe870669323d446d6c06aabf95b6/plugins/ce-datascience/skills/ce-prereg/SKILL.md","https://github.com/sajor2000/ce-datascience/blob/17d78734d057fe870669323d446d6c06aabf95b6/plugins/ce-datascience/skills/ce-statistical-analysis-plan/SKILL.md","https://github.com/sajor2000/ce-datascience/blob/17d78734d057fe870669323d446d6c06aabf95b6/plugins/ce-datascience/skills/ce-evidence-map/SKILL.md"],"reviewGroup":"clinical-study-design"}},{"name":"brightgold70/skills — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature workflow specifies search strategy, screening and structured evidence synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"brightgold70/skills","website":"GitHub","packages":"literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature workflow specifies search strategy, screening and structured evidence synthesis."],"limitation":"Instructions only; no completeness or meta-analysis implementation established.","url":"https://github.com/brightgold70/skills","primarySourceURLs":["https://github.com/BrightGold70/skills/blob/93d3c6988a51a866413d20c63d0beccddf6ddd92/literature-review/SKILL.md"],"id":"RWE-0916","relevance":{"id":"RWE-0916","decision":"Core","rationale":"Retain the documented evidence function: Literature workflow specifies search strategy, screening and structured evidence synthesis. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Literature workflow specifies search strategy, screening and structured evidence synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/brightgold70/skills","https://github.com/BrightGold70/skills/blob/93d3c6988a51a866413d20c63d0beccddf6ddd92/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"richardkaplan/bookends-research-skill — bookends-research-skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Bookends research workflow assembles verified identifiers, accessible full text, persistent highlights and page-linked reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"richardkaplan/bookends-research-skill","website":"GitHub","packages":"plugins/bookends-research-skill/skills/bookends-research-skill/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Bookends research workflow assembles verified identifiers, accessible full text, persistent highlights and page-linked reports."],"limitation":"Large instruction package reviewed in selected workflow sections; requires Bookends and external retrieval services; page evidence must be checked.","url":"https://github.com/richardkaplan/bookends-research-skill","primarySourceURLs":["https://github.com/richardkaplan/bookends-research-skill/blob/8482e38b3cc21687e61f82a3a391e6b52682f533/plugins/bookends-research-skill/skills/bookends-research-skill/SKILL.md"],"id":"RWE-0917","relevance":{"id":"RWE-0917","decision":"Core","rationale":"Bookends research workflow assembles verified identifiers, accessible full text, persistent highlights and page-linked reports. Identifier verification, full text, highlights and page-linked reports directly organize scholarly evidence.","relevanceBasis":"Bookends research workflow assembles verified identifiers, accessible full text, persistent highlights and page-linked reports. Limits: Large instruction package reviewed in selected workflow sections; requires Bookends and external retrieval services; page evidence must be checked.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/richardkaplan/bookends-research-skill/blob/8482e38b3cc21687e61f82a3a391e6b52682f533/plugins/bookends-research-skill/skills/bookends-research-skill/SKILL.md"],"reviewGroup":"scholarly-retrieval"}},{"name":"kesslerio/academic-deep-research-clawhub-skill — academic-deep-research-1-0-0","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic deep research instruction workflow has thematic search iterations, methodology logs and citation checks; explicit kesslerio upstream attribution.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kesslerio/academic-deep-research-clawhub-skill","website":"GitHub","packages":"drclaw/local_skill_hub/search/academic-deep-research-1-0-0/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic deep research instruction workflow has thematic search iterations, methodology logs and citation checks; explicit kesslerio upstream attribution."],"limitation":"Two cycles do not guarantee exhaustive coverage; copied component should retain original publisher. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/kesslerio/academic-deep-research-clawhub-skill","primarySourceURLs":["https://github.com/InternScience/DrClaw/blob/4f96df0d9df0eae24a992afabe08edec5fc575f0/drclaw/local_skill_hub/search/academic-deep-research-1-0-0/SKILL.md"],"id":"RWE-0918","relevance":{"id":"RWE-0918","decision":"Core","rationale":"Retain the documented evidence function: Academic deep research instruction workflow has thematic search iterations, methodology logs and citation checks; explicit kesslerio upstream attribution. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Academic deep research instruction workflow has thematic search iterations, methodology logs and citation checks; explicit kesslerio upstream attribution.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kesslerio/academic-deep-research-clawhub-skill","https://github.com/InternScience/DrClaw/blob/4f96df0d9df0eae24a992afabe08edec5fc575f0/drclaw/local_skill_hub/search/academic-deep-research-1-0-0/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"cryptopafi/nexusos-skills — longevity-scan","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Longevity research scan coordinates literature and trial sources into recurring research updates.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cryptopafi/nexusos-skills","website":"GitHub","packages":"longevity-scan/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Longevity research scan coordinates literature and trial sources into recurring research updates."],"limitation":"Author-local custom MCP paths require configuration; human and model-organism evidence must stay separated.","url":"https://github.com/cryptopafi/nexusos-skills","primarySourceURLs":["https://github.com/cryptopafi/nexusos-skills/blob/5c34213899a7e6ba7597a65f60c542d4b7cb9521/longevity-scan/SKILL.md"],"id":"RWE-0919","relevance":{"id":"RWE-0919","decision":"Core","rationale":"Retain the documented evidence function: Longevity research scan coordinates literature and trial sources into recurring research updates. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Longevity research scan coordinates literature and trial sources into recurring research updates.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cryptopafi/nexusos-skills","https://github.com/cryptopafi/nexusos-skills/blob/5c34213899a7e6ba7597a65f60c542d4b7cb9521/longevity-scan/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"ardurai/god-skill-suite — god-research-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic paper review workflow checks methods, statistical errors, baselines, citations and reproducibility.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ardurai/god-skill-suite","website":"GitHub","packages":"skills/god-research-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic paper review workflow checks methods, statistical errors, baselines, citations and reproducibility."],"limitation":"Instruction rubric, not validated reviewer performance; broad author claims excluded.","url":"https://github.com/ardurai/god-skill-suite","primarySourceURLs":["https://github.com/ArdurAI/god-skill-suite/blob/b8bb7206bc7fde0c0b214ee02a6d7958c38ec352/skills/god-research-review/SKILL.md"],"id":"RWE-0921","relevance":{"id":"RWE-0921","decision":"Core","rationale":"Retain the documented evidence function: Academic paper review workflow checks methods, statistical errors, baselines, citations and reproducibility. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Academic paper review workflow checks methods, statistical errors, baselines, citations and reproducibility.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ardurai/god-skill-suite","https://github.com/ArdurAI/god-skill-suite/blob/b8bb7206bc7fde0c0b214ee02a6d7958c38ec352/skills/god-research-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"yuanyuanma03/academic-research-skills — pm-fulltext","kind":"Skill","category":"RWE Data & Analytics","summary":"PMID-to-full-text link resolver extracts DOI, PMC and publisher links via browser.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yuanyuanma03/academic-research-skills","website":"GitHub","packages":"plugins/pm-fulltext/skills/pm-fulltext/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["PMID-to-full-text link resolver extracts DOI, PMC and publisher links via browser."],"limitation":"Scope limited to legal accessible source resolution; additional third-party links do not establish access rights or retrieval success.","url":"https://github.com/yuanyuanma03/academic-research-skills","primarySourceURLs":["https://github.com/YuanyuanMa03/academic-research-skills/blob/12404b6166241ff0722329f740d2821a60d8bc25/plugins/pm-fulltext/skills/pm-fulltext/SKILL.md"],"id":"RWE-0922","relevance":{"id":"RWE-0922","decision":"Core","rationale":"PMID-to-full-text link resolver extracts DOI, PMC and publisher links via browser. PMID-based full-text source resolution directly supports biomedical evidence retrieval.","relevanceBasis":"PMID-to-full-text link resolver extracts DOI, PMC and publisher links via browser. Limits: Scope limited to legal accessible source resolution; additional third-party links do not establish access rights or retrieval success.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/YuanyuanMa03/academic-research-skills/blob/12404b6166241ff0722329f740d2821a60d8bc25/plugins/pm-fulltext/skills/pm-fulltext/SKILL.md"],"reviewGroup":"scholarly-retrieval"}},{"name":"duriganpedro/agent-grimoire — causal-inference","kind":"Skill","category":"Causal Inference & Analytics","summary":"Causal analysis instructions require DAG specification, adjustment identification and effect estimation workflow.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"duriganpedro/agent-grimoire","website":"GitHub","packages":"skills/causal-inference/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal analysis instructions require DAG specification, adjustment identification and effect estimation workflow."],"limitation":"Conceptual guidance only; causal assumptions and estimates not independently validated.","url":"https://github.com/duriganpedro/agent-grimoire","primarySourceURLs":["https://github.com/duriganpedro/agent-grimoire/blob/f4b106ad3231df163ab00fe20a94d0a8ffae7d58/skills/causal-inference/SKILL.md"],"id":"RWE-0923","relevance":{"id":"RWE-0923","decision":"Core","rationale":"DAG-based adjustment and causal estimation planning are necessary methods, not proof of identification.","relevanceBasis":"Causal analysis instructions require DAG specification, adjustment identification and effect estimation workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/duriganpedro/agent-grimoire/blob/f4b106ad3231df163ab00fe20a94d0a8ffae7d58/skills/causal-inference/SKILL.md"],"reviewGroup":"causal-methods"}},{"name":"caixinyu2017-star/xixi — light-literature-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Multilingual scholarly search workflow uses academic APIs, deduplication and structured evidence tables.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"caixinyu2017-star/xixi","website":"GitHub","packages":"plugins/light/skills/light-literature-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Multilingual scholarly search workflow uses academic APIs, deduplication and structured evidence tables."],"limitation":"External API credentials and access change; biomedical evidence quality requires separate appraisal.","url":"https://github.com/caixinyu2017-star/xixi","primarySourceURLs":["https://github.com/caixinyu2017-star/xixi/blob/fb8627427141b5d4ae9cb424fb38225b20d3ae9d/plugins/light/skills/light-literature-search/SKILL.md"],"id":"RWE-0924","relevance":{"id":"RWE-0924","decision":"Core","rationale":"Retain the documented evidence function: Multilingual scholarly search workflow uses academic APIs, deduplication and structured evidence tables. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Multilingual scholarly search workflow uses academic APIs, deduplication and structured evidence tables.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/caixinyu2017-star/xixi","https://github.com/caixinyu2017-star/xixi/blob/fb8627427141b5d4ae9cb424fb38225b20d3ae9d/plugins/light/skills/light-literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"tools-only/x-skills — 045-evidence_55340bc5, 572-usage-guide_39e3593d","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: research/045-evidence_55340bc5/skill.md: Evidence synthesis reference component covers guidelines, risk-of-bias and integration of evidence streams.; communication/572-usage-guide_39e3593d/skill.md: Guide agents through database/field discovery and biomedical query building.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tools-only/x-skills","website":"GitHub","packages":"research/045-evidence_55340bc5/skill.md; communication/572-usage-guide_39e3593d/skill.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["research/045-evidence_55340bc5/skill.md: Evidence synthesis reference component covers guidelines, risk-of-bias and integration of evidence streams.","communication/572-usage-guide_39e3593d/skill.md: Guide agents through database/field discovery and biomedical query building."],"limitation":"045-evidence_55340bc5: Educational guidance only; evidence hierarchies and causal statements require contextual interpretation. 572-usage-guide_39e3593d: Usage guide component only; upstream actual tools and copied attribution require reconciliation. Other discovered, held or excluded components are outside this approval. Excluded from approval — research-agent: Generic research persona lists tools but lacks source-specific implementation or executable workflow contract.","url":"https://github.com/tools-only/x-skills","primarySourceURLs":["https://github.com/tools-only/X-Skills/blob/efb931b2e3f5d32b229105a9364b072ac5f51d85/research/045-evidence_55340bc5/skill.md","https://github.com/tools-only/X-Skills/blob/efb931b2e3f5d32b229105a9364b072ac5f51d85/communication/572-usage-guide_39e3593d/skill.md"],"id":"RWE-0925","relevance":{"id":"RWE-0925","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: research/045-evidence_55340bc5/skill.md: Evidence synthesis reference component covers guidelines, risk-of-bias and integration of evidence streams.; communication/572-usage-guide_39e3593d/skill.md: Guide agents through database/field discovery and biomedical query building. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Reviewed components: research/045-evidence_55340bc5/skill.md: Evidence synthesis reference component covers guidelines, risk-of-bias and integration of evidence streams.; communication/572-usage-guide_39e3593d/skill.md: Guide agents through database/field discovery and biomedical query building.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tools-only/x-skills","https://github.com/tools-only/X-Skills/blob/efb931b2e3f5d32b229105a9364b072ac5f51d85/research/045-evidence_55340bc5/skill.md","https://github.com/tools-only/X-Skills/blob/efb931b2e3f5d32b229105a9364b072ac5f51d85/communication/572-usage-guide_39e3593d/skill.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"zdavatz/oddb.org — bsv-import","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Swiss BAG drug-list FHIR import instructions cover ClinicalUseDefinition limitations and medication exports.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zdavatz/oddb.org","website":"GitHub","packages":".claude/skills/bsv-import/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Swiss BAG drug-list FHIR import instructions cover ClinicalUseDefinition limitations and medication exports."],"limitation":"Repository-specific data maintenance component; pricing and reimbursement snapshots require dated provenance.","url":"https://github.com/zdavatz/oddb.org","primarySourceURLs":["https://github.com/zdavatz/oddb.org/blob/3809c0ea86d798d0bcd99a7b3751d2c5306d7abf/.claude/skills/bsv-import/SKILL.md"],"id":"RWE-0926","relevance":{"id":"RWE-0926","decision":"Core","rationale":"Drug-list FHIR import and medication limitation/export mapping support clinical and reimbursement data preparation.","relevanceBasis":"Swiss BAG drug-list FHIR import instructions cover ClinicalUseDefinition limitations and medication exports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zdavatz/oddb.org/blob/3809c0ea86d798d0bcd99a7b3751d2c5306d7abf/.claude/skills/bsv-import/SKILL.md"],"reviewGroup":"medication-terminology"}},{"name":"noah-ai-co/plm-hermes — pubmed-search, search","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: plm_agent/agent/nsfc/v3/skills/pubmed-search/SKILL.md: PubMed hybrid query contract returns article metadata and abstracts with optional year filters.; plm_agent/agent/writing/skills/search/SKILL.md: Retrieve NSFC project metadata and PubMed literature pools/hybrid search.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"noah-ai-co/plm-hermes","website":"GitHub","packages":"plm_agent/agent/nsfc/v3/skills/pubmed-search/SKILL.md; plm_agent/agent/writing/skills/search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["plm_agent/agent/nsfc/v3/skills/pubmed-search/SKILL.md: PubMed hybrid query contract returns article metadata and abstracts with optional year filters.","plm_agent/agent/writing/skills/search/SKILL.md: Retrieve NSFC project metadata and PubMed literature pools/hybrid search."],"limitation":"pubmed-search: Default recent-year restriction reduces coverage; hybrid ranking and source index not runtime tested. search: Abstracts/conclusions truncated; full evidence requires original sources; tool backend access required.","url":"https://github.com/noah-ai-co/plm-hermes","primarySourceURLs":["https://github.com/NOAH-AI-CO/plm-hermes/blob/df4559c6592e821f55c075bb8a43f3d8ba62d6d5/plm_agent/agent/nsfc/v3/skills/pubmed-search/SKILL.md","https://github.com/NOAH-AI-CO/plm-hermes/blob/df4559c6592e821f55c075bb8a43f3d8ba62d6d5/plm_agent/agent/writing/skills/search/SKILL.md"],"id":"RWE-0927","relevance":{"id":"RWE-0927","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: plm_agent/agent/nsfc/v3/skills/pubmed-search/SKILL.md: PubMed hybrid query contract returns article metadata and abstracts with optional year filters.; plm_agent/agent/writing/skills/search/SKILL.md: Retrieve NSFC project metadata and PubMed literature pools/hybrid search. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Reviewed components: plm_agent/agent/nsfc/v3/skills/pubmed-search/SKILL.md: PubMed hybrid query contract returns article metadata and abstracts with optional year filters.; plm_agent/agent/writing/skills/search/SKILL.md: Retrieve NSFC project metadata and PubMed literature pools/hybrid search.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/noah-ai-co/plm-hermes","https://github.com/NOAH-AI-CO/plm-hermes/blob/df4559c6592e821f55c075bb8a43f3d8ba62d6d5/plm_agent/agent/nsfc/v3/skills/pubmed-search/SKILL.md","https://github.com/NOAH-AI-CO/plm-hermes/blob/df4559c6592e821f55c075bb8a43f3d8ba62d6d5/plm_agent/agent/writing/skills/search/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"ahmidarrow/remedyai — clinical-research","kind":"Skill","category":"Public health & surveillance","summary":"Clinical research workflow coordinates design, randomization, endpoints, analysis populations and reporting checks.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ahmidarrow/remedyai","website":"GitHub","packages":"src/remedy/bundled_skills/clinical-research/SKILL.md","workflowFit":["Public health & surveillance"],"capabilities":["Clinical research workflow coordinates design, randomization, endpoints, analysis populations and reporting checks."],"limitation":"Requires external listed research tools and human methodological review; no clinical or regulatory validation asserted.","url":"https://github.com/ahmidarrow/remedyai","primarySourceURLs":["https://github.com/AhmiDarrow/RemedyAI/blob/4fc156113ba23d82677f64d537cc0fa3bbd9f265/src/remedy/bundled_skills/clinical-research/SKILL.md"],"id":"RWE-0928","relevance":{"id":"RWE-0928","decision":"Core","rationale":"Clinical design, randomization, endpoints and analysis-population planning are directly relevant, with external tools and expert review required.","relevanceBasis":"Clinical research workflow coordinates design, randomization, endpoints, analysis populations and reporting checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/AhmiDarrow/RemedyAI/blob/4fc156113ba23d82677f64d537cc0fa3bbd9f265/src/remedy/bundled_skills/clinical-research/SKILL.md"],"reviewGroup":"clinical-study-design"}},{"name":"lord1egypt/awesome-skill-forge — searchapi-scholar-search, deep-research-v60","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: community/clawhub/s/searchapi-scholar-search/SKILL.md: Scholar-focused search script returns candidate papers and metadata using search-service APIs.; community/clawhub/d/deep-research-v60/SKILL.md: Academic retrieval workflow distinguishes arXiv/PMC full text from PubMed abstract evidence and generates verification checklist.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lord1egypt/awesome-skill-forge","website":"GitHub","packages":"community/clawhub/s/searchapi-scholar-search/SKILL.md; community/clawhub/d/deep-research-v60/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["community/clawhub/s/searchapi-scholar-search/SKILL.md: Scholar-focused search script returns candidate papers and metadata using search-service APIs.","community/clawhub/d/deep-research-v60/SKILL.md: Academic retrieval workflow distinguishes arXiv/PMC full text from PubMed abstract evidence and generates verification checklist."],"limitation":"searchapi-scholar-search: Keys required; review-title heuristics are discovery aids, not systematic screening or source verification. deep-research-v60: Access and extraction confidence require verification; abstract-only conclusions remain provisional.","url":"https://github.com/lord1egypt/awesome-skill-forge","primarySourceURLs":["https://github.com/Lord1Egypt/awesome-skill-forge/blob/4aa004da461d820f4ea5499e58eb8d196cf99016/community/clawhub/s/searchapi-scholar-search/SKILL.md","https://github.com/Lord1Egypt/awesome-skill-forge/blob/4aa004da461d820f4ea5499e58eb8d196cf99016/community/clawhub/d/deep-research-v60/SKILL.md"],"id":"RWE-0929","relevance":{"id":"RWE-0929","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: community/clawhub/s/searchapi-scholar-search/SKILL.md: Scholar-focused search script returns candidate papers and metadata using search-service APIs.; community/clawhub/d/deep-research-v60/SKILL.md: Academic retrieval workflow distinguishes arXiv/PMC full text from PubMed abstract evidence and generates verification checklist. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Reviewed components: community/clawhub/s/searchapi-scholar-search/SKILL.md: Scholar-focused search script returns candidate papers and metadata using search-service APIs.; community/clawhub/d/deep-research-v60/SKILL.md: Academic retrieval workflow distinguishes arXiv/PMC full text from PubMed abstract evidence and generates verification checklist.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lord1egypt/awesome-skill-forge","https://github.com/Lord1Egypt/awesome-skill-forge/blob/4aa004da461d820f4ea5499e58eb8d196cf99016/community/clawhub/s/searchapi-scholar-search/SKILL.md","https://github.com/Lord1Egypt/awesome-skill-forge/blob/4aa004da461d820f4ea5499e58eb8d196cf99016/community/clawhub/d/deep-research-v60/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"adammatthewsteinberger/vibey-skills — exercise-live-evidence-injury-and-testing, nutrition-epistemics-study-design-and-measurement, biomed-signals-and-medical-imaging and other reviewed components","kind":"Skill collection","category":"Causal Inference & Analytics","summary":"Reviewed components: plugins/exercise-science-physiology/skills/exercise-live-evidence-injury-and-testing/SKILL.md: Exercise-science evidence interpretation reference covers training, GLP-1 therapy body composition and measurement limitations.; plugins/food-and-nutrition-science/skills/nutrition-epistemics-study-design-and-measurement/SKILL.md: Nutrition evidence appraisal reference addresses confounding, feeding trials and intake measurement bias.; plugins/biomedical-engineering-technical/skills/biomed-signals-and-medical-imaging/SKILL.md: Biomedical signal and image reference describes modality constraints, preprocessing and DICOM failure modes. Additional reviewed component details are listed below.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"adammatthewsteinberger/vibey-skills","website":"GitHub","packages":"plugins/exercise-science-physiology/skills/exercise-live-evidence-injury-and-testing/SKILL.md; plugins/food-and-nutrition-science/skills/nutrition-epistemics-study-design-and-measurement/SKILL.md; plugins/biomedical-engineering-technical/skills/biomed-signals-and-medical-imaging/SKILL.md; plugins/biomedical-engineering-technical/skills/biomed-reference/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["plugins/exercise-science-physiology/skills/exercise-live-evidence-injury-and-testing/SKILL.md: Exercise-science evidence interpretation reference covers training, GLP-1 therapy body composition and measurement limitations.","plugins/food-and-nutrition-science/skills/nutrition-epistemics-study-design-and-measurement/SKILL.md: Nutrition evidence appraisal reference addresses confounding, feeding trials and intake measurement bias.","plugins/biomedical-engineering-technical/skills/biomed-signals-and-medical-imaging/SKILL.md: Biomedical signal and image reference describes modality constraints, preprocessing and DICOM failure modes.","plugins/biomedical-engineering-technical/skills/biomed-reference/SKILL.md: Support biomedical data and instrument analysis method selection."],"limitation":"exercise-live-evidence-injury-and-testing: Static research interpretation reference, not individualized exercise treatment; underlying studies not independently appraised here. nutrition-epistemics-study-design-and-measurement: Static reference interpretation, not individualized nutrition guidance or independent review of every cited study. biomed-signals-and-medical-imaging: Educational processing guidance; tool recommendations and diagnostic performance not independently validated. biomed-reference: Static instruction/reference only; numerical claims and methods not independently audited.","url":"https://github.com/adammatthewsteinberger/vibey-skills","primarySourceURLs":["https://github.com/adammatthewsteinberger/vibey-skills/blob/eb8a934d075911b175d1bfc0e28669c99b1d7a69/plugins/exercise-science-physiology/skills/exercise-live-evidence-injury-and-testing/SKILL.md","https://github.com/adammatthewsteinberger/vibey-skills/blob/eb8a934d075911b175d1bfc0e28669c99b1d7a69/plugins/food-and-nutrition-science/skills/nutrition-epistemics-study-design-and-measurement/SKILL.md","https://github.com/adammatthewsteinberger/vibey-skills/blob/eb8a934d075911b175d1bfc0e28669c99b1d7a69/plugins/biomedical-engineering-technical/skills/biomed-signals-and-medical-imaging/SKILL.md","https://github.com/adammatthewsteinberger/vibey-skills/blob/eb8a934d075911b175d1bfc0e28669c99b1d7a69/plugins/biomedical-engineering-technical/skills/biomed-reference/SKILL.md"],"id":"RWE-0930","relevance":{"id":"RWE-0930","decision":"Core","rationale":"Nutrition and exercise evidence appraisal explicitly address confounding, trial design and measurement bias; imaging reference material does not broaden approval.","relevanceBasis":"plugins/exercise-science-physiology/skills/exercise-live-evidence-injury-and-testing/SKILL.md: Exercise-science evidence interpretation reference covers training, GLP-1 therapy body composition and measurement limitations.; plugins/food-and-nutrition-science/skills/nutrition-epistemics-study-design-and-measurement/SKILL.md: Nutrition evidence appraisal reference addresses confounding, feeding trials and intake measurement bias.; plugins/biomedical-engineering-technical/skills/biomed-signals-and-medical-imaging/SKILL.md: Biomedical signal and image reference describes modality constraints, preprocessing and DICOM failure modes.; plugins/biomedical-engineering-technical/skills/biomed-reference/SKILL.md: Support biomedical data and instrument analysis method selection.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/adammatthewsteinberger/vibey-skills/blob/eb8a934d075911b175d1bfc0e28669c99b1d7a69/plugins/exercise-science-physiology/skills/exercise-live-evidence-injury-and-testing/SKILL.md","https://github.com/adammatthewsteinberger/vibey-skills/blob/eb8a934d075911b175d1bfc0e28669c99b1d7a69/plugins/food-and-nutrition-science/skills/nutrition-epistemics-study-design-and-measurement/SKILL.md","https://github.com/adammatthewsteinberger/vibey-skills/blob/eb8a934d075911b175d1bfc0e28669c99b1d7a69/plugins/biomedical-engineering-technical/skills/biomed-signals-and-medical-imaging/SKILL.md","https://github.com/adammatthewsteinberger/vibey-skills/blob/eb8a934d075911b175d1bfc0e28669c99b1d7a69/plugins/biomedical-engineering-technical/skills/biomed-reference/SKILL.md"],"reviewGroup":"health-evidence-appraisal"}},{"name":"barrios88/barrios-skills — econ-writing-plus","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Econometrics manuscript guidance covers identification reporting and modern DiD estimators.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"barrios88/barrios-skills","website":"GitHub","packages":"skills/writing-and-review/econ-writing-plus/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Econometrics manuscript guidance covers identification reporting and modern DiD estimators."],"limitation":"Method and policy guidance is version-dependent; correct writing does not validate identification assumptions.","url":"https://github.com/barrios88/barrios-skills","primarySourceURLs":["https://github.com/Barrios88/barrios-skills/blob/ef4023ebaf6a86b3ef826e9810f246ddf5c4ff61/skills/writing-and-review/econ-writing-plus/SKILL.md"],"id":"RWE-0931","relevance":{"id":"RWE-0931","decision":"Core","rationale":"Retain the documented evidence function: Econometrics manuscript guidance covers identification reporting and modern DiD estimators. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Econometrics manuscript guidance covers identification reporting and modern DiD estimators.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/barrios88/barrios-skills","https://github.com/Barrios88/barrios-skills/blob/ef4023ebaf6a86b3ef826e9810f246ddf5c4ff61/skills/writing-and-review/econ-writing-plus/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"firelyteam/skills — fhir-validation","kind":"Skill","category":"Clinical Data & Interoperability","summary":"FHIR validation instructions distinguish profile-aware Firely/HL7 validation from schema-only Python validation.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"firelyteam/skills","website":"GitHub","packages":"skills/fhir-validation/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR validation instructions distinguish profile-aware Firely/HL7 validation from schema-only Python validation."],"limitation":"Structural conformance checks do not establish clinical correctness; external validators required.","url":"https://github.com/firelyteam/skills","primarySourceURLs":["https://github.com/FirelyTeam/skills/blob/6aa083175dbb99761fc205c146f44b3acbe48143/skills/fhir-validation/SKILL.md"],"id":"RWE-0932","relevance":{"id":"RWE-0932","decision":"Core","rationale":"Profile-aware FHIR validation supports clinical-data conformance while leaving semantic and clinical correctness unvalidated.","relevanceBasis":"FHIR validation instructions distinguish profile-aware Firely/HL7 validation from schema-only Python validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/FirelyTeam/skills/blob/6aa083175dbb99761fc205c146f44b3acbe48143/skills/fhir-validation/SKILL.md"],"reviewGroup":"clinical-interoperability"}},{"name":"yakeworld/synthos — literature, healthcare-dataset-discovery","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/extended/research-tools/research/literature/SKILL.md: Literature capability coordinates academic search, identifier verification and accessible full-text retrieval.; skills/private/extended/external-automation/healthcare-dataset-discovery/SKILL.md: Discover public healthcare datasets via OpenML and preserve access metadata.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yakeworld/synthos","website":"GitHub","packages":"skills/extended/research-tools/research/literature/SKILL.md; skills/private/extended/external-automation/healthcare-dataset-discovery/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/extended/research-tools/research/literature/SKILL.md: Literature capability coordinates academic search, identifier verification and accessible full-text retrieval.","skills/private/extended/external-automation/healthcare-dataset-discovery/SKILL.md: Discover public healthcare datasets via OpenML and preserve access metadata."],"limitation":"literature: Scope excludes assuming unauthorized access to paywalled sources; API configuration and provenance needed. healthcare-dataset-discovery: Broad dead-source and URL-encoding assertions are unreliable and not endorsed; retrieval untested.","url":"https://github.com/yakeworld/synthos","primarySourceURLs":["https://github.com/yakeworld/Synthos/blob/067ea559a0daf147ce5703910fb9c726578560ba/skills/extended/research-tools/research/literature/SKILL.md","https://github.com/yakeworld/Synthos/blob/067ea559a0daf147ce5703910fb9c726578560ba/skills/private/extended/external-automation/healthcare-dataset-discovery/SKILL.md"],"id":"RWE-0933","relevance":{"id":"RWE-0933","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/extended/research-tools/research/literature/SKILL.md: Literature capability coordinates academic search, identifier verification and accessible full-text retrieval.; skills/private/extended/external-automation/healthcare-dataset-discovery/SKILL.md: Discover public healthcare datasets via OpenML and preserve access metadata. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/extended/research-tools/research/literature/SKILL.md: Literature capability coordinates academic search, identifier verification and accessible full-text retrieval.; skills/private/extended/external-automation/healthcare-dataset-discovery/SKILL.md: Discover public healthcare datasets via OpenML and preserve access metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yakeworld/synthos","https://github.com/yakeworld/Synthos/blob/067ea559a0daf147ce5703910fb9c726578560ba/skills/extended/research-tools/research/literature/SKILL.md","https://github.com/yakeworld/Synthos/blob/067ea559a0daf147ce5703910fb9c726578560ba/skills/private/extended/external-automation/healthcare-dataset-discovery/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"anthropics/knowledge-work-plugins — clinical-trial-protocol","kind":"Skill","category":"Trials & Study Design","summary":"Anthropic clinical-trial protocol orchestrator supplies research-only and full protocol workflows with saved waypoints.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anthropics/knowledge-work-plugins","website":"GitHub","packages":"skills/data/clinical-trial-protocol/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Anthropic clinical-trial protocol orchestrator supplies research-only and full protocol workflows with saved waypoints."],"limitation":"Draft protocol support requires clinical, statistical and regulatory review; no execution or submission validation.","url":"https://github.com/anthropics/knowledge-work-plugins","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/clinical-trial-protocol/SKILL.md"],"id":"RWE-0934","relevance":{"id":"RWE-0934","decision":"Core","rationale":"Clinical-trial protocol preparation directly supports research design and documentation, with statistical and regulatory review still required.","relevanceBasis":"Anthropic clinical-trial protocol orchestrator supplies research-only and full protocol workflows with saved waypoints.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/clinical-trial-protocol/SKILL.md"],"reviewGroup":"clinical-study-design"}},{"name":"mukul975/privacy-data-protection-skills — pia-health-data","kind":"Skill","category":"RWE Data & Analytics","summary":"Health-data privacy impact assessment workflow documents research-data risks and mitigation planning; explicit mukul975 upstream attribution.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mukul975/privacy-data-protection-skills","website":"GitHub","packages":"cross-jurisdiction/data-protection/skills/pia-health-data/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Health-data privacy impact assessment workflow documents research-data risks and mitigation planning; explicit mukul975 upstream attribution."],"limitation":"Legal guidance is jurisdiction- and version-dependent; not compliance certification. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/mukul975/privacy-data-protection-skills","primarySourceURLs":["https://github.com/ThomasMoreAI/legal-skills-open/blob/57855d3f62ec6b2778b70e26e2fa18c42e7a01d4/cross-jurisdiction/data-protection/skills/pia-health-data/SKILL.md"],"id":"RWE-0935","relevance":{"id":"RWE-0935","decision":"Core","rationale":"Health-data privacy impact assessment workflow documents research-data risks and mitigation planning; explicit mukul975 upstream attribution. Explicit health research-data privacy assessment supports necessary governance of research data, without compliance certification.","relevanceBasis":"Health-data privacy impact assessment workflow documents research-data risks and mitigation planning; explicit mukul975 upstream attribution. Limits: Legal guidance is jurisdiction- and version-dependent; not compliance certification. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ThomasMoreAI/legal-skills-open/blob/57855d3f62ec6b2778b70e26e2fa18c42e7a01d4/cross-jurisdiction/data-protection/skills/pia-health-data/SKILL.md"],"reviewGroup":"research-data-governance"}},{"name":"im-alexandre/codex-config — scopus-writer","kind":"Skill","category":"RWE Data & Analytics","summary":"Local Scopus/PDF PostgreSQL-pgvector workflow retrieves and classifies evidence before ABNT-cited academic drafting.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"im-alexandre/codex-config","website":"GitHub","packages":"skills/scopus-writer/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Local Scopus/PDF PostgreSQL-pgvector workflow retrieves and classifies evidence before ABNT-cited academic drafting."],"limitation":"Requires configured index-kit corpus; retrieval coverage bounded by local collection and extraction quality.","url":"https://github.com/im-alexandre/codex-config","primarySourceURLs":["https://github.com/im-alexandre/codex-config/blob/2869872f45bbf5f7440cce4f6e3bc454bab5d436/skills/scopus-writer/SKILL.md"],"id":"RWE-0936","relevance":{"id":"RWE-0936","decision":"Core","rationale":"Local Scopus/PDF PostgreSQL-pgvector workflow retrieves and classifies evidence before ABNT-cited academic drafting. Local Scopus/PDF retrieval and source-based evidence classification directly support literature synthesis.","relevanceBasis":"Local Scopus/PDF PostgreSQL-pgvector workflow retrieves and classifies evidence before ABNT-cited academic drafting. Limits: Requires configured index-kit corpus; retrieval coverage bounded by local collection and extraction quality.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/im-alexandre/codex-config/blob/2869872f45bbf5f7440cce4f6e3bc454bab5d436/skills/scopus-writer/SKILL.md"],"reviewGroup":"scholarly-retrieval"}},{"name":"littlesongxx/soulsearcher — systematic-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"arXiv paper mapping workflow extracts research questions, methods and findings into cited synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"littlesongxx/soulsearcher","website":"GitHub","packages":"skills/public/systematic-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["arXiv paper mapping workflow extracts research questions, methods and findings into cited synthesis."],"limitation":"Single fixed search instruction and arXiv-only coverage cannot support comprehensive systematic-review claims; scope as literature mapping.","url":"https://github.com/littlesongxx/soulsearcher","primarySourceURLs":["https://github.com/LittleSongxx/SoulSearcher/blob/d27dbfbb6fa5058fe83db7bb89d34faa3846ad75/skills/public/systematic-literature-review/SKILL.md"],"id":"RWE-0937","relevance":{"id":"RWE-0937","decision":"Core","rationale":"Retain the documented evidence function: arXiv paper mapping workflow extracts research questions, methods and findings into cited synthesis. 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No quantitative synthesis, estimation, method decomposition, welfare calculation, reviewer-score prediction, or whole venue toolkit approval. Guide evaluator-credit patterns are editorial heuristics, not empirically validated scores.","url":"https://github.com/shijunlei-cn/ai-economist-skills","primarySourceURLs":["https://github.com/ShijunLei-cn/AI-Economist-Skills/blob/33dbb31eac669e77190cc8d7a974c8ea2a4cab2e/econometrics_in_python/causal-inference-matching/SKILL.md","https://github.com/ShijunLei-cn/AI-Economist-Skills/blob/01ca19800a34d4a06111d40bb14c4f2c3ef10e24/venues_learned/long_jedc/06-evidence-synthesis/SKILL.md","https://raw.githubusercontent.com/ShijunLei-cn/AI-Economist-Skills/01ca19800a34d4a06111d40bb14c4f2c3ef10e24/venues_learned/long_jedc/06-evidence-synthesis/references/trajectory-patterns.md","https://api.github.com/repos/ShijunLei-cn/AI-Economist-Skills/git/blobs/5e82bf7123bf0e3f9e3cc4d7a5cf541093282090"],"id":"RWE-0939","relevance":{"id":"RWE-0939","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: econometrics_in_python/causal-inference-matching/SKILL.md: DAG-guided matching and weighting workflow requires target population, exchangeability and treatment definition.; venues_learned/long_jedc/06-evidence-synthesis/SKILL.md: Organize supplied literature, research-contract, results and figure artifacts into writing/paper_sections.json with result-to-claim links and explicit scope/assumption limitations. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Reviewed components: econometrics_in_python/causal-inference-matching/SKILL.md: DAG-guided matching and weighting workflow requires target population, exchangeability and treatment definition.; venues_learned/long_jedc/06-evidence-synthesis/SKILL.md: Organize supplied literature, research-contract, results and figure artifacts into writing/paper_sections.json with result-to-claim links and explicit scope/assumption limitations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shijunlei-cn/ai-economist-skills","https://github.com/ShijunLei-cn/AI-Economist-Skills/blob/33dbb31eac669e77190cc8d7a974c8ea2a4cab2e/econometrics_in_python/causal-inference-matching/SKILL.md","https://github.com/ShijunLei-cn/AI-Economist-Skills/blob/01ca19800a34d4a06111d40bb14c4f2c3ef10e24/venues_learned/long_jedc/06-evidence-synthesis/SKILL.md","https://raw.githubusercontent.com/ShijunLei-cn/AI-Economist-Skills/01ca19800a34d4a06111d40bb14c4f2c3ef10e24/venues_learned/long_jedc/06-evidence-synthesis/references/trajectory-patterns.md","https://api.github.com/repos/ShijunLei-cn/AI-Economist-Skills/git/blobs/5e82bf7123bf0e3f9e3cc4d7a5cf541093282090"],"reviewGroup":"Population/clinical data or explicit study/measurement method"}},{"name":"davidsouther/domain-driven-design — papers","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Papers capability router selects DOI, OA full text, citation graph, arXiv and PubMed operations with IEEE citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"davidsouther/domain-driven-design","website":"GitHub","packages":"research/skills/papers/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Papers capability router selects DOI, OA full text, citation graph, arXiv and PubMed operations with IEEE citations."],"limitation":"Requires separately configured capability contract; transport availability and source coverage not verified.","url":"https://github.com/davidsouther/domain-driven-design","primarySourceURLs":["https://github.com/DavidSouther/domain-driven-design/blob/0b045ca3d3ec20c811d122aaf4d902fe523b1c95/research/skills/papers/SKILL.md"],"id":"RWE-0940","relevance":{"id":"RWE-0940","decision":"Core","rationale":"Retain the documented evidence function: Papers capability router selects DOI, OA full text, citation graph, arXiv and PubMed operations with IEEE citations. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Papers capability router selects DOI, OA full text, citation graph, arXiv and PubMed operations with IEEE citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/davidsouther/domain-driven-design","https://github.com/DavidSouther/domain-driven-design/blob/0b045ca3d3ec20c811d122aaf4d902fe523b1c95/research/skills/papers/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"oborchers/fractional-cto — source-evaluation","kind":"Skill","category":"RWE Data & Analytics","summary":"Source evaluation reference supplies academic and medical credibility checks and retrieval-quality triage.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"oborchers/fractional-cto","website":"GitHub","packages":"deep-research/skills/source-evaluation/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Source evaluation reference supplies academic and medical credibility checks and retrieval-quality triage."],"limitation":"Heuristic source tiers are not validated evidence certainty or risk-of-bias grading.","url":"https://github.com/oborchers/fractional-cto","primarySourceURLs":["https://github.com/oborchers/fractional-cto/blob/3b4034af11eb54690e962c3d180a5312f6779ec7/deep-research/skills/source-evaluation/SKILL.md"],"id":"RWE-0941","relevance":{"id":"RWE-0941","decision":"Core","rationale":"Source evaluation reference supplies academic and medical credibility checks and retrieval-quality triage. Academic and medical source credibility checks have an explicit evidence-appraisal role, while heuristic tiers remain unvalidated.","relevanceBasis":"Source evaluation reference supplies academic and medical credibility checks and retrieval-quality triage. Limits: Heuristic source tiers are not validated evidence certainty or risk-of-bias grading.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/oborchers/fractional-cto/blob/3b4034af11eb54690e962c3d180a5312f6779ec7/deep-research/skills/source-evaluation/SKILL.md"],"reviewGroup":"evidence-appraisal"}},{"name":"yogsoth-ai/de-anthropocentric-research-engine — evidence-synthesis-planning, unit-classification","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/evidence-synthesis-planning/SKILL.md: Evidence synthesis planning maps effect metrics, heterogeneity and sensitivity analysis into reporting plan.; paper-reading/skills/unit-classification/SKILL.md: Classify segmented paper units by rhetorical/function labels including PubMed-RCT.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yogsoth-ai/de-anthropocentric-research-engine","website":"GitHub","packages":"skills/evidence-synthesis-planning/SKILL.md; paper-reading/skills/unit-classification/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/evidence-synthesis-planning/SKILL.md: Evidence synthesis planning maps effect metrics, heterogeneity and sensitivity analysis into reporting plan.","paper-reading/skills/unit-classification/SKILL.md: Classify segmented paper units by rhetorical/function labels including PubMed-RCT."],"limitation":"evidence-synthesis-planning: Planning only; estimator choice and study comparability require independent statistical review. unit-classification: Does not perform document-level inference; model labels require annotation validation.","url":"https://github.com/yogsoth-ai/de-anthropocentric-research-engine","primarySourceURLs":["https://github.com/yogsoth-ai/de-anthropocentric-research-engine/blob/6288b79f88b395efd160ea772ab824d59c8e988d/skills/evidence-synthesis-planning/SKILL.md","https://github.com/yogsoth-ai/de-anthropocentric-research-engine/blob/6288b79f88b395efd160ea772ab824d59c8e988d/paper-reading/skills/unit-classification/SKILL.md"],"id":"RWE-0942","relevance":{"id":"RWE-0942","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/evidence-synthesis-planning/SKILL.md: Evidence synthesis planning maps effect metrics, heterogeneity and sensitivity analysis into reporting plan.; paper-reading/skills/unit-classification/SKILL.md: Classify segmented paper units by rhetorical/function labels including PubMed-RCT. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/evidence-synthesis-planning/SKILL.md: Evidence synthesis planning maps effect metrics, heterogeneity and sensitivity analysis into reporting plan.; paper-reading/skills/unit-classification/SKILL.md: Classify segmented paper units by rhetorical/function labels including PubMed-RCT.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yogsoth-ai/de-anthropocentric-research-engine","https://github.com/yogsoth-ai/de-anthropocentric-research-engine/blob/6288b79f88b395efd160ea772ab824d59c8e988d/skills/evidence-synthesis-planning/SKILL.md","https://github.com/yogsoth-ai/de-anthropocentric-research-engine/blob/6288b79f88b395efd160ea772ab824d59c8e988d/paper-reading/skills/unit-classification/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"metagalaxy-crystal/skills — qinyan-paper-search, qinyan-literature-review","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/qinyan-paper-search/SKILL.md: Qinyan OpenAPI scholarly retrieval workflow routes Google Scholar, Wanfang, PubMed and arXiv by language and topic.; skills/qinyan-literature-review/SKILL.md: Qinyan review generator documents multi-source academic retrieval and structured draft synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"metagalaxy-crystal/skills","website":"GitHub","packages":"skills/qinyan-paper-search/SKILL.md; skills/qinyan-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/qinyan-paper-search/SKILL.md: Qinyan OpenAPI scholarly retrieval workflow routes Google Scholar, Wanfang, PubMed and arXiv by language and topic.","skills/qinyan-literature-review/SKILL.md: Qinyan review generator documents multi-source academic retrieval and structured draft synthesis."],"limitation":"qinyan-paper-search: Hosted API key required; incomplete metadata and database coverage need explicit reporting. qinyan-literature-review: Hosted key required; author review necessary and retrieved citations do not ensure supported synthesis.","url":"https://github.com/metagalaxy-crystal/skills","primarySourceURLs":["https://github.com/metagalaxy-crystal/skills/blob/3caea61f629bcad251b2ba00b8e109bdd43a6463/skills/qinyan-paper-search/SKILL.md","https://github.com/metagalaxy-crystal/skills/blob/3caea61f629bcad251b2ba00b8e109bdd43a6463/skills/qinyan-literature-review/SKILL.md"],"id":"RWE-0943","relevance":{"id":"RWE-0943","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/qinyan-paper-search/SKILL.md: Qinyan OpenAPI scholarly retrieval workflow routes Google Scholar, Wanfang, PubMed and arXiv by language and topic.; skills/qinyan-literature-review/SKILL.md: Qinyan review generator documents multi-source academic retrieval and structured draft synthesis. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/qinyan-paper-search/SKILL.md: Qinyan OpenAPI scholarly retrieval workflow routes Google Scholar, Wanfang, PubMed and arXiv by language and topic.; skills/qinyan-literature-review/SKILL.md: Qinyan review generator documents multi-source academic retrieval and structured draft synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/metagalaxy-crystal/skills","https://github.com/metagalaxy-crystal/skills/blob/3caea61f629bcad251b2ba00b8e109bdd43a6463/skills/qinyan-paper-search/SKILL.md","https://github.com/metagalaxy-crystal/skills/blob/3caea61f629bcad251b2ba00b8e109bdd43a6463/skills/qinyan-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"caretdev/evidenceql-gateway — evidenceql-clinical-data-explorer","kind":"Skill","category":"Clinical Data & Interoperability","summary":"EvidenceQL FHIR cohort exploration specifies plans, validation, execution traces and patient-match explanations.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"caretdev/evidenceql-gateway","website":"GitHub","packages":"skills/evidenceql-clinical-data-explorer/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["EvidenceQL FHIR cohort exploration specifies plans, validation, execution traces and patient-match explanations."],"limitation":"Backend capabilities and patient data permissions required; explanatory traces do not validate clinical inference.","url":"https://github.com/caretdev/evidenceql-gateway","primarySourceURLs":["https://github.com/caretdev/evidenceql-gateway/blob/23546144516db2b05e410c182bff5b273d8aca33/skills/evidenceql-clinical-data-explorer/SKILL.md"],"id":"RWE-0944","relevance":{"id":"RWE-0944","decision":"Core","rationale":"FHIR cohort exploration and patient-match traces directly support clinical research data access, not validated inference.","relevanceBasis":"EvidenceQL FHIR cohort exploration specifies plans, validation, execution traces and patient-match explanations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/caretdev/evidenceql-gateway/blob/23546144516db2b05e410c182bff5b273d8aca33/skills/evidenceql-clinical-data-explorer/SKILL.md"],"reviewGroup":"clinical-cohort-data"}},{"name":"zeroes-ones/skills — clinical-informatics-specialist","kind":"Skill","category":"OMOP & terminology","summary":"FHIR profile and source-field mapping planning","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zeroes-ones/skills","website":"GitHub","packages":"skills/21-health-clinical/clinical-informatics-specialist/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["FHIR profile and source-field mapping planning","Clinical terminology inventory and provenance guidance"],"limitation":"Approved scope is planning in core-workflow phases1–3, not the whole large persona or implementation examples. MustSupport does not universally mean every field must be present; regulatory figures, endpoint examples, PRO scoring and blanket ValueSet-rejection rules are not validated. No code run. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/zeroes-ones/skills","primarySourceURLs":["https://github.com/zeroes-ones/Skills/blob/a20a35e2eef7136945ce72e79af2b83a3193b59f/skills/21-health-clinical/clinical-informatics-specialist/SKILL.md","https://github.com/zeroes-ones/Skills/blob/94733f77f79afa2e3a161fa99ba5f1fd62bdbe8e/skills/21-health-clinical/clinical-informatics-specialist/SKILL.md","https://github.com/zeroes-ones/Skills/blob/d054084939b452dd77e709433e8be7077ec59303/skills/21-health-clinical/clinical-informatics-specialist/SKILL.md","https://github.com/zeroes-ones/Skills/blob/e9fa522206bdc7e4b092b8d896805d7bb51fc8e5/skills/21-health-clinical/clinical-informatics-specialist/SKILL.md","https://github.com/zeroes-ones/Skills/blob/91573d78cfd54c3f1dde7dfd0b7f0a72a5d2940f/skills/21-health-clinical/clinical-informatics-specialist/SKILL.md"],"id":"RWE-0945","relevance":{"id":"RWE-0945","decision":"Core","rationale":"Clinical source-field mapping and terminology provenance planning support interoperable research data within the selected planning phases.","relevanceBasis":"FHIR profile and source-field mapping planning; Clinical terminology inventory and provenance guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zeroes-ones/Skills/blob/a20a35e2eef7136945ce72e79af2b83a3193b59f/skills/21-health-clinical/clinical-informatics-specialist/SKILL.md","https://github.com/zeroes-ones/Skills/blob/94733f77f79afa2e3a161fa99ba5f1fd62bdbe8e/skills/21-health-clinical/clinical-informatics-specialist/SKILL.md","https://github.com/zeroes-ones/Skills/blob/d054084939b452dd77e709433e8be7077ec59303/skills/21-health-clinical/clinical-informatics-specialist/SKILL.md","https://github.com/zeroes-ones/Skills/blob/e9fa522206bdc7e4b092b8d896805d7bb51fc8e5/skills/21-health-clinical/clinical-informatics-specialist/SKILL.md","https://github.com/zeroes-ones/Skills/blob/91573d78cfd54c3f1dde7dfd0b7f0a72a5d2940f/skills/21-health-clinical/clinical-informatics-specialist/SKILL.md"],"reviewGroup":"clinical-terminology"}},{"name":"13muyoung-crypto/acaflow-review-generator — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Browser-based academic review orchestrator coordinates literature maps, branch searches and cited Chinese manuscript output.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"13muyoung-crypto/acaflow-review-generator","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Browser-based academic review orchestrator coordinates literature maps, branch searches and cited Chinese manuscript output."],"limitation":"External platforms required; zero hallucinations is an unsupported guarantee and not included in eligibility.","url":"https://github.com/13muyoung-crypto/acaflow-review-generator","primarySourceURLs":["https://github.com/13muyoung-crypto/acaflow-review-generator/blob/ce74feeaee49f946c3aca03d1df1ed74e90bfdca/SKILL.md"],"id":"RWE-0946","relevance":{"id":"RWE-0946","decision":"Core","rationale":"Retain only the documented evidence function: Literature maps and source search only; manuscript generation excluded. Coverage and validation limitations remain in force.","relevanceBasis":"Literature maps and source search only; manuscript generation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/13muyoung-crypto/acaflow-review-generator","https://github.com/13muyoung-crypto/acaflow-review-generator/blob/ce74feeaee49f946c3aca03d1df1ed74e90bfdca/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"meetpatek3/skills — clinical-note-extract-skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Clinical note abstraction workflow specifies user schema, span provenance, nulls and deterministic validation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"meetpatek3/skills","website":"GitHub","packages":".agents/skills/clinical-note-extract-skill/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical note abstraction workflow specifies user schema, span provenance, nulls and deterministic validation."],"limitation":"Source-span validity does not establish clinically correct extraction; authorized note access and human checks required.","url":"https://github.com/meetpatek3/skills","primarySourceURLs":["https://github.com/meetpatek3/skills/blob/8582136a27a146591d7b485b518d0030087f6fe9/.agents/skills/clinical-note-extract-skill/SKILL.md"],"id":"RWE-0947","relevance":{"id":"RWE-0947","decision":"Core","rationale":"Clinical note abstraction workflow specifies user schema, span provenance, nulls and deterministic validation. Schema-bound clinical note abstraction with source spans directly supports clinical research data preparation.","relevanceBasis":"Clinical note abstraction workflow specifies user schema, span provenance, nulls and deterministic validation. Limits: Source-span validity does not establish clinically correct extraction; authorized note access and human checks required.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/meetpatek3/skills/blob/8582136a27a146591d7b485b518d0030087f6fe9/.agents/skills/clinical-note-extract-skill/SKILL.md"],"reviewGroup":"clinical-data"}},{"name":"cancerdao/clinical-trial-matching-skill — trial-risk-annotator","kind":"Skill","category":"Trials & Study Design","summary":"Trial risk annotation workflow scopes mechanism narratives to patient cancer type and trial context.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cancerdao/clinical-trial-matching-skill","website":"GitHub","packages":"skills/trial-risk-annotator/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Trial risk annotation workflow scopes mechanism narratives to patient cancer type and trial context."],"limitation":"Corrects described disease-mapping leakage but patient-specific risk is not clinically validated; oncology review required.","url":"https://github.com/cancerdao/clinical-trial-matching-skill","primarySourceURLs":["https://github.com/CancerDAO/clinical-trial-matching-skill/blob/9d89b213a2d7d235d75c762ee28618f254ac1952/skills/trial-risk-annotator/SKILL.md"],"id":"RWE-0949","relevance":{"id":"RWE-0949","decision":"Core","rationale":"Cancer-type-specific trial annotation explicitly organizes patient and trial context; patient-level risk prediction remains unvalidated.","relevanceBasis":"Trial risk annotation workflow scopes mechanism narratives to patient cancer type and trial context.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/CancerDAO/clinical-trial-matching-skill/blob/9d89b213a2d7d235d75c762ee28618f254ac1952/skills/trial-risk-annotator/SKILL.md"],"reviewGroup":"trial-context"}},{"name":"imewei/myclaude — statistical-analysis-fundamentals","kind":"Skill","category":"Causal Inference & Analytics","summary":"Statistical analysis reference routes hypothesis testing, Bayesian analysis and causal methods to named packages.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"imewei/myclaude","website":"GitHub","packages":"plugins/science-suite/skills/statistical-analysis-fundamentals/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Statistical analysis reference routes hypothesis testing, Bayesian analysis and causal methods to named packages."],"limitation":"Guidance and external expert dependency; numerical correctness and causal identification not independently validated.","url":"https://github.com/imewei/myclaude","primarySourceURLs":["https://github.com/imewei/MyClaude/blob/04d110d88227f297d36548213c2be845ff93811b/plugins/science-suite/skills/statistical-analysis-fundamentals/SKILL.md"],"id":"RWE-0950","relevance":{"id":"RWE-0950","decision":"Core","rationale":"Hypothesis testing, Bayesian and causal-method routing provide general statistical support needed in outcomes research.","relevanceBasis":"Statistical analysis reference routes hypothesis testing, Bayesian analysis and causal methods to named packages.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/imewei/MyClaude/blob/04d110d88227f297d36548213c2be845ff93811b/plugins/science-suite/skills/statistical-analysis-fundamentals/SKILL.md"],"reviewGroup":"statistical-methods"}},{"name":"arjunrajlaboratory/mycelium — review","kind":"Skill","category":"Biomedical & Bioinformatics","summary":"Scientific code review workflow checks statistical assumptions, leakage and bioinformatics-specific analytical errors.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arjunrajlaboratory/mycelium","website":"GitHub","packages":"skills/review/SKILL.md","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Scientific code review workflow checks statistical assumptions, leakage and bioinformatics-specific analytical errors."],"limitation":"Checklist-based review rather than validated automated correctness proof; no code executed in registry review.","url":"https://github.com/arjunrajlaboratory/mycelium","primarySourceURLs":["https://github.com/arjunrajlaboratory/mycelium/blob/ab270c30a1b9a3a87116d9d3bd2d995e95c0da98/skills/review/SKILL.md"],"id":"RWE-0951","relevance":{"id":"RWE-0951","decision":"Core","rationale":"Checks for statistical assumptions and leakage directly support research analysis quality; bioinformatics-specific code review alone is not the core basis.","relevanceBasis":"Scientific code review workflow checks statistical assumptions, leakage and bioinformatics-specific analytical errors.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/arjunrajlaboratory/mycelium/blob/ab270c30a1b9a3a87116d9d3bd2d995e95c0da98/skills/review/SKILL.md"],"reviewGroup":"statistical-quality"}},{"name":"whyzsm/tiny-agents — medical-advice","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Selected PubMed and openFDA direct query examples provide literature and drug-information retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"whyzsm/tiny-agents","website":"GitHub","packages":"skills/medical-advice/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Selected PubMed and openFDA direct query examples provide literature and drug-information retrieval."],"limitation":"Eligibility restricted to retrieval operations; symptom interpretation and individualized medication advice are outside approved scope.","url":"https://github.com/whyzsm/tiny-agents","primarySourceURLs":["https://github.com/whyzsm/tiny-agents/blob/5cc11afed899f6a8bbe329bbad11a419f547e910/skills/medical-advice/SKILL.md"],"id":"RWE-0952","relevance":{"id":"RWE-0952","decision":"Core","rationale":"Retain the documented evidence function: Selected PubMed and openFDA direct query examples provide literature and drug-information retrieval. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Selected PubMed and openFDA direct query examples provide literature and drug-information retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/whyzsm/tiny-agents","https://github.com/whyzsm/tiny-agents/blob/5cc11afed899f6a8bbe329bbad11a419f547e910/skills/medical-advice/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"flaviogragnolati/coco — q-review-evidence","kind":"Skill","category":"RWE Data & Analytics","summary":"Bounded evidence audit workflow records claims, baselines, scope and gaps with read-only diagnostic output.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"flaviogragnolati/coco","website":"GitHub","packages":".agents/skills/q-review-evidence/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Bounded evidence audit workflow records claims, baselines, scope and gaps with read-only diagnostic output."],"limitation":"Requires q-core-contract companion attributed to flaviogragnolati/ai-workflow; not clinical or scientific certification.","url":"https://github.com/flaviogragnolati/coco","primarySourceURLs":["https://github.com/flaviogragnolati/coco/blob/3d6607506214e84cfda83a4f33a0f5110c1448f4/.agents/skills/q-review-evidence/SKILL.md"],"id":"RWE-0953","relevance":{"id":"RWE-0953","decision":"Core","rationale":"Bounded evidence audit workflow records claims, baselines, scope and gaps with read-only diagnostic output. Explicit claim, baseline, scope and gap audit supports bounded evidence appraisal; no certification is inferred.","relevanceBasis":"Bounded evidence audit workflow records claims, baselines, scope and gaps with read-only diagnostic output. Limits: Requires q-core-contract companion attributed to flaviogragnolati/ai-workflow; not clinical or scientific certification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/flaviogragnolati/coco/blob/3d6607506214e84cfda83a4f33a0f5110c1448f4/.agents/skills/q-review-evidence/SKILL.md"],"reviewGroup":"evidence-appraisal"}},{"name":"erongcao/histlit-research — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Historical scholarship retrieval tool specifies OpenAlex and Crossref search, history logs and Scholar link generation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"erongcao/histlit-research","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Historical scholarship retrieval tool specifies OpenAlex and Crossref search, history logs and Scholar link generation."],"limitation":"Scholar links are not API retrieval; historical scope and external API access constrain coverage.","url":"https://github.com/erongcao/histlit-research","primarySourceURLs":["https://github.com/erongcao/histlit-research/blob/84ec6ff573af94a5c7f0926943a36eb58987ab65/SKILL.md"],"id":"RWE-0955","relevance":{"id":"RWE-0955","decision":"Core","rationale":"Retain the documented evidence function: Historical scholarship retrieval tool specifies OpenAlex and Crossref search, history logs and Scholar link generation. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Historical scholarship retrieval tool specifies OpenAlex and Crossref search, history logs and Scholar link generation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/erongcao/histlit-research","https://github.com/erongcao/histlit-research/blob/84ec6ff573af94a5c7f0926943a36eb58987ab65/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"josetra44/openalex-mcp — openalex-researcher","kind":"Skill","category":"RWE Data & Analytics","summary":"OpenAlex MCP instruction component documents work, author, institution, source and aggregation operations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"josetra44/openalex-mcp","website":"GitHub","packages":"openalex-researcher/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["OpenAlex MCP instruction component documents work, author, institution, source and aggregation operations."],"limitation":"Database counts and access terms are version-dependent; citation counts do not measure evidence quality.","url":"https://github.com/josetra44/openalex-mcp","primarySourceURLs":["https://github.com/JOSETRA44/openalex-mcp/blob/9004f1a9ce84c7f5c57696603e3c97143a55a5fc/openalex-researcher/SKILL.md"],"id":"RWE-0957","relevance":{"id":"RWE-0957","decision":"Core","rationale":"OpenAlex MCP instruction component documents work, author, institution, source and aggregation operations. OpenAlex scholarly works and source metadata support evidence discovery; counts are not quality ratings.","relevanceBasis":"OpenAlex MCP instruction component documents work, author, institution, source and aggregation operations. Limits: Database counts and access terms are version-dependent; citation counts do not measure evidence quality.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/JOSETRA44/openalex-mcp/blob/9004f1a9ce84c7f5c57696603e3c97143a55a5fc/openalex-researcher/SKILL.md"],"reviewGroup":"scholarly-retrieval"}},{"name":"a5c-ai/babysitter — causal-inference-methods","kind":"Skill","category":"Causal Inference & Analytics","summary":"Causal methods instruction component outlines propensity, IV, DiD and RDD workflows.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"a5c-ai/babysitter","website":"GitHub","packages":"library/specializations/domains/social-sciences-humanities/social-sciences/skills/causal-inference-methods/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal methods instruction component outlines propensity, IV, DiD and RDD workflows."],"limitation":"Reference-level guidance requires identification assumptions and numerical implementation review. Other discovered, held or excluded components are outside this approval. Excluded from approval — elicit-research-assistant: Entire short Elicit description lists capabilities and four generic steps, but supplies no Elicit API endpoint, request/response schema or evidence-assessment method. Excluded from approval — pubmed-literature-miner: Full source lists mining capabilities and four broad guidelines but provides no tool call, script interface or operational screening/extraction procedure.","url":"https://github.com/a5c-ai/babysitter","primarySourceURLs":["https://github.com/a5c-ai/babysitter/blob/feb68abe397acc14f32b34984975c48fedba2b33/library/specializations/domains/social-sciences-humanities/social-sciences/skills/causal-inference-methods/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/5feae4af76013ed9175d2964de39473fce8dcfaa/mirrors/repos/a5c-ai@babysitter/library/specializations/domains/social-sciences-humanities/social-sciences/skills/causal-inference-methods/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/faebae1601281124e694a7a6be1a984e327c468b/mirrors/repos/a5c-ai@babysitter/library/specializations/domains/social-sciences-humanities/social-sciences/skills/causal-inference-methods/SKILL.md"],"id":"RWE-0959","relevance":{"id":"RWE-0959","decision":"Core","rationale":"Propensity, IV, DiD and RDD planning are explicit causal-method functions, requiring independent assumption and implementation review.","relevanceBasis":"Causal methods instruction component outlines propensity, IV, DiD and RDD workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/a5c-ai/babysitter/blob/feb68abe397acc14f32b34984975c48fedba2b33/library/specializations/domains/social-sciences-humanities/social-sciences/skills/causal-inference-methods/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/5feae4af76013ed9175d2964de39473fce8dcfaa/mirrors/repos/a5c-ai@babysitter/library/specializations/domains/social-sciences-humanities/social-sciences/skills/causal-inference-methods/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/faebae1601281124e694a7a6be1a984e327c468b/mirrors/repos/a5c-ai@babysitter/library/specializations/domains/social-sciences-humanities/social-sciences/skills/causal-inference-methods/SKILL.md"],"reviewGroup":"causal-methods"}},{"name":"dstolz/epsych2 — add-reference","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"EPsych publication curation resolves DOI/PMID metadata via Crossref and checks project relevance before bibliography insertion.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dstolz/epsych2","website":"GitHub","packages":".claude/skills/add-reference/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["EPsych publication curation resolves DOI/PMID metadata via Crossref and checks project relevance before bibliography insertion."],"limitation":"Repository-specific bibliography workflow with write side effects; citation existence is not claim support.","url":"https://github.com/dstolz/epsych2","primarySourceURLs":["https://github.com/dstolz/epsych2/blob/3c75970f580b4c9db8761ed852593279fa4ebcf1/.claude/skills/add-reference/SKILL.md"],"id":"RWE-0960","relevance":{"id":"RWE-0960","decision":"Core","rationale":"Retain the documented evidence function: EPsych publication curation resolves DOI/PMID metadata via Crossref and checks project relevance before bibliography insertion. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"EPsych publication curation resolves DOI/PMID metadata via Crossref and checks project relevance before bibliography insertion.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dstolz/epsych2","https://github.com/dstolz/epsych2/blob/3c75970f580b4c9db8761ed852593279fa4ebcf1/.claude/skills/add-reference/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"aiagentwithdhruv/skills — literature-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature research skill specifies PubMed query and downstream review scripts with structured output.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aiagentwithdhruv/skills","website":"GitHub","packages":"literature-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature research skill specifies PubMed query and downstream review scripts with structured output."],"limitation":"External script dependencies and generated review claims not runtime validated.","url":"https://github.com/aiagentwithdhruv/skills","primarySourceURLs":["https://github.com/aiagentwithdhruv/skills/blob/2f4c62c203b1279e82979f2d78776ce846e5a30c/literature-research/SKILL.md"],"id":"RWE-0961","relevance":{"id":"RWE-0961","decision":"Core","rationale":"Retain the documented evidence function: Literature research skill specifies PubMed query and downstream review scripts with structured output. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Literature research skill specifies PubMed query and downstream review scripts with structured output.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aiagentwithdhruv/skills","https://github.com/aiagentwithdhruv/skills/blob/2f4c62c203b1279e82979f2d78776ce846e5a30c/literature-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"profrandom92/comptext-monorepo-x — comptext-pipeline","kind":"Skill","category":"Clinical Data & Interoperability","summary":"FHIR preprocessing instructions describe deterministic compression and clinical-data mappings.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"profrandom92/comptext-monorepo-x","website":"GitHub","packages":".claude/skills/comptext-pipeline/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR preprocessing instructions describe deterministic compression and clinical-data mappings."],"limitation":"Reported compression percentages and preservation of safety-critical facts not independently validated; PHI removal requires separate assessment.","url":"https://github.com/profrandom92/comptext-monorepo-x","primarySourceURLs":["https://github.com/ProfRandom92/comptext-monorepo-X/blob/9015cb934ab9c1c7ad077d53c85e14bf3ce7c2d4/.claude/skills/comptext-pipeline/SKILL.md"],"id":"RWE-0962","relevance":{"id":"RWE-0962","decision":"Core","rationale":"FHIR preprocessing and clinical mappings support health-data preparation; compression and safety-preservation claims remain unvalidated.","relevanceBasis":"FHIR preprocessing instructions describe deterministic compression and clinical-data mappings.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ProfRandom92/comptext-monorepo-X/blob/9015cb934ab9c1c7ad077d53c85e14bf3ce7c2d4/.claude/skills/comptext-pipeline/SKILL.md"],"reviewGroup":"clinical-data-preparation"}},{"name":"lianglunping/rice-research-skills — paper-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scholarly search workflow uses paper-search-mcp CLI for public-source query, OA downloads and reproducibility logs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lianglunping/rice-research-skills","website":"GitHub","packages":"skills/writing/paper-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly search workflow uses paper-search-mcp CLI for public-source query, OA downloads and reproducibility logs."],"limitation":"Rice research context does not limit generic bibliographic interface; access rights and source coverage remain bounded.","url":"https://github.com/lianglunping/rice-research-skills","primarySourceURLs":["https://github.com/lianglunping/rice-research-skills/blob/4dc91de0af9b9e545404e3a8bdf7e254325bbfa0/skills/writing/paper-search/SKILL.md"],"id":"RWE-0963","relevance":{"id":"RWE-0963","decision":"Core","rationale":"Retain the documented evidence function: Scholarly search workflow uses paper-search-mcp CLI for public-source query, OA downloads and reproducibility logs. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Scholarly search workflow uses paper-search-mcp CLI for public-source query, OA downloads and reproducibility logs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lianglunping/rice-research-skills","https://github.com/lianglunping/rice-research-skills/blob/4dc91de0af9b9e545404e3a8bdf7e254325bbfa0/skills/writing/paper-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"jiayiv/question_mixing — public-02-claude-skills-main-research-litreview-agents-cs-litreview-fbfcfba3","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature orientation command specifies PubMed/OpenAlex reconnaissance, framework selection and evidence reporting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jiayiv/question_mixing","website":"GitHub","packages":"skills/public-02-claude-skills-main-research-litreview-agents-cs-litreview-fbfcfba3/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature orientation command specifies PubMed/OpenAlex reconnaissance, framework selection and evidence reporting."],"limitation":"Copied command reconciles to alirezarezvani primary family; depth budgets are exploratory, not exhaustive coverage. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/jiayiv/question_mixing","primarySourceURLs":["https://github.com/JiayiV/question_mixing/blob/068c2486ccc0f8d200a3db4d21ec137064eda3b4/skills/public-02-claude-skills-main-research-litreview-agents-cs-litreview-fbfcfba3/SKILL.md"],"id":"RWE-0964","relevance":{"id":"RWE-0964","decision":"Core","rationale":"Retain the documented evidence function: Literature orientation command specifies PubMed/OpenAlex reconnaissance, framework selection and evidence reporting. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Literature orientation command specifies PubMed/OpenAlex reconnaissance, framework selection and evidence reporting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jiayiv/question_mixing","https://github.com/JiayiV/question_mixing/blob/068c2486ccc0f8d200a3db4d21ec137064eda3b4/skills/public-02-claude-skills-main-research-litreview-agents-cs-litreview-fbfcfba3/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"intelligent-internet/ii-commons-skills — ii-commons","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"II-Commons component documents corpus freshness checks and arXiv/PubMed/PMC retrieval of metadata or text.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"intelligent-internet/ii-commons-skills","website":"GitHub","packages":"ii-commons/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["II-Commons component documents corpus freshness checks and arXiv/PubMed/PMC retrieval of metadata or text."],"limitation":"Freshness cutoffs and indexed corpus constrain coverage; deterministic retrieval is not evidence certainty.","url":"https://github.com/intelligent-internet/ii-commons-skills","primarySourceURLs":["https://github.com/n2g7/agent-skills/blob/ea938ba62c5eb9c22b67ab8c10cd317a50392566/ii-commons/SKILL.md"],"id":"RWE-0965","relevance":{"id":"RWE-0965","decision":"Core","rationale":"Retain the documented evidence function: II-Commons component documents corpus freshness checks and arXiv/PubMed/PMC retrieval of metadata or text. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"II-Commons component documents corpus freshness checks and arXiv/PubMed/PMC retrieval of metadata or text.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/intelligent-internet/ii-commons-skills","https://github.com/n2g7/agent-skills/blob/ea938ba62c5eb9c22b67ab8c10cd317a50392566/ii-commons/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"aidbox/examples — aidbox-dashboard","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Aidbox dashboard instructions flatten FHIR via ViewDefinitions and materialized SQL for charts.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aidbox/examples","website":"GitHub","packages":"developer-experience/agentic-coding-dashboard/.claude/skills/aidbox-dashboard/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Aidbox dashboard instructions flatten FHIR via ViewDefinitions and materialized SQL for charts."],"limitation":"Requires local Aidbox infrastructure; structural views do not validate cohort definitions or clinical interpretation.","url":"https://github.com/aidbox/examples","primarySourceURLs":["https://github.com/Aidbox/examples/blob/6e9affb9d5b700afd12b22990e002343faab5691/developer-experience/agentic-coding-dashboard/.claude/skills/aidbox-dashboard/SKILL.md"],"id":"RWE-0966","relevance":{"id":"RWE-0966","decision":"Core","rationale":"FHIR ViewDefinitions and SQL flattening prepare clinical records for analysis; charting does not validate cohorts.","relevanceBasis":"Aidbox dashboard instructions flatten FHIR via ViewDefinitions and materialized SQL for charts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Aidbox/examples/blob/6e9affb9d5b700afd12b22990e002343faab5691/developer-experience/agentic-coding-dashboard/.claude/skills/aidbox-dashboard/SKILL.md"],"reviewGroup":"clinical-interoperability"}},{"name":"phife726/ds_agent — ds-causal-inference","kind":"Skill","category":"Causal Inference & Analytics","summary":"Causal analysis workflow distinguishes intervention effects and experiment design from prediction.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"phife726/ds_agent","website":"GitHub","packages":"ds-causal-inference/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal analysis workflow distinguishes intervention effects and experiment design from prediction."],"limitation":"Business examples; eligibility limited to reusable causal-method guidance with assumptions and external statistical validation.","url":"https://github.com/phife726/ds_agent","primarySourceURLs":["https://github.com/Phife726/ds_agent/blob/9647d62a09f3560c6d2649b5250f06735884deb4/ds-causal-inference/SKILL.md"],"id":"RWE-0967","relevance":{"id":"RWE-0967","decision":"Core","rationale":"Reusable intervention-effect and experiment-design guidance is methodological support even when illustrated with business examples.","relevanceBasis":"Causal analysis workflow distinguishes intervention effects and experiment design from prediction.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Phife726/ds_agent/blob/9647d62a09f3560c6d2649b5250f06735884deb4/ds-causal-inference/SKILL.md"],"reviewGroup":"causal-methods"}},{"name":"jameszor/antigravity — science-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Antigravity science workflow dispatches named MCP planning, fan-out and digest tools across bibliographic and biomedical databases.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jameszor/antigravity","website":"GitHub","packages":"skills/science-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Antigravity science workflow dispatches named MCP planning, fan-out and digest tools across bibliographic and biomedical databases."],"limitation":"Requires connected backend; verification steps reduce but cannot guarantee absence of fabricated identifiers.","url":"https://github.com/jameszor/antigravity","primarySourceURLs":["https://github.com/JamesZor/antigravity/blob/749b1dd3777f5fab4eec4e42ea55736375850f4f/skills/science-research/SKILL.md"],"id":"RWE-0968","relevance":{"id":"RWE-0968","decision":"Core","rationale":"Retain the documented evidence function: Antigravity science workflow dispatches named MCP planning, fan-out and digest tools across bibliographic and biomedical databases. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Antigravity science workflow dispatches named MCP planning, fan-out and digest tools across bibliographic and biomedical databases.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jameszor/antigravity","https://github.com/JamesZor/antigravity/blob/749b1dd3777f5fab4eec4e42ea55736375850f4f/skills/science-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"aaione/everything-claude-code-zh — scientific-thinking-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Chinese literature-review instructions structure question, search plan, screening and evidence logging.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aaione/everything-claude-code-zh","website":"GitHub","packages":"skills/scientific-thinking-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Chinese literature-review instructions structure question, search plan, screening and evidence logging."],"limitation":"Instruction-level adaptation; review completeness and quantitative synthesis are not independently validated.","url":"https://github.com/aaione/everything-claude-code-zh","primarySourceURLs":["https://github.com/aaione/everything-claude-code-zh/blob/86d567df151aaee929eb7f6c66e84ad7e1543af6/skills/scientific-thinking-literature-review/SKILL.md"],"id":"RWE-0969","relevance":{"id":"RWE-0969","decision":"Core","rationale":"Retain the documented evidence function: Chinese literature-review instructions structure question, search plan, screening and evidence logging. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Chinese literature-review instructions structure question, search plan, screening and evidence logging.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aaione/everything-claude-code-zh","https://github.com/aaione/everything-claude-code-zh/blob/86d567df151aaee929eb7f6c66e84ad7e1543af6/skills/scientific-thinking-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"clinical-quality-artifical-intelligence/nhs-clinical-safety-skills — review-fhir","kind":"Skill","category":"OMOP & terminology","summary":"UK FHIR review workflow checks terminology bindings, profiles and implementation-guide conformance.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"clinical-quality-artifical-intelligence/nhs-clinical-safety-skills","website":"GitHub","packages":"skills/review-fhir/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["UK FHIR review workflow checks terminology bindings, profiles and implementation-guide conformance."],"limitation":"Scored checklist is not certification; standards versions and clinical mappings require specialist review. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/clinical-quality-artifical-intelligence/nhs-clinical-safety-skills","primarySourceURLs":["https://github.com/Clinical-Quality-Artifical-Intelligence/nhs-clinical-safety-skills/blob/50edb873a085fb36262e455776e3c5357659d676/skills/review-fhir/SKILL.md"],"id":"RWE-0970","relevance":{"id":"RWE-0970","decision":"Core","rationale":"UK FHIR terminology binding and profile review directly support clinical-data interoperability, not certification.","relevanceBasis":"UK FHIR review workflow checks terminology bindings, profiles and implementation-guide conformance.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Clinical-Quality-Artifical-Intelligence/nhs-clinical-safety-skills/blob/50edb873a085fb36262e455776e3c5357659d676/skills/review-fhir/SKILL.md"],"reviewGroup":"clinical-terminology"}},{"name":"brycewang-stanford/auto-empirical-research-skills — lifelines","kind":"Skill","category":"RWE Data & Analytics","summary":"Curated lifelines survival-analysis examples","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"brycewang-stanford/auto-empirical-research-skills","website":"GitHub","packages":"skills/63-tondevrel-scientific-agent-skills/lifelines/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Curated lifelines survival-analysis examples","Kaplan-Meier and Cox-model instruction workflow"],"limitation":"Imported component path identifies tondevrel scientific-agent-skills. Numerical behavior, censoring assumptions and package versions were not independently tested; collection-wide capabilities are not inferred.","url":"https://github.com/brycewang-stanford/auto-empirical-research-skills","primarySourceURLs":["https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/blob/d31f17f0e26a2086a3efa6d982d7fc089fed33ce/skills/63-tondevrel-scientific-agent-skills/lifelines/SKILL.md"],"id":"RWE-0971","relevance":{"id":"RWE-0971","decision":"Core","rationale":"Curated lifelines survival-analysis examples. Kaplan-Meier and Cox survival workflows are necessary outcomes-analysis methods; imported provenance and assumptions remain explicit.","relevanceBasis":"Curated lifelines survival-analysis examples Limits: Imported component path identifies tondevrel scientific-agent-skills. Numerical behavior, censoring assumptions and package versions were not independently tested; collection-wide capabilities are not inferred.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/blob/d31f17f0e26a2086a3efa6d982d7fc089fed33ce/skills/63-tondevrel-scientific-agent-skills/lifelines/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"luis195f/handover — handover-fhir-guard","kind":"Skill","category":"OMOP & terminology","summary":"HANDOVER FHIR guard reviews resource mapping, terminology and bundle contract changes.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"luis195f/handover","website":"GitHub","packages":".agents/skills/handover-fhir-guard/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["HANDOVER FHIR guard reviews resource mapping, terminology and bundle contract changes."],"limitation":"Repository-specific structural review; no research inference or clinical validation.","url":"https://github.com/luis195f/handover","primarySourceURLs":["https://github.com/Luis195f/HANDOVER/blob/a0c31ec5360ebdeb5ee940b983fce86957053633/.agents/skills/handover-fhir-guard/SKILL.md"],"id":"RWE-0972","relevance":{"id":"RWE-0972","decision":"Core","rationale":"FHIR resource, terminology and bundle contract review supports clinical-data engineering despite being repository-specific.","relevanceBasis":"HANDOVER FHIR guard reviews resource mapping, terminology and bundle contract changes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Luis195f/HANDOVER/blob/a0c31ec5360ebdeb5ee940b983fce86957053633/.agents/skills/handover-fhir-guard/SKILL.md"],"reviewGroup":"clinical-interoperability"}},{"name":"neekware/dojo-skills — senior-data-scientist","kind":"Skill","category":"RWE Data & Analytics","summary":"Statistical reference workflow supplies A/B design and DiD analysis examples.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"neekware/dojo-skills","website":"GitHub","packages":"artifacts/bundle/skills/engineering-team/senior-data-scientist/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Statistical reference workflow supplies A/B design and DiD analysis examples."],"limitation":"Code shipped as Markdown, requires extraction and independent review; no estimator validation performed.","url":"https://github.com/neekware/dojo-skills","primarySourceURLs":["https://github.com/neekware/dojo-skills/blob/985851f334ab41225888b55d925d3aadba819a13/artifacts/bundle/skills/engineering-team/senior-data-scientist/SKILL.md"],"id":"RWE-0973","relevance":{"id":"RWE-0973","decision":"Core","rationale":"Statistical reference workflow supplies A/B design and DiD analysis examples. Actual A/B design and DiD examples establish experimental and causal-method relevance despite generic skill branding.","relevanceBasis":"Statistical reference workflow supplies A/B design and DiD analysis examples. Limits: Code shipped as Markdown, requires extraction and independent review; no estimator validation performed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/neekware/dojo-skills/blob/985851f334ab41225888b55d925d3aadba819a13/artifacts/bundle/skills/engineering-team/senior-data-scientist/SKILL.md"],"reviewGroup":"causal-method"}},{"name":"david-li0406/meta-skill-evloving — extraction-form, paper-search, pubmed-paper-exploration and other reviewed components","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skill-flow/data/skills-refined-agentskillos-36k/skillsmp/extraction-form/SKILL.md: Protocol-locked systematic review extraction form writes study fields to CSV after screening.; skill-flow/data/skills-refined-36k/skillsmp/paper-search/SKILL.md: Paper search instructions cover scholarly source selection and citation discovery.; skill-flow/data/skills-refined-skillclaw-36k/skillsmp/pubmed-paper-exploration/SKILL.md: PubMed seed-paper workflow explores references, related and citing papers with structured outputs. Additional reviewed component details are listed below.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"david-li0406/meta-skill-evloving","website":"GitHub","packages":"skill-flow/data/skills-refined-agentskillos-36k/skillsmp/extraction-form/SKILL.md; skill-flow/data/skills-refined-36k/skillsmp/paper-search/SKILL.md; skill-flow/data/skills-refined-skillclaw-36k/skillsmp/pubmed-paper-exploration/SKILL.md; skill-flow/data/skills-refined-36k/skillsmp/merged-40b8c21e900b1aa4-gwas-database/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skill-flow/data/skills-refined-agentskillos-36k/skillsmp/extraction-form/SKILL.md: Protocol-locked systematic review extraction form writes study fields to CSV after screening.","skill-flow/data/skills-refined-36k/skillsmp/paper-search/SKILL.md: Paper search instructions cover scholarly source selection and citation discovery.","skill-flow/data/skills-refined-skillclaw-36k/skillsmp/pubmed-paper-exploration/SKILL.md: PubMed seed-paper workflow explores references, related and citing papers with structured outputs.","skill-flow/data/skills-refined-36k/skillsmp/merged-40b8c21e900b1aa4-gwas-database/SKILL.md: Retrieve SNP-trait associations, study metadata and summary statistics."],"limitation":"extraction-form: Data extraction guidance only; source accuracy and inter-reviewer agreement not established. paper-search: Instruction-only workflow; heuristic quality filtering is not validated evidence appraisal. pubmed-paper-exploration: Citation graph coverage incomplete and relevance subjective; copied component should retain canonical provenance. merged-40b8c21e900b1aa4-gwas-database: API examples untested; copy provenance not inferred from familiar content. Other discovered, held or excluded components are outside this approval. Excluded from approval — clinical-reports: Short clinical-report component offers broad compliance claims and copied schematic requirement without resolved primary workflow. Excluded from approval — data-scientist: Data-scientist document is almost entirely trigger and expertise description without operational workflow.","url":"https://github.com/david-li0406/meta-skill-evloving","primarySourceURLs":["https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-agentskillos-36k/skillsmp/extraction-form/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-36k/skillsmp/paper-search/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-skillclaw-36k/skillsmp/pubmed-paper-exploration/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-36k/skillsmp/merged-40b8c21e900b1aa4-gwas-database/SKILL.md"],"id":"RWE-0974","relevance":{"id":"RWE-0974","decision":"Core","rationale":"Retain the documented evidence function: Systematic-review extraction form, scholarly/PubMed search and citation exploration only; GWAS molecular association retrieval does not independently qualify. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Systematic-review extraction form, scholarly/PubMed search and citation exploration only; GWAS molecular association retrieval does not independently qualify.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/david-li0406/meta-skill-evloving","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-agentskillos-36k/skillsmp/extraction-form/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-36k/skillsmp/paper-search/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-skillclaw-36k/skillsmp/pubmed-paper-exploration/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-36k/skillsmp/merged-40b8c21e900b1aa4-gwas-database/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"mskcc/irisai — clinical-biostatistics","kind":"Skill","category":"RWE Data & Analytics","summary":"MSKCC clinical biostatistics instructions cover survival, competing risks, biomarker calibration and power with censoring guards.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mskcc/irisai","website":"GitHub","packages":"skills/clinical-biostatistics/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["MSKCC clinical biostatistics instructions cover survival, competing risks, biomarker calibration and power with censoring guards."],"limitation":"Requires analysis tools and assumption checks; no runtime or clinical performance validation.","url":"https://github.com/mskcc/irisai","primarySourceURLs":["https://github.com/mskcc/IrisAI/blob/62483cabf0d45fb5cedf626625e7de79cd59cd74/skills/clinical-biostatistics/SKILL.md"],"id":"RWE-0975","relevance":{"id":"RWE-0975","decision":"Core","rationale":"MSKCC clinical biostatistics instructions cover survival, competing risks, biomarker calibration and power with censoring guards. Survival, competing risks, calibration and censoring-aware power directly support clinical biostatistics.","relevanceBasis":"MSKCC clinical biostatistics instructions cover survival, competing risks, biomarker calibration and power with censoring guards. Limits: Requires analysis tools and assumption checks; no runtime or clinical performance validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mskcc/IrisAI/blob/62483cabf0d45fb5cedf626625e7de79cd59cd74/skills/clinical-biostatistics/SKILL.md"],"reviewGroup":"clinical-biostatistics"}},{"name":"databio/everyday-genomics — root skill","kind":"Skill","category":"Biomedical & Bioinformatics","summary":"Everyday Genomics API workflow retrieves monthly PubMed, trial and SRA counts for plots.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"databio/everyday-genomics","website":"GitHub","packages":"SKILL.md","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Everyday Genomics API workflow retrieves monthly PubMed, trial and SRA counts for plots."],"limitation":"Counts reflect configured queries and refresh dates, not research quality or clinical adoption.","url":"https://github.com/databio/everyday-genomics","primarySourceURLs":["https://github.com/databio/everyday-genomics/blob/fe4d810ec1d20b019b2d74a1427bf30a2ac4016a/SKILL.md"],"id":"RWE-0976","relevance":{"id":"RWE-0976","decision":"Core","rationale":"PubMed and trial query-count retrieval supports bounded research discovery; counts are not evidence quality or adoption measures.","relevanceBasis":"Everyday Genomics API workflow retrieves monthly PubMed, trial and SRA counts for plots.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/databio/everyday-genomics/blob/fe4d810ec1d20b019b2d74a1427bf30a2ac4016a/SKILL.md"],"reviewGroup":"scholarly-trial-discovery"}},{"name":"boom5426/nature-paper-skills — reference-audit-guide","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/optional/reference-audit-guide/SKILL.md: Reference audit workflow verifies metadata against Crossref, Semantic Scholar, arXiv and PubMed.; https://github.com/Boom5426/Nature-Paper-Skills: Plan claim-aligned figures, verify citations, audit reporting and prepare manuscript revisions and replies.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"boom5426/nature-paper-skills","website":"GitHub","packages":"skills/optional/reference-audit-guide/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/optional/reference-audit-guide/SKILL.md: Reference audit workflow verifies metadata against Crossref, Semantic Scholar, arXiv and PubMed.","https://github.com/Boom5426/Nature-Paper-Skills: Plan claim-aligned figures, verify citations, audit reporting and prepare manuscript revisions and replies."],"limitation":"reference-audit-guide: Existence verification distinct from whether a paper supports the cited claim; scripts unexecuted. https://github.com/Boom5426/Nature-Paper-Skills: Third-party/vendored components need attribution; no Nature endorsement or publication guarantee.","url":"https://github.com/boom5426/nature-paper-skills","primarySourceURLs":["https://github.com/Boom5426/Nature-Paper-Skills/blob/cd0894f24b8739a5ba4197f4a2323c7828fac05d/skills/optional/reference-audit-guide/SKILL.md","https://raw.githubusercontent.com/Boom5426/Nature-Paper-Skills/main/README.md","https://github.com/Boom5426/Nature-Paper-Skills"],"id":"RWE-0977","relevance":{"id":"RWE-0977","decision":"Core","rationale":"Retain only the documented evidence function: Crossref/Semantic Scholar/arXiv/PubMed reference identity verification only; figure planning and manuscript/reply production excluded. Coverage and validation limitations remain in force.","relevanceBasis":"Crossref/Semantic Scholar/arXiv/PubMed reference identity verification only; figure planning and manuscript/reply production excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/boom5426/nature-paper-skills","https://github.com/Boom5426/Nature-Paper-Skills/blob/cd0894f24b8739a5ba4197f4a2323c7828fac05d/skills/optional/reference-audit-guide/SKILL.md","https://raw.githubusercontent.com/Boom5426/Nature-Paper-Skills/main/README.md","https://github.com/Boom5426/Nature-Paper-Skills"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"yudame/research — perplexity-deep-research","kind":"Skill","category":"RWE Data & Analytics","summary":"Perplexity API workflow supports synchronous or asynchronous academic research reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yudame/research","website":"GitHub","packages":".claude/skills/perplexity-deep-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Perplexity API workflow supports synchronous or asynchronous academic research reports."],"limitation":"Hosted service and author-local paths need configuration; generated citations and retrieval coverage need verification.","url":"https://github.com/yudame/research","primarySourceURLs":["https://github.com/yudame/research/blob/4a5d2ed203b8c44669a243fc0ed8131bd017e967/.claude/skills/perplexity-deep-research/SKILL.md"],"id":"RWE-0978","relevance":{"id":"RWE-0978","decision":"Core","rationale":"Perplexity API workflow supports synchronous or asynchronous academic research reports. Academic report retrieval through Perplexity supports evidence discovery, requiring citation and coverage verification.","relevanceBasis":"Perplexity API workflow supports synchronous or asynchronous academic research reports. Limits: Hosted service and author-local paths need configuration; generated citations and retrieval coverage need verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yudame/research/blob/4a5d2ed203b8c44669a243fc0ed8131bd017e967/.claude/skills/perplexity-deep-research/SKILL.md"],"reviewGroup":"scholarly-retrieval"}},{"name":"1mangesh1/hipaa-guardian — hipaa-guardian","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Health-data privacy audit instructions scan FHIR, HL7 and logs for identifiers and leakage patterns.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"1mangesh1/hipaa-guardian","website":"GitHub","packages":"skills/hipaa-guardian/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Health-data privacy audit instructions scan FHIR, HL7 and logs for identifiers and leakage patterns."],"limitation":"Pattern matching cannot certify de-identification or HIPAA compliance; false positives and omissions need review.","url":"https://github.com/1mangesh1/hipaa-guardian","primarySourceURLs":["https://github.com/1Mangesh1/hipaa-guardian/blob/391c34c3ca6329cc96325680dda5298e1d541f9d/skills/hipaa-guardian/SKILL.md"],"id":"RWE-0979","relevance":{"id":"RWE-0979","decision":"Core","rationale":"FHIR/HL7/log identifier checks directly support handling clinical research data; pattern scans cannot certify de-identification.","relevanceBasis":"Health-data privacy audit instructions scan FHIR, HL7 and logs for identifiers and leakage patterns.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/1Mangesh1/hipaa-guardian/blob/391c34c3ca6329cc96325680dda5298e1d541f9d/skills/hipaa-guardian/SKILL.md"],"reviewGroup":"health-data-privacy"}},{"name":"api-evangelist/medblocks — medblocks-skill","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Medblocks integration instructions specify consented longitudinal health record access and FHIR pagination.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"api-evangelist/medblocks","website":"GitHub","packages":"skills/medblocks-skill.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Medblocks integration instructions specify consented longitudinal health record access and FHIR pagination."],"limitation":"Third-party integration documentation requires live provider contract verification; no data access or backend test performed.","url":"https://github.com/api-evangelist/medblocks","primarySourceURLs":["https://github.com/api-evangelist/medblocks/blob/18bbff29be2d2261ab5c1874ec1955b997c2449f/skills/medblocks-skill.md"],"id":"RWE-0980","relevance":{"id":"RWE-0980","decision":"Core","rationale":"Consented longitudinal health-record access with FHIR pagination is explicit clinical-data infrastructure.","relevanceBasis":"Medblocks integration instructions specify consented longitudinal health record access and FHIR pagination.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/api-evangelist/medblocks/blob/18bbff29be2d2261ab5c1874ec1955b997c2449f/skills/medblocks-skill.md"],"reviewGroup":"clinical-record-access"}},{"name":"dianel555/dskills — literature-searcher","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature Searcher documents multi-index search, deduplication, OA download, topic monitoring and coverage analysis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dianel555/dskills","website":"GitHub","packages":"skills/literature-searcher/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature Searcher documents multi-index search, deduplication, OA download, topic monitoring and coverage analysis."],"limitation":"External API coverage and classification quality not validated; optional Scopus access required.","url":"https://github.com/dianel555/dskills","primarySourceURLs":["https://github.com/Dianel555/DSkills/blob/913652ad9d430e78ed2f83f5d560cf4220614595/skills/literature-searcher/SKILL.md"],"id":"RWE-0981","relevance":{"id":"RWE-0981","decision":"Core","rationale":"Retain the documented evidence function: Literature Searcher documents multi-index search, deduplication, OA download, topic monitoring and coverage analysis. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Literature Searcher documents multi-index search, deduplication, OA download, topic monitoring and coverage analysis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dianel555/dskills","https://github.com/Dianel555/DSkills/blob/913652ad9d430e78ed2f83f5d560cf4220614595/skills/literature-searcher/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"fdu-ins/insurance-skills — claims-eob, trialsim","kind":"Skill collection","category":"Pharmacovigilance & safety","summary":"Reviewed components: Skills/claims-eob/SKILL.md: FHIR claim, response and EOB generation instructions specify linked billing resources.; Skills/healthsim-2/trialsim/SKILL.md: TrialSim instructions define synthetic trial subjects, visits, adverse events and efficacy schemas.; Skills/healthsim/skills/trialsim/SKILL.md: Generate synthetic trial cohorts and adverse-event/efficacy test datasets.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fdu-ins/insurance-skills","website":"GitHub","packages":"Skills/claims-eob/SKILL.md; Skills/healthsim-2/trialsim/SKILL.md; Skills/healthsim/skills/trialsim/SKILL.md","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Skills/claims-eob/SKILL.md: FHIR claim, response and EOB generation instructions specify linked billing resources.","Skills/healthsim-2/trialsim/SKILL.md: TrialSim instructions define synthetic trial subjects, visits, adverse events and efficacy schemas.","Skills/healthsim/skills/trialsim/SKILL.md: Generate synthetic trial cohorts and adverse-event/efficacy test datasets."],"limitation":"claims-eob: Structural synthetic data preparation only; billing correctness and research validity not established. Skills/healthsim-2/trialsim/SKILL.md: Active development; synthetic realism and CDISC conformance not validated and data are not empirical trial evidence. Skills/healthsim/skills/trialsim/SKILL.md: Active-development instructional generator; not empirical patient evidence or validated CDISC compliance. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/fdu-ins/insurance-skills","primarySourceURLs":["https://github.com/FDU-INS/Insurance-Skills/blob/b22eca2e974f918ce591c5b2bd829fb7510e0191/Skills/claims-eob/SKILL.md","https://github.com/FDU-INS/Insurance-Skills/blob/b22eca2e974f918ce591c5b2bd829fb7510e0191/Skills/healthsim-2/trialsim/SKILL.md","https://github.com/mark64oswald/healthsim-agent/blob/c1916b6a9659c9b542efcf11ff1dd15f63f04282/skills/trialsim/SKILL.md","https://github.com/FDU-INS/Insurance-Skills/blob/b22eca2e974f918ce591c5b2bd829fb7510e0191/Skills/healthsim/skills/trialsim/SKILL.md","https://github.com/mark64oswald/healthsim-workspace/blob/c90392897a88af33b25c4633d4d3dec35cb135cf/skills/trialsim/SKILL.md"],"id":"RWE-0982","relevance":{"id":"RWE-0982","decision":"Core","rationale":"Explicit trial adverse-event/efficacy and FHIR claims schemas support clinical research pipeline testing; synthetic data are not empirical evidence.","relevanceBasis":"Skills/claims-eob/SKILL.md: FHIR claim, response and EOB generation instructions specify linked billing resources.; Skills/healthsim-2/trialsim/SKILL.md: TrialSim instructions define synthetic trial subjects, visits, adverse events and efficacy schemas.; Skills/healthsim/skills/trialsim/SKILL.md: Generate synthetic trial cohorts and adverse-event/efficacy test datasets.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/FDU-INS/Insurance-Skills/blob/b22eca2e974f918ce591c5b2bd829fb7510e0191/Skills/claims-eob/SKILL.md","https://github.com/FDU-INS/Insurance-Skills/blob/b22eca2e974f918ce591c5b2bd829fb7510e0191/Skills/healthsim-2/trialsim/SKILL.md","https://github.com/mark64oswald/healthsim-agent/blob/c1916b6a9659c9b542efcf11ff1dd15f63f04282/skills/trialsim/SKILL.md","https://github.com/FDU-INS/Insurance-Skills/blob/b22eca2e974f918ce591c5b2bd829fb7510e0191/Skills/healthsim/skills/trialsim/SKILL.md","https://github.com/mark64oswald/healthsim-workspace/blob/c90392897a88af33b25c4633d4d3dec35cb135cf/skills/trialsim/SKILL.md"],"reviewGroup":"clinical-synthetic-data"}},{"name":"valency-oss/valency-gemini-skills — similar","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Valency similar-paper workflow resolves identifiers, semantic neighbors and missing metadata through MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"valency-oss/valency-gemini-skills","website":"GitHub","packages":"skills/similar/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Valency similar-paper workflow resolves identifiers, semantic neighbors and missing metadata through MCP."],"limitation":"Similarity ranking is discovery only; external server and corpus availability required.","url":"https://github.com/valency-oss/valency-gemini-skills","primarySourceURLs":["https://github.com/valency-oss/valency-gemini-skills/blob/36ee69822572d51609a3acd9e37fc6ab2181ff2b/skills/similar/SKILL.md"],"id":"RWE-0984","relevance":{"id":"RWE-0984","decision":"Core","rationale":"Retain the documented evidence function: Valency similar-paper workflow resolves identifiers, semantic neighbors and missing metadata through MCP. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Valency similar-paper workflow resolves identifiers, semantic neighbors and missing metadata through MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/valency-oss/valency-gemini-skills","https://github.com/valency-oss/valency-gemini-skills/blob/36ee69822572d51609a3acd9e37fc6ab2181ff2b/skills/similar/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"lazyagi/lazymind — systematic-document-and-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Document and literature synthesis workflow gathers arXiv, knowledge-base or URL sources and extracts structured findings.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lazyagi/lazymind","website":"GitHub","packages":"skills/review/systematic-document-and-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Document and literature synthesis workflow gathers arXiv, knowledge-base or URL sources and extracts structured findings."],"limitation":"Context-limited synthesis is not comprehensive systematic review; source coverage must be reported.","url":"https://github.com/lazyagi/lazymind","primarySourceURLs":["https://github.com/LazyAGI/LazyMind/blob/4b3cf968ad393cae28ceaa264e926c5c304d50f3/skills/review/systematic-document-and-literature-review/SKILL.md"],"id":"RWE-0985","relevance":{"id":"RWE-0985","decision":"Core","rationale":"Retain the documented evidence function: Document and literature synthesis workflow gathers arXiv, knowledge-base or URL sources and extracts structured findings. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Document and literature synthesis workflow gathers arXiv, knowledge-base or URL sources and extracts structured findings.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lazyagi/lazymind","https://github.com/LazyAGI/LazyMind/blob/4b3cf968ad393cae28ceaa264e926c5c304d50f3/skills/review/systematic-document-and-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"langchain-samples/patient-call-analysis — adverse-event-reporting-guidelines","kind":"Skill","category":"Pharmacovigilance & safety","summary":"Patient-call analysis guideline component checks adverse-event and technical-complaint documentation.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"langchain-samples/patient-call-analysis","website":"GitHub","packages":"agent/skills/adverse-event-reporting-guidelines/SKILL.md","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Patient-call analysis guideline component checks adverse-event and technical-complaint documentation."],"limitation":"Temporal association alone does not establish drug causality; jurisdiction-specific reporting obligations require review. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/langchain-samples/patient-call-analysis","primarySourceURLs":["https://github.com/langchain-samples/patient-call-analysis/blob/4dfb8825834b262a0b439b52dc1185c3171457b8/agent/skills/adverse-event-reporting-guidelines/SKILL.md"],"id":"RWE-0986","relevance":{"id":"RWE-0986","decision":"Core","rationale":"Patient-call adverse-event documentation directly supports safety reporting without proving drug causality.","relevanceBasis":"Patient-call analysis guideline component checks adverse-event and technical-complaint documentation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/langchain-samples/patient-call-analysis/blob/4dfb8825834b262a0b439b52dc1185c3171457b8/agent/skills/adverse-event-reporting-guidelines/SKILL.md"],"reviewGroup":"pharmacovigilance"}},{"name":"lgili/skillex — research-pubmed","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed E-utilities instruction workflow retrieves citation metadata and abstracts with query syntax references.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lgili/skillex","website":"GitHub","packages":"skills/research-pubmed/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed E-utilities instruction workflow retrieves citation metadata and abstracts with query syntax references."],"limitation":"PubMed contains varied publication types; indexing does not guarantee peer review or evidence quality.","url":"https://github.com/lgili/skillex","primarySourceURLs":["https://github.com/lgili/skillex/blob/522ee1027dd973f7a43821397a778ad7da7b5f42/skills/research-pubmed/SKILL.md"],"id":"RWE-0988","relevance":{"id":"RWE-0988","decision":"Core","rationale":"Retain the documented evidence function: PubMed E-utilities instruction workflow retrieves citation metadata and abstracts with query syntax references. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"PubMed E-utilities instruction workflow retrieves citation metadata and abstracts with query syntax references.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lgili/skillex","https://github.com/lgili/skillex/blob/522ee1027dd973f7a43821397a778ad7da7b5f42/skills/research-pubmed/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"fhir-questionnaire — fhir-questionnaire","kind":"Skill","category":"OMOP & terminology","summary":"FHIR Questionnaire drafting and terminology-search guidance","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"GitHub","packages":"public/skills/elmariachi111/fhir-questionnaire/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["FHIR Questionnaire drafting and terminology-search guidance"],"limitation":"Documentation-level review only; referenced scripts and external APIs not runtime-tested. API response includes version 0.2.4. No license claim; citation completeness, terminology suitability and retrieval coverage are not validated.","url":"https://github.com/Demerzels-lab/elsamultiskillagent/blob/f45fcb5e73f2335658ba629bf17887f5895c7ccf/public/skills/elmariachi111/fhir-questionnaire/SKILL.md","primarySourceURLs":["https://github.com/Demerzels-lab/elsamultiskillagent/blob/f45fcb5e73f2335658ba629bf17887f5895c7ccf/public/skills/elmariachi111/fhir-questionnaire/SKILL.md"],"id":"RWE-0989","relevance":{"id":"RWE-0989","decision":"Core","rationale":"FHIR questionnaire drafting and terminology search support structured clinical data collection; measurement validity is not established.","relevanceBasis":"FHIR Questionnaire drafting and terminology-search guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Demerzels-lab/elsamultiskillagent/blob/f45fcb5e73f2335658ba629bf17887f5895c7ccf/public/skills/elmariachi111/fhir-questionnaire/SKILL.md"],"reviewGroup":"clinical-terminology"}},{"name":"cw18-coder/lit-screening-pipeline — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature screening workflow combines deterministic deduplication and filters with reasoned per-record LLM adjudication.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cw18-coder/lit-screening-pipeline","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature screening workflow combines deterministic deduplication and filters with reasoned per-record LLM adjudication."],"limitation":"Human-review shortlist required; hard filters and LLM errors can miss eligible studies.","url":"https://github.com/cw18-coder/lit-screening-pipeline","primarySourceURLs":["https://github.com/cw18-coder/lit-screening-pipeline/blob/45c49428bb1ad811a64c74dd8e0316b975cd0a11/SKILL.md"],"id":"RWE-0990","relevance":{"id":"RWE-0990","decision":"Core","rationale":"Retain the documented evidence function: Literature screening workflow combines deterministic deduplication and filters with reasoned per-record LLM adjudication. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Literature screening workflow combines deterministic deduplication and filters with reasoned per-record LLM adjudication.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cw18-coder/lit-screening-pipeline","https://github.com/cw18-coder/lit-screening-pipeline/blob/45c49428bb1ad811a64c74dd8e0316b975cd0a11/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"patrick-healy/health-diagrams-skill — health-diagrams","kind":"Skill","category":"Trials & Study Design","summary":"Health research diagram component specifies CONSORT, PRISMA and trial-visit TikZ figures with visual checks.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"patrick-healy/health-diagrams-skill","website":"GitHub","packages":"skills/health-diagrams/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Health research diagram component specifies CONSORT, PRISMA and trial-visit TikZ figures with visual checks."],"limitation":"Reporting graphics do not establish conduct quality; checker false positives and guideline versions require review.","url":"https://github.com/patrick-healy/health-diagrams-skill","primarySourceURLs":["https://github.com/Patrick-Healy/health-diagrams-skill/blob/0b1eff440461d34e00ec3d174681bb78e5ed8203/skills/health-diagrams/SKILL.md"],"id":"RWE-0991","relevance":{"id":"RWE-0991","decision":"Core","rationale":"Explicit CONSORT, PRISMA and trial-visit reporting diagrams support health research documentation, rather than generic diagram generation.","relevanceBasis":"Health research diagram component specifies CONSORT, PRISMA and trial-visit TikZ figures with visual checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Patrick-Healy/health-diagrams-skill/blob/0b1eff440461d34e00ec3d174681bb78e5ed8203/skills/health-diagrams/SKILL.md"],"reviewGroup":"research-reporting"}},{"name":"casemark/skills — conducting-literature-reviews-systematic, informed-consent-form-clinical-trial, nda-drug-application","kind":"Skill collection","category":"Trials & Study Design","summary":"Reviewed components: skills/med/conducting-literature-reviews-systematic/SKILL.md: Search strategy and search-log drafting guidance; skills/med/conducting-literature-reviews-systematic/SKILL.md: Screening and extraction-form workflow scaffolding; us/life-sciences/skills/informed-consent-form-clinical-trial/SKILL.md: Clinical-trial consent drafting component structures protocol-specific participant information; explicit CaseMark source. Additional reviewed component details are listed below.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"casemark/skills","website":"GitHub","packages":"skills/med/conducting-literature-reviews-systematic/SKILL.md; us/life-sciences/skills/informed-consent-form-clinical-trial/SKILL.md; us/life-sciences/skills/nda-drug-application/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["skills/med/conducting-literature-reviews-systematic/SKILL.md: Search strategy and search-log drafting guidance","skills/med/conducting-literature-reviews-systematic/SKILL.md: Screening and extraction-form workflow scaffolding","us/life-sciences/skills/informed-consent-form-clinical-trial/SKILL.md: Clinical-trial consent drafting component structures protocol-specific participant information; explicit CaseMark source.","us/life-sciences/skills/nda-drug-application/SKILL.md: NDA drafting component structures supplied clinical evidence and integrated safety into submission modules; explicit CaseMark source."],"limitation":"conducting-literature-reviews-systematic: The later pooling/GRADE sections contain simplified decision rules and were not approved as a validated synthesis method. Checklist completion does not establish PRISMA compliance or review quality. informed-consent-form-clinical-trial: Draft support requires IRB/legal review; not regulatory compliance certification. nda-drug-application: Regulatory draft only; safety interpretation and eCTD compliance require qualified review. Other discovered, held or excluded components are outside this approval. Excluded from approval — conducting-health-economics-research: The HEOR component says PFS gains must translate to OS gains for partitioned survival models to be coherent; model coherence instead requires compatible state-occupancy curves, and PFS improvement can alter progression occupancy without an OS improvement. It also universally bounds utilities to 0–1. These overbroad…","url":"https://github.com/casemark/skills","primarySourceURLs":["https://github.com/CaseMark/skills/blob/afe48c44914d753297766404378e871d1f88d7a8/skills/med/conducting-literature-reviews-systematic/SKILL.md","https://github.com/ThomasMoreAI/legal-skills-open/blob/57855d3f62ec6b2778b70e26e2fa18c42e7a01d4/us/life-sciences/skills/informed-consent-form-clinical-trial/SKILL.md","https://github.com/ThomasMoreAI/legal-skills-open/blob/57855d3f62ec6b2778b70e26e2fa18c42e7a01d4/us/life-sciences/skills/nda-drug-application/SKILL.md"],"id":"RWE-0992","relevance":{"id":"RWE-0992","decision":"Core","rationale":"Selected search/screening/extraction planning, clinical-trial consent and supplied safety-evidence organization directly support research workflows; flawed HEOR and pooling guidance remain excluded.","relevanceBasis":"skills/med/conducting-literature-reviews-systematic/SKILL.md: Search strategy and search-log drafting guidance; skills/med/conducting-literature-reviews-systematic/SKILL.md: Screening and extraction-form workflow scaffolding; us/life-sciences/skills/informed-consent-form-clinical-trial/SKILL.md: Clinical-trial consent drafting component structures protocol-specific participant information; explicit CaseMark source.; us/life-sciences/skills/nda-drug-application/SKILL.md: NDA drafting component structures supplied clinical evidence and integrated safety into submission modules; explicit CaseMark source.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/CaseMark/skills/blob/afe48c44914d753297766404378e871d1f88d7a8/skills/med/conducting-literature-reviews-systematic/SKILL.md","https://github.com/ThomasMoreAI/legal-skills-open/blob/57855d3f62ec6b2778b70e26e2fa18c42e7a01d4/us/life-sciences/skills/informed-consent-form-clinical-trial/SKILL.md","https://github.com/ThomasMoreAI/legal-skills-open/blob/57855d3f62ec6b2778b70e26e2fa18c42e7a01d4/us/life-sciences/skills/nda-drug-application/SKILL.md"],"reviewGroup":"evidence-and-trial-documentation"}},{"name":"jantoniofc/skillsbank — litreview","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature orientation workflow plans PICO searches using PubMed/OpenAlex and optional Consensus.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jantoniofc/skillsbank","website":"GitHub","packages":"skills/litreview/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature orientation workflow plans PICO searches using PubMed/OpenAlex and optional Consensus."],"limitation":"Copied research-pack component requires upstream reconciliation; keyless and coverage claims are version-dependent. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/jantoniofc/skillsbank","primarySourceURLs":["https://github.com/JantonioFC/skillsbank/blob/512bb7e8cc67c53699d7697edf4376d0f4d64007/skills/litreview/SKILL.md"],"id":"RWE-0993","relevance":{"id":"RWE-0993","decision":"Core","rationale":"Retain the documented evidence function: Literature orientation workflow plans PICO searches using PubMed/OpenAlex and optional Consensus. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Literature orientation workflow plans PICO searches using PubMed/OpenAlex and optional Consensus.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jantoniofc/skillsbank","https://github.com/JantonioFC/skillsbank/blob/512bb7e8cc67c53699d7697edf4376d0f4d64007/skills/litreview/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"ubie-oss/claude-code-plugin — pubmed","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Ubie PubMed skill documents E-utilities query and PMID retrieval scripts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ubie-oss/claude-code-plugin","website":"GitHub","packages":"plugins/healthcare-skills/skills/pubmed/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Ubie PubMed skill documents E-utilities query and PMID retrieval scripts."],"limitation":"Abstract and database coverage bounded; scripts not executed.","url":"https://github.com/ubie-oss/claude-code-plugin","primarySourceURLs":["https://github.com/ubie-oss/claude-code-plugin/blob/5195f52f1ff380b06bcb149bbf9aa14ddfdf8f2e/plugins/healthcare-skills/skills/pubmed/SKILL.md"],"id":"RWE-0995","relevance":{"id":"RWE-0995","decision":"Core","rationale":"Retain the documented evidence function: Ubie PubMed skill documents E-utilities query and PMID retrieval scripts. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Ubie PubMed skill documents E-utilities query and PMID retrieval scripts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ubie-oss/claude-code-plugin","https://github.com/ubie-oss/claude-code-plugin/blob/5195f52f1ff380b06bcb149bbf9aa14ddfdf8f2e/plugins/healthcare-skills/skills/pubmed/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"mghasemi/irene — academic-research-hub","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic hub documents multi-source search, metadata enrichment and bibliography generation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mghasemi/irene","website":"GitHub","packages":".github/skills/academic-research-hub/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic hub documents multi-source search, metadata enrichment and bibliography generation."],"limitation":"External sources and document access required; proprietary license and source authenticity need separate consideration.","url":"https://github.com/mghasemi/irene","primarySourceURLs":["https://github.com/mghasemi/Irene/blob/a3b5f2528328e808a1304604eacbaafe6cd696ad/.github/skills/academic-research-hub/SKILL.md"],"id":"RWE-0996","relevance":{"id":"RWE-0996","decision":"Core","rationale":"Retain the documented evidence function: Academic hub documents multi-source search, metadata enrichment and bibliography generation. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Academic hub documents multi-source search, metadata enrichment and bibliography generation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mghasemi/irene","https://github.com/mghasemi/Irene/blob/a3b5f2528328e808a1304604eacbaafe6cd696ad/.github/skills/academic-research-hub/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"sylphxai/skills — analyze-causal-inference","kind":"Skill","category":"Causal Inference & Analytics","summary":"Causal analysis component requires estimand, identification, diagnostics and sensitivity before inference.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sylphxai/skills","website":"GitHub","packages":"skills/analyze-causal-inference/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal analysis component requires estimand, identification, diagnostics and sensitivity before inference."],"limitation":"Short reference router; downstream causal methodology not independently validated.","url":"https://github.com/sylphxai/skills","primarySourceURLs":["https://github.com/SylphxAI/skills/blob/be36dd91c924594ba357c4d66c624113e37f95b9/skills/analyze-causal-inference/SKILL.md"],"id":"RWE-0997","relevance":{"id":"RWE-0997","decision":"Core","rationale":"Estimand, identification, diagnostics and sensitivity planning are directly relevant causal-method support.","relevanceBasis":"Causal analysis component requires estimand, identification, diagnostics and sensitivity before inference.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/SylphxAI/skills/blob/be36dd91c924594ba357c4d66c624113e37f95b9/skills/analyze-causal-inference/SKILL.md"],"reviewGroup":"causal-methods"}},{"name":"xuzhougeng/wisp-science — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature workflow uses live metadata checks, retraction checks and citation graph expansion before synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xuzhougeng/wisp-science","website":"GitHub","packages":"skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature workflow uses live metadata checks, retraction checks and citation graph expansion before synthesis."],"limitation":"Source existence and retraction checks do not certify claim support; external APIs required.","url":"https://github.com/xuzhougeng/wisp-science","primarySourceURLs":["https://github.com/xuzhougeng/wisp-science/blob/ae3314cc4b2943cf6eba3d5eb8fc0c02f0cb5730/skills/literature-review/SKILL.md"],"id":"RWE-0998","relevance":{"id":"RWE-0998","decision":"Core","rationale":"Retain the documented evidence function: Literature workflow uses live metadata checks, retraction checks and citation graph expansion before synthesis. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Literature workflow uses live metadata checks, retraction checks and citation graph expansion before synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xuzhougeng/wisp-science","https://github.com/xuzhougeng/wisp-science/blob/ae3314cc4b2943cf6eba3d5eb8fc0c02f0cb5730/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"tibsfox/gsd-skill-creator — dietary-assessment, latex-authoring","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/analysis/dietary-assessment/SKILL.md: Dietary measurement reference compares recalls, FFQs, diaries, biomarkers and controlled feeding bias.; skills/documents/latex-authoring/SKILL.md: Prepare scholarly manuscripts and citation formatting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tibsfox/gsd-skill-creator","website":"GitHub","packages":"skills/analysis/dietary-assessment/SKILL.md; skills/documents/latex-authoring/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/analysis/dietary-assessment/SKILL.md: Dietary measurement reference compares recalls, FFQs, diaries, biomarkers and controlled feeding bias.","skills/documents/latex-authoring/SKILL.md: Prepare scholarly manuscripts and citation formatting."],"limitation":"dietary-assessment: Instruction-level measurement guidance; no validated intake estimation or individualized assessment. latex-authoring: Formatting resource; no scientific validation or source retrieval.","url":"https://github.com/tibsfox/gsd-skill-creator","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/analysis/dietary-assessment/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/documents/latex-authoring/SKILL.md"],"id":"RWE-0999","relevance":{"id":"RWE-0999","decision":"Core","rationale":"Retain the documented evidence function: Dietary-assessment measurement guidance only; archive unrelated LaTeX authoring/formatting. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Dietary-assessment measurement guidance only; archive unrelated LaTeX authoring/formatting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tibsfox/gsd-skill-creator","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/analysis/dietary-assessment/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/documents/latex-authoring/SKILL.md"],"reviewGroup":"Population/clinical data or explicit study/measurement method"}},{"name":"zm2231/personal-os-cowork — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature-review guidance structures synthesis, gaps and appraisal with manual review.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zm2231/personal-os-cowork","website":"GitHub","packages":".claude/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature-review guidance structures synthesis, gaps and appraisal with manual review."],"limitation":"No comprehensive retrieval or quantitative synthesis validation; checklist instruments require appropriate study design.","url":"https://github.com/zm2231/personal-os-cowork","primarySourceURLs":["https://github.com/zm2231/personal-os-cowork/blob/1bd8b1d006bdc4d5c317f6712a9b904f6d08bc54/.claude/skills/literature-review/SKILL.md"],"id":"RWE-1000","relevance":{"id":"RWE-1000","decision":"Core","rationale":"Retain the documented evidence function: Literature-review guidance structures synthesis, gaps and appraisal with manual review. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Literature-review guidance structures synthesis, gaps and appraisal with manual review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zm2231/personal-os-cowork","https://github.com/zm2231/personal-os-cowork/blob/1bd8b1d006bdc4d5c317f6712a9b904f6d08bc54/.claude/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"linxule/carrel — knowledge-wiki","kind":"Skill","category":"RWE Data & Analytics","summary":"Carrel research knowledge workflow preserves source provenance, contradictions and linked field maps.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"linxule/carrel","website":"GitHub","packages":"skills/knowledge-wiki/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Carrel research knowledge workflow preserves source provenance, contradictions and linked field maps."],"limitation":"Local curated corpus coverage and synthesis accuracy require researcher review.","url":"https://github.com/linxule/carrel","primarySourceURLs":["https://github.com/linxule/carrel/blob/f4a67be06ac1d73fe0d6e69a735991548b00767c/skills/knowledge-wiki/SKILL.md"],"id":"RWE-1001","relevance":{"id":"RWE-1001","decision":"Core","rationale":"Carrel research knowledge workflow preserves source provenance, contradictions and linked field maps. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Carrel research knowledge workflow preserves source provenance, contradictions and linked field maps. Limits: Local curated corpus coverage and synthesis accuracy require researcher review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/linxule/carrel/blob/f4a67be06ac1d73fe0d6e69a735991548b00767c/skills/knowledge-wiki/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"fuyutarow/dotfiles — systematizing-knowledge","kind":"Skill","category":"RWE Data & Analytics","summary":"Corpus evidence mapping records known, uncertain, disputed and missing claims with typed evidence ledgers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fuyutarow/dotfiles","website":"GitHub","packages":"agents/skills/systematizing-knowledge/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Corpus evidence mapping records known, uncertain, disputed and missing claims with typed evidence ledgers."],"limitation":"Instruction methodology; claim-type appraisal and transfer across domains require independent judgment.","url":"https://github.com/fuyutarow/dotfiles","primarySourceURLs":["https://github.com/fuyutarow/dotfiles/blob/7d547ca4a61c787c5bd9da1ea67e9afbee72c1b4/agents/skills/systematizing-knowledge/SKILL.md","https://github.com/fuyutarow/dotfiles/blob/6b03bec63db55f58edd7e517c0f0fd7fcba7a0d0/agents/skills/systematizing-knowledge/SKILL.md","https://github.com/fuyutarow/dotfiles/blob/39900687395c2e2458e3793849c7e4e7286b39c9/agents/skills/systematizing-knowledge/SKILL.md","https://github.com/fuyutarow/dotfiles/blob/9e197ee3abb91f87edd4ec8ca8e6f9fb0aef3735/agents/skills/systematizing-knowledge/SKILL.md","https://github.com/fuyutarow/dotfiles/blob/e935e886e69f14b1b3cc4905d4eef7f4e117f5e2/agents/skills/systematizing-knowledge/SKILL.md"],"id":"RWE-1002","relevance":{"id":"RWE-1002","decision":"Core","rationale":"Corpus evidence mapping records known, uncertain, disputed and missing claims with typed evidence ledgers. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Corpus evidence mapping records known, uncertain, disputed and missing claims with typed evidence ledgers. Limits: Instruction methodology; claim-type appraisal and transfer across domains require independent judgment.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fuyutarow/dotfiles/blob/7d547ca4a61c787c5bd9da1ea67e9afbee72c1b4/agents/skills/systematizing-knowledge/SKILL.md","https://github.com/fuyutarow/dotfiles/blob/6b03bec63db55f58edd7e517c0f0fd7fcba7a0d0/agents/skills/systematizing-knowledge/SKILL.md","https://github.com/fuyutarow/dotfiles/blob/39900687395c2e2458e3793849c7e4e7286b39c9/agents/skills/systematizing-knowledge/SKILL.md","https://github.com/fuyutarow/dotfiles/blob/9e197ee3abb91f87edd4ec8ca8e6f9fb0aef3735/agents/skills/systematizing-knowledge/SKILL.md","https://github.com/fuyutarow/dotfiles/blob/e935e886e69f14b1b3cc4905d4eef7f4e117f5e2/agents/skills/systematizing-knowledge/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"albertozafra7/maestro — zotero-paper-discovery","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Zotero discovery workflow retrieves, deduplicates and shortlists papers from a configured library.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"albertozafra7/maestro","website":"GitHub","packages":".github/skills/zotero-paper-discovery/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Zotero discovery workflow retrieves, deduplicates and shortlists papers from a configured library."],"limitation":"Coverage limited to library; relevance screening requires human review and configured pyzotero access.","url":"https://github.com/albertozafra7/maestro","primarySourceURLs":["https://github.com/albertozafra7/MAESTRO/blob/0005bb8f37b72744cf491a352c6295019cbd9021/.github/skills/zotero-paper-discovery/SKILL.md"],"id":"RWE-1003","relevance":{"id":"RWE-1003","decision":"Core","rationale":"Retain the documented evidence function: Zotero discovery workflow retrieves, deduplicates and shortlists papers from a configured library. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Zotero discovery workflow retrieves, deduplicates and shortlists papers from a configured library.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/albertozafra7/maestro","https://github.com/albertozafra7/MAESTRO/blob/0005bb8f37b72744cf491a352c6295019cbd9021/.github/skills/zotero-paper-discovery/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"shibuiwilliam/paper2detail — analyze-paper","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"arXiv analysis workflow chunks long papers and follows selected references into detailed reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shibuiwilliam/paper2detail","website":"GitHub","packages":".claude/skills/analyze-paper/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["arXiv analysis workflow chunks long papers and follows selected references into detailed reports."],"limitation":"Summarization coverage and linked-paper accuracy require source checks; page-size tool constraints are environment-specific.","url":"https://github.com/shibuiwilliam/paper2detail","primarySourceURLs":["https://github.com/shibuiwilliam/paper2detail/blob/fd33cb4097f71c3249598690a878d0747fb8377a/.claude/skills/analyze-paper/SKILL.md"],"id":"RWE-1006","relevance":{"id":"RWE-1006","decision":"Core","rationale":"Retain the documented evidence function: arXiv analysis workflow chunks long papers and follows selected references into detailed reports. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"arXiv analysis workflow chunks long papers and follows selected references into detailed reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shibuiwilliam/paper2detail","https://github.com/shibuiwilliam/paper2detail/blob/fd33cb4097f71c3249598690a878d0747fb8377a/.claude/skills/analyze-paper/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"tachengtatangi/daily-paper-bio — paper-reader","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Paper Reader documents PMID/DOI/local-PDF ingestion and PMC-first full-text analysis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tachengtatangi/daily-paper-bio","website":"GitHub","packages":"paper-reader/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper Reader documents PMID/DOI/local-PDF ingestion and PMC-first full-text analysis."],"limitation":"Eligibility limited to authorized accessible content; browser challenge bypass claims do not establish rights or reliable retrieval.","url":"https://github.com/tachengtatangi/daily-paper-bio","primarySourceURLs":["https://github.com/tachengtatangi/Daily-Paper-Bio/blob/fc7961921c383cfd8c92066cf91475d50eddd210/paper-reader/SKILL.md"],"id":"RWE-1007","relevance":{"id":"RWE-1007","decision":"Core","rationale":"Retain the documented evidence function: Paper Reader documents PMID/DOI/local-PDF ingestion and PMC-first full-text analysis. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Paper Reader documents PMID/DOI/local-PDF ingestion and PMC-first full-text analysis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tachengtatangi/daily-paper-bio","https://github.com/tachengtatangi/Daily-Paper-Bio/blob/fc7961921c383cfd8c92066cf91475d50eddd210/paper-reader/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"edward-h26/onepromptclaudecode — nature-academic-search, deep-research","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: .claude/skills/nature-academic-search/SKILL.md: Academic search orchestrator coordinates multi-source queries, MeSH, identifier conversion and citation files.; .claude/skills/deep-research/SKILL.md: Coordinate scholarly review workflows and optional meta-analysis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"edward-h26/onepromptclaudecode","website":"GitHub","packages":".claude/skills/nature-academic-search/SKILL.md; .claude/skills/deep-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":[".claude/skills/nature-academic-search/SKILL.md: Academic search orchestrator coordinates multi-source queries, MeSH, identifier conversion and citation files.",".claude/skills/deep-research/SKILL.md: Coordinate scholarly review workflows and optional meta-analysis."],"limitation":"nature-academic-search: Depends on external MCP tools and manifest-selected modules; no comprehensive retrieval guarantee. deep-research: Instruction orchestration; methods and 13-agent operation not independently tested.","url":"https://github.com/edward-h26/onepromptclaudecode","primarySourceURLs":["https://github.com/Edward-H26/OnePromptClaudeCode/blob/60dfb9e91d0f90030b4e83b39f2155dfcccea855/.claude/skills/nature-academic-search/SKILL.md","https://github.com/Edward-H26/OnePromptClaudeCode/blob/60dfb9e91d0f90030b4e83b39f2155dfcccea855/.claude/skills/deep-research/SKILL.md","https://github.com/spoonyc/claude-science-skills/blob/682525dbc150ebd3dc75c6d993ff29f1c0ba7c2d/skills/deep-research/SKILL.md","https://github.com/my-wangmanyu/hermes/blob/b68ea875ddb7c38d533241aac89a7f3d56ab914e/.agents/skills/deep-research/SKILL.md","https://github.com/Huytutu/KRONOS/blob/356a14378bd5edb1e202ee4ec5c731bba122c0f9/.agents/skills/deep-research/SKILL.md"],"id":"RWE-1009","relevance":{"id":"RWE-1009","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: .claude/skills/nature-academic-search/SKILL.md: Academic search orchestrator coordinates multi-source queries, MeSH, identifier conversion and citation files.; .claude/skills/deep-research/SKILL.md: Coordinate scholarly review workflows and optional meta-analysis. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Reviewed components: .claude/skills/nature-academic-search/SKILL.md: Academic search orchestrator coordinates multi-source queries, MeSH, identifier conversion and citation files.; .claude/skills/deep-research/SKILL.md: Coordinate scholarly review workflows and optional meta-analysis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/edward-h26/onepromptclaudecode","https://github.com/Edward-H26/OnePromptClaudeCode/blob/60dfb9e91d0f90030b4e83b39f2155dfcccea855/.claude/skills/nature-academic-search/SKILL.md","https://github.com/Edward-H26/OnePromptClaudeCode/blob/60dfb9e91d0f90030b4e83b39f2155dfcccea855/.claude/skills/deep-research/SKILL.md","https://github.com/spoonyc/claude-science-skills/blob/682525dbc150ebd3dc75c6d993ff29f1c0ba7c2d/skills/deep-research/SKILL.md","https://github.com/my-wangmanyu/hermes/blob/b68ea875ddb7c38d533241aac89a7f3d56ab914e/.agents/skills/deep-research/SKILL.md","https://github.com/Huytutu/KRONOS/blob/356a14378bd5edb1e202ee4ec5c731bba122c0f9/.agents/skills/deep-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"benjam3n/reasoningtool — aba","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Biomedical analysis instructions structure question, literature, appraisal and limitations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"benjam3n/reasoningtool","website":"GitHub","packages":"claude-code-plugin/skills/aba/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical analysis instructions structure question, literature, appraisal and limitations."],"limitation":"Research-only synthesis; drug-interaction interpretation not clinically validated.","url":"https://github.com/benjam3n/reasoningtool","primarySourceURLs":["https://github.com/benjam3n/reasoningtool/blob/add0a52236a6d3772dc7143aef4561501d4bd858/claude-code-plugin/skills/aba/SKILL.md"],"id":"RWE-1010","relevance":{"id":"RWE-1010","decision":"Core","rationale":"Retain the documented evidence function: Biomedical analysis instructions structure question, literature, appraisal and limitations. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Biomedical analysis instructions structure question, literature, appraisal and limitations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/benjam3n/reasoningtool","https://github.com/benjam3n/reasoningtool/blob/add0a52236a6d3772dc7143aef4561501d4bd858/claude-code-plugin/skills/aba/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"clonetimer/clonetimer-skills — multi-academic-search","kind":"Skill","category":"RWE Data & Analytics","summary":"Multi-source academic search workflow deduplicates and exports CSV/BibTeX with transparent ranking.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"clonetimer/clonetimer-skills","website":"GitHub","packages":"multi-academic-search/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Multi-source academic search workflow deduplicates and exports CSV/BibTeX with transparent ranking."],"limitation":"Installed-from-community origin unresolved for canonical consolidation; scores are discovery heuristics.","url":"https://github.com/clonetimer/clonetimer-skills","primarySourceURLs":["https://github.com/clonetimer/Clonetimer-Skills/blob/5a9fc2786dbbfc069441873c697eb3774ebe43e9/multi-academic-search/SKILL.md"],"id":"RWE-1011","relevance":{"id":"RWE-1011","decision":"Core","rationale":"Multi-source academic search workflow deduplicates and exports CSV/BibTeX with transparent ranking. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Multi-source academic search workflow deduplicates and exports CSV/BibTeX with transparent ranking. Limits: Installed-from-community origin unresolved for canonical consolidation; scores are discovery heuristics.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/clonetimer/Clonetimer-Skills/blob/5a9fc2786dbbfc069441873c697eb3774ebe43e9/multi-academic-search/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"jpolog/nix-os — literature-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature-search instructions cover database APIs, citation tracing and recorded search strategies.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jpolog/nix-os","website":"GitHub","packages":"pi-agent-data/agent/skills/literature-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature-search instructions cover database APIs, citation tracing and recorded search strategies."],"limitation":"Source quality tiers are heuristic; publisher access and API configuration constrain completeness.","url":"https://github.com/jpolog/nix-os","primarySourceURLs":["https://github.com/jpolog/nix-os/blob/4cfa1d67c08e74a48a1aaed34c85b13a9027f66f/pi-agent-data/agent/skills/literature-search/SKILL.md"],"id":"RWE-1012","relevance":{"id":"RWE-1012","decision":"Core","rationale":"Retain the documented evidence function: Literature-search instructions cover database APIs, citation tracing and recorded search strategies. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Literature-search instructions cover database APIs, citation tracing and recorded search strategies.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jpolog/nix-os","https://github.com/jpolog/nix-os/blob/4cfa1d67c08e74a48a1aaed34c85b13a9027f66f/pi-agent-data/agent/skills/literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"xiaojie4096/thesis-workflow-cn — cnki-cssci-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"CNKI/foreign literature workflow uses official search/export, keyword batches and abstract-inclusive logs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xiaojie4096/thesis-workflow-cn","website":"GitHub","packages":"skills/thesis-workflow-cn/modules/cnki-cssci-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["CNKI/foreign literature workflow uses official search/export, keyword batches and abstract-inclusive logs."],"limitation":"Access and database indexing constrain retrieval; relevance grading remains editorial.","url":"https://github.com/xiaojie4096/thesis-workflow-cn","primarySourceURLs":["https://github.com/XiaoJie4096/thesis-workflow-cn/blob/7c4c97446fc8c90979887a78ba10e1ad3c99f715/skills/thesis-workflow-cn/modules/cnki-cssci-search/SKILL.md"],"id":"RWE-1013","relevance":{"id":"RWE-1013","decision":"Core","rationale":"Retain the documented evidence function: CNKI/foreign literature workflow uses official search/export, keyword batches and abstract-inclusive logs. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"CNKI/foreign literature workflow uses official search/export, keyword batches and abstract-inclusive logs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xiaojie4096/thesis-workflow-cn","https://github.com/XiaoJie4096/thesis-workflow-cn/blob/7c4c97446fc8c90979887a78ba10e1ad3c99f715/skills/thesis-workflow-cn/modules/cnki-cssci-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"povilaskarvelis/ai-co-scientist — biomedical-investigation","kind":"Skill","category":"RWE Data & Analytics","summary":"Biomedical investigation workflow writes planned steps, tool-backed evidence records and cited reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"povilaskarvelis/ai-co-scientist","website":"GitHub","packages":".cursor/skills/biomedical-investigation/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Biomedical investigation workflow writes planned steps, tool-backed evidence records and cited reports."],"limitation":"Source and claim verification required; completion conditions do not guarantee scientific completeness.","url":"https://github.com/povilaskarvelis/ai-co-scientist","primarySourceURLs":["https://github.com/povilaskarvelis/ai-co-scientist/blob/03baa17a67162bd49ff1de4a14374f548e60b950/.cursor/skills/biomedical-investigation/SKILL.md"],"id":"RWE-1014","relevance":{"id":"RWE-1014","decision":"Core","rationale":"Biomedical investigation workflow writes planned steps, tool-backed evidence records and cited reports. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Biomedical investigation workflow writes planned steps, tool-backed evidence records and cited reports. Limits: Source and claim verification required; completion conditions do not guarantee scientific completeness.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/povilaskarvelis/ai-co-scientist/blob/03baa17a67162bd49ff1de4a14374f548e60b950/.cursor/skills/biomedical-investigation/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"lipu-jpg/paperpilot — paper-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Paper literature review component specifies source search, structured extraction and gap synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lipu-jpg/paperpilot","website":"GitHub","packages":"paper-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper literature review component specifies source search, structured extraction and gap synthesis."],"limitation":"Instruction-level scaffold; source coverage and methodological quality not independently validated.","url":"https://github.com/lipu-jpg/paperpilot","primarySourceURLs":["https://github.com/LiPu-jpg/PaperPilot/blob/87217781f91f3ecfe42d3c83f3f619f7d89d3746/paper-literature-review/SKILL.md"],"id":"RWE-1015","relevance":{"id":"RWE-1015","decision":"Core","rationale":"Retain the documented evidence function: Paper literature review component specifies source search, structured extraction and gap synthesis. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Paper literature review component specifies source search, structured extraction and gap synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lipu-jpg/paperpilot","https://github.com/LiPu-jpg/PaperPilot/blob/87217781f91f3ecfe42d3c83f3f619f7d89d3746/paper-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"povertyaction/enlace — bibliography","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Bibliography workflow extracts citations, generates BibTeX and deduplicates research references.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"povertyaction/enlace","website":"GitHub","packages":".claude/skills/bibliography/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Bibliography workflow extracts citations, generates BibTeX and deduplicates research references."],"limitation":"Extraction and duplicate matching need verification; metadata does not prove claim support.","url":"https://github.com/povertyaction/enlace","primarySourceURLs":["https://github.com/PovertyAction/enlace/blob/90df1c3acbea6ffa86d62f20f607cefc00e50f01/.claude/skills/bibliography/SKILL.md"],"id":"RWE-1016","relevance":{"id":"RWE-1016","decision":"Core","rationale":"Retain the documented evidence function: Bibliography workflow extracts citations, generates BibTeX and deduplicates research references. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Bibliography workflow extracts citations, generates BibTeX and deduplicates research references.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/povertyaction/enlace","https://github.com/PovertyAction/enlace/blob/90df1c3acbea6ffa86d62f20f607cefc00e50f01/.claude/skills/bibliography/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"namitdeb739/research-assistant — research-vault","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Obsidian research-vault workflow ranks local paper notes and links bibliography records to PDFs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"namitdeb739/research-assistant","website":"GitHub","packages":"skills/research-vault/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Obsidian research-vault workflow ranks local paper notes and links bibliography records to PDFs."],"limitation":"Coverage bounded by vault and note completeness; evidence should be checked in original papers.","url":"https://github.com/namitdeb739/research-assistant","primarySourceURLs":["https://github.com/namitdeb739/research-assistant/blob/19f0c2058792c93c8cd23219e51b76b80bbd263d/skills/research-vault/SKILL.md"],"id":"RWE-1017","relevance":{"id":"RWE-1017","decision":"Core","rationale":"Retain the documented evidence function: Obsidian research-vault workflow ranks local paper notes and links bibliography records to PDFs. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Obsidian research-vault workflow ranks local paper notes and links bibliography records to PDFs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/namitdeb739/research-assistant","https://github.com/namitdeb739/research-assistant/blob/19f0c2058792c93c8cd23219e51b76b80bbd263d/skills/research-vault/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"kau10082/ebm_framework — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"EBM workflow separates search, Crossref/PubMed citation verification, appraisal and archival reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kau10082/ebm_framework","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["EBM workflow separates search, Crossref/PubMed citation verification, appraisal and archival reports."],"limitation":"GRADE appraisal requires qualified judgment; metadata verification cannot remove every hallucinated or unsupported claim.","url":"https://github.com/kau10082/ebm_framework","primarySourceURLs":["https://github.com/kau10082/EBM_Framework/blob/e6af10c393264f71fe2699629cf52b229cfba6e9/SKILL.md"],"id":"RWE-1018","relevance":{"id":"RWE-1018","decision":"Core","rationale":"Retain the documented evidence function: EBM workflow separates search, Crossref/PubMed citation verification, appraisal and archival reports. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"EBM workflow separates search, Crossref/PubMed citation verification, appraisal and archival reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kau10082/ebm_framework","https://github.com/kau10082/EBM_Framework/blob/e6af10c393264f71fe2699629cf52b229cfba6e9/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"fadil369/doctors-linc — medical-ocr","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Clinical document extraction instructions combine OCR, entity recognition and FHIR output.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fadil369/doctors-linc","website":"GitHub","packages":"skills/data/medical-ocr/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Clinical document extraction instructions combine OCR, entity recognition and FHIR output."],"limitation":"OCR/NLP accuracy, FHIR compliance and PHI protections not validated by documentation labels.","url":"https://github.com/fadil369/doctors-linc","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/medical-ocr/SKILL.md"],"id":"RWE-1019","relevance":{"id":"RWE-1019","decision":"Core","rationale":"Clinical OCR, entity extraction and FHIR output directly support health-record preparation; accuracy and privacy claims require validation.","relevanceBasis":"Clinical document extraction instructions combine OCR, entity recognition and FHIR output.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/medical-ocr/SKILL.md"],"reviewGroup":"clinical-extraction"}},{"name":"lindseyrray/clo-author — econometrics-check","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Econometrics review workflow audits claims, identification and inference across DiD, IV, RDD and synthetic control.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lindseyrray/clo-author","website":"GitHub","packages":".claude/skills/econometrics-check/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Econometrics review workflow audits claims, identification and inference across DiD, IV, RDD and synthetic control."],"limitation":"Dependent expert-agent checklist not a numerical or causal validity guarantee.","url":"https://github.com/lindseyrray/clo-author","primarySourceURLs":["https://github.com/LindseyRRay/clo-author/blob/60796671ba1e89c4aa75e6ff38afcf2a3513ee0e/.claude/skills/econometrics-check/SKILL.md"],"id":"RWE-1020","relevance":{"id":"RWE-1020","decision":"Core","rationale":"Retain the documented evidence function: Econometrics review workflow audits claims, identification and inference across DiD, IV, RDD and synthetic control. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Econometrics review workflow audits claims, identification and inference across DiD, IV, RDD and synthetic control.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lindseyrray/clo-author","https://github.com/LindseyRRay/clo-author/blob/60796671ba1e89c4aa75e6ff38afcf2a3513ee0e/.claude/skills/econometrics-check/SKILL.md"],"reviewGroup":"Population/clinical data or explicit study/measurement method"}},{"name":"exa-labs/exa-mcp-server — research-paper-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Exa research-paper category component specifies academic advanced-search filtering.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"exa-labs/exa-mcp-server","website":"GitHub","packages":"skills/analysis/research-paper-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Exa research-paper category component specifies academic advanced-search filtering."],"limitation":"Requires Exa MCP; search relevance and coverage are not systematic-review completeness.","url":"https://github.com/exa-labs/exa-mcp-server","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/analysis/research-paper-search/SKILL.md"],"id":"RWE-1021","relevance":{"id":"RWE-1021","decision":"Core","rationale":"Retain the documented evidence function: Exa research-paper category component specifies academic advanced-search filtering. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Exa research-paper category component specifies academic advanced-search filtering.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/exa-labs/exa-mcp-server","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/analysis/research-paper-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"aws-samples/sample-ai-agent-skills — healthlake-troubleshooting","kind":"Skill","category":"Clinical Data & Interoperability","summary":"AWS HealthLake diagnostic runbooks examine FHIR imports, searches, analytics and NLP enrichment.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aws-samples/sample-ai-agent-skills","website":"GitHub","packages":"healthlake-troubleshooting/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["AWS HealthLake diagnostic runbooks examine FHIR imports, searches, analytics and NLP enrichment."],"limitation":"Operational support for clinical-data infrastructure; credentials required and not clinical validation.","url":"https://github.com/aws-samples/sample-ai-agent-skills","primarySourceURLs":["https://github.com/aws-samples/sample-ai-agent-skills/blob/03fd42d6d0a40b6e9c1c35fe5015d53bfde1a789/healthlake-troubleshooting/SKILL.md"],"id":"RWE-1022","relevance":{"id":"RWE-1022","decision":"Core","rationale":"HealthLake FHIR import, search and analytics diagnostics support clinical research data infrastructure.","relevanceBasis":"AWS HealthLake diagnostic runbooks examine FHIR imports, searches, analytics and NLP enrichment.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aws-samples/sample-ai-agent-skills/blob/03fd42d6d0a40b6e9c1c35fe5015d53bfde1a789/healthlake-troubleshooting/SKILL.md"],"reviewGroup":"clinical-data-infrastructure"}},{"name":"lumenhelixlab/187web — 187research","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: .claude/skills/187research/SKILL.md: Research workflow routes scholarly/biomedical databases and classifies claims into reproducible evidence artifacts.; .gemini/skills/187research/SKILL.md: Route scholarly/biomedical research and produce citation maps and research briefs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lumenhelixlab/187web","website":"GitHub","packages":".claude/skills/187research/SKILL.md; .gemini/skills/187research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":[".claude/skills/187research/SKILL.md: Research workflow routes scholarly/biomedical databases and classifies claims into reproducible evidence artifacts.",".gemini/skills/187research/SKILL.md: Route scholarly/biomedical research and produce citation maps and research briefs."],"limitation":".claude/skills/187research/SKILL.md: Broad orchestrator; specific downstream analysis methods require separate review. .gemini/skills/187research/SKILL.md: Instruction adapter rather than verified retrieval backend.","url":"https://github.com/lumenhelixlab/187web","primarySourceURLs":["https://github.com/LumenHelixLab/187WEB/blob/d2c49c5ecc8b2bbdc3333b18361dd4d24467e558/.claude/skills/187research/SKILL.md","https://github.com/LumenHelixLab/187WEB/blob/d2c49c5ecc8b2bbdc3333b18361dd4d24467e558/.gemini/skills/187research/SKILL.md"],"id":"RWE-1023","relevance":{"id":"RWE-1023","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: .claude/skills/187research/SKILL.md: Research workflow routes scholarly/biomedical databases and classifies claims into reproducible evidence artifacts.; .gemini/skills/187research/SKILL.md: Route scholarly/biomedical research and produce citation maps and research briefs. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Reviewed components: .claude/skills/187research/SKILL.md: Research workflow routes scholarly/biomedical databases and classifies claims into reproducible evidence artifacts.; .gemini/skills/187research/SKILL.md: Route scholarly/biomedical research and produce citation maps and research briefs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lumenhelixlab/187web","https://github.com/LumenHelixLab/187WEB/blob/d2c49c5ecc8b2bbdc3333b18361dd4d24467e558/.claude/skills/187research/SKILL.md","https://github.com/LumenHelixLab/187WEB/blob/d2c49c5ecc8b2bbdc3333b18361dd4d24467e558/.gemini/skills/187research/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"sinhoneyy/master-skills — litreview","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Consensus literature orientation plans bounded PICO/SPIDER searches and structured research guides.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sinhoneyy/master-skills","website":"GitHub","packages":"plugins/master-skills-ai-agent-builder/skills/litreview/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Consensus literature orientation plans bounded PICO/SPIDER searches and structured research guides."],"limitation":"Plan-tier detection and service constraints are version-dependent; bounded queries are exploratory only.","url":"https://github.com/sinhoneyy/master-skills","primarySourceURLs":["https://github.com/sinhoneyy/master-skills/blob/20c5aaa1cb057bc5e5ca9415d44762441a39e69b/plugins/master-skills-ai-agent-builder/skills/litreview/SKILL.md"],"id":"RWE-1024","relevance":{"id":"RWE-1024","decision":"Core","rationale":"Retain the documented evidence function: Consensus literature orientation plans bounded PICO/SPIDER searches and structured research guides. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Consensus literature orientation plans bounded PICO/SPIDER searches and structured research guides.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sinhoneyy/master-skills","https://github.com/sinhoneyy/master-skills/blob/20c5aaa1cb057bc5e5ca9415d44762441a39e69b/plugins/master-skills-ai-agent-builder/skills/litreview/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"htlin222/robust-lit-review — brainstorm-topic","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reviewed components: .claude/skills/brainstorm-topic/SKILL.md: Research topic workflow constructs and validates search terms before literature retrieval.; https://github.com/htlin222/robust-lit-review: Literature retrieval, DOI/Crossref checks, abstract extraction and manuscript-generation pipeline with claim-appraisal and PRISMA drafting aids.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"htlin222/robust-lit-review","website":"GitHub","packages":".claude/skills/brainstorm-topic/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":[".claude/skills/brainstorm-topic/SKILL.md: Research topic workflow constructs and validates search terms before literature retrieval.","https://github.com/htlin222/robust-lit-review: Literature retrieval, DOI/Crossref checks, abstract extraction and manuscript-generation pipeline with claim-appraisal and PRISMA drafting aids."],"limitation":"brainstorm-topic: Query planning only; comprehensiveness requires executed multi-source searches and coverage assessment. https://github.com/htlin222/robust-lit-review: Q1/CiteScore/date filtering and balanced 50-article selection limit coverage; DOI existence, abstract-only extraction, keyword/LLM audits and automated GRADE do not establish systematic-review compliance or certainty. Eligible as assisted literature workflow only.","url":"https://github.com/htlin222/robust-lit-review","primarySourceURLs":["https://github.com/htlin222/robust-lit-review/blob/c5502a239a3d1ebca26d69c387e0c4de1ff3b0f0/.claude/skills/brainstorm-topic/SKILL.md","https://raw.githubusercontent.com/htlin222/robust-lit-review/main/README.md","https://github.com/htlin222/robust-lit-review"],"id":"RWE-1025","relevance":{"id":"RWE-1025","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: .claude/skills/brainstorm-topic/SKILL.md: Research topic workflow constructs and validates search terms before literature retrieval.; https://github.com/htlin222/robust-lit-review: Literature retrieval, DOI/Crossref checks, abstract extraction and manuscript-generation pipeline with claim-appraisal and PRISMA drafting aids. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Reviewed components: .claude/skills/brainstorm-topic/SKILL.md: Research topic workflow constructs and validates search terms before literature retrieval.; https://github.com/htlin222/robust-lit-review: Literature retrieval, DOI/Crossref checks, abstract extraction and manuscript-generation pipeline with claim-appraisal and PRISMA drafting aids.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/htlin222/robust-lit-review","https://github.com/htlin222/robust-lit-review/blob/c5502a239a3d1ebca26d69c387e0c4de1ff3b0f0/.claude/skills/brainstorm-topic/SKILL.md","https://raw.githubusercontent.com/htlin222/robust-lit-review/main/README.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"drmultivac/personal-knowledge-graph-builder — personal-knowledge-graph-builder","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Research knowledge-base setup links PubMed-backed reading records, provenance and periodic curation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drmultivac/personal-knowledge-graph-builder","website":"GitHub","packages":"plugins/personal-knowledge-graph-builder/skills/personal-knowledge-graph-builder/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research knowledge-base setup links PubMed-backed reading records, provenance and periodic curation."],"limitation":"External services and scheduled workflows require configuration; graph links do not establish evidence quality.","url":"https://github.com/drmultivac/personal-knowledge-graph-builder","primarySourceURLs":["https://github.com/DrMultivac/personal-knowledge-graph-builder/blob/035522502806a0e82523588770b34b7204b74d19/plugins/personal-knowledge-graph-builder/skills/personal-knowledge-graph-builder/SKILL.md"],"id":"RWE-1026","relevance":{"id":"RWE-1026","decision":"Core","rationale":"Retain the documented evidence function: Research knowledge-base setup links PubMed-backed reading records, provenance and periodic curation. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Research knowledge-base setup links PubMed-backed reading records, provenance and periodic curation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/drmultivac/personal-knowledge-graph-builder","https://github.com/DrMultivac/personal-knowledge-graph-builder/blob/035522502806a0e82523588770b34b7204b74d19/plugins/personal-knowledge-graph-builder/skills/personal-knowledge-graph-builder/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"phenoml/phenoml-skills — rwe-analyze","kind":"Skill","category":"RWE Data & Analytics","summary":"PhenoML cohort workflow fetches patient data and IPS summaries for cohort description and feasibility exploration.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"phenoml/phenoml-skills","website":"GitHub","packages":"skills/rwe-analyze/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["PhenoML cohort workflow fetches patient data and IPS summaries for cohort description and feasibility exploration."],"limitation":"LLM interpretation of summaries is not validated population statistics or causal analysis; denominators and extraction need independent checks.","url":"https://github.com/phenoml/phenoml-skills","primarySourceURLs":["https://github.com/PhenoML/phenoml-skills/blob/63081dc89a9395da5df7c7f2dbcc6c78d3142c63/skills/rwe-analyze/SKILL.md"],"id":"RWE-1027","relevance":{"id":"RWE-1027","decision":"Core","rationale":"PhenoML cohort workflow fetches patient data and IPS summaries for cohort description and feasibility exploration. The documented clinical, epidemiologic, health-economic or research-data preparation function has an explicit role in health evidence workflows; source and method limitations remain applicable.","relevanceBasis":"PhenoML cohort workflow fetches patient data and IPS summaries for cohort description and feasibility exploration. Limits: LLM interpretation of summaries is not validated population statistics or causal analysis; denominators and extraction need independent checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/PhenoML/phenoml-skills/blob/63081dc89a9395da5df7c7f2dbcc6c78d3142c63/skills/rwe-analyze/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"jinsong-zhou/bio-research-skills — paper-deep-reading","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Single-paper deep-reading workflow decomposes methods and claims into source-grounded review documents.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jinsong-zhou/bio-research-skills","website":"GitHub","packages":"skills/paper-deep-reading/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Single-paper deep-reading workflow decomposes methods and claims into source-grounded review documents."],"limitation":"Critical reading support only; no independent replication or validity guarantee.","url":"https://github.com/jinsong-zhou/bio-research-skills","primarySourceURLs":["https://github.com/Jinsong-Zhou/bio-research-skills/blob/8d74f8738d12680b40f6c29f5a270d62a10a7602/skills/paper-deep-reading/SKILL.md"],"id":"RWE-1028","relevance":{"id":"RWE-1028","decision":"Core","rationale":"Retain the documented evidence function: Single-paper deep-reading workflow decomposes methods and claims into source-grounded review documents. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Single-paper deep-reading workflow decomposes methods and claims into source-grounded review documents.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jinsong-zhou/bio-research-skills","https://github.com/Jinsong-Zhou/bio-research-skills/blob/8d74f8738d12680b40f6c29f5a270d62a10a7602/skills/paper-deep-reading/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"handsomezr-netizen/social-science-paperwork-skill — social-science-paperwork","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Social-science manuscript workflow supports survey/interview design, coding, citation and ethics reporting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"handsomezr-netizen/social-science-paperwork-skill","website":"GitHub","packages":"social-science-paperwork/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Social-science manuscript workflow supports survey/interview design, coding, citation and ethics reporting."],"limitation":"Instruction guidance; synthetic classroom drafts must not be represented as collected human-subject evidence.","url":"https://github.com/handsomezr-netizen/social-science-paperwork-skill","primarySourceURLs":["https://github.com/handsomeZR-netizen/social-science-paperwork-skill/blob/fd3fb1d682af0576ab27c861fb56320ff819c241/social-science-paperwork/SKILL.md"],"id":"RWE-1029","relevance":{"id":"RWE-1029","decision":"Core","rationale":"Retain only the documented evidence function: Survey/interview study design and qualitative coding only; manuscript drafting excluded. Coverage and validation limitations remain in force.","relevanceBasis":"Survey/interview study design and qualitative coding only; manuscript drafting excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/handsomezr-netizen/social-science-paperwork-skill","https://github.com/handsomeZR-netizen/social-science-paperwork-skill/blob/fd3fb1d682af0576ab27c861fb56320ff819c241/social-science-paperwork/SKILL.md"],"reviewGroup":"Population/clinical data or explicit study/measurement method"}},{"name":"matheus-rech/meta-agent — manuscript-writing","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Systematic-review manuscript guidance records search dates, eligibility, outcomes, bias and synthesis methods.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"matheus-rech/meta-agent","website":"GitHub","packages":"skills/data/manuscript-writing/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Systematic-review manuscript guidance records search dates, eligibility, outcomes, bias and synthesis methods."],"limitation":"PRISMA reporting structure does not verify review conduct or findings.","url":"https://github.com/matheus-rech/meta-agent","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/manuscript-writing/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/design/manuscript-writing/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/design/manuscript-writing-matheus-rech-meta-agent/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/design/manuscript-writing-matheus-rech-meta-agent-faa08fd1/SKILL.md","https://github.com/matheus-rech/meta-agent/blob/043029c3c649ea9cc1158f18bf8ae934aa789d98/.claude/skills/manuscript-writing/SKILL.md"],"id":"RWE-1030","relevance":{"id":"RWE-1030","decision":"Core","rationale":"Retain the documented evidence function: Systematic-review manuscript guidance records search dates, eligibility, outcomes, bias and synthesis methods. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Systematic-review manuscript guidance records search dates, eligibility, outcomes, bias and synthesis methods.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/matheus-rech/meta-agent","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/manuscript-writing/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/design/manuscript-writing/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/design/manuscript-writing-matheus-rech-meta-agent/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/design/manuscript-writing-matheus-rech-meta-agent-faa08fd1/SKILL.md","https://github.com/matheus-rech/meta-agent/blob/043029c3c649ea9cc1158f18bf8ae934aa789d98/.claude/skills/manuscript-writing/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"haj1t/senior-dev-squad-skills — healthtech-pro","kind":"Skill","category":"Clinical Data & Interoperability","summary":"FHIR/EHR interoperability and PHI review examples support structured clinical-data engineering.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"haj1t/senior-dev-squad-skills","website":"GitHub","packages":"plugins/healthtech-pro/skills/healthtech-pro/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR/EHR interoperability and PHI review examples support structured clinical-data engineering."],"limitation":"Broad compliance claims not validated; eligibility restricted to documented FHIR/data handling patterns.","url":"https://github.com/haj1t/senior-dev-squad-skills","primarySourceURLs":["https://github.com/haJ1t/senior-dev-squad-skills/blob/b1cb42c974d9d1f8ff05e819e32d9b933c3e8c68/plugins/healthtech-pro/skills/healthtech-pro/SKILL.md"],"id":"RWE-1033","relevance":{"id":"RWE-1033","decision":"Core","rationale":"Selected FHIR/EHR and PHI handling patterns support clinical-data engineering; broad compliance claims remain outside scope.","relevanceBasis":"FHIR/EHR interoperability and PHI review examples support structured clinical-data engineering.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/haJ1t/senior-dev-squad-skills/blob/b1cb42c974d9d1f8ff05e819e32d9b933c3e8c68/plugins/healthtech-pro/skills/healthtech-pro/SKILL.md"],"reviewGroup":"clinical-interoperability"}},{"name":"mrl2013/epidemiology-analysis-pipeline-in-sas-and-r — confounder-selection-and-dag-based-modeling","kind":"Skill","category":"Causal Inference & Analytics","summary":"Epidemiologic confounder selection instructions use substantive DAG reasoning before adjusted regression.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mrl2013/epidemiology-analysis-pipeline-in-sas-and-r","website":"GitHub","packages":".github/skills/confounder-selection-and-dag-based-modeling/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Epidemiologic confounder selection instructions use substantive DAG reasoning before adjusted regression."],"limitation":"Correct adjustment depends on justified causal graph, exchangeability and overlap; instructions do not guarantee causal estimates. Other discovered, held or excluded components are outside this approval. Excluded from approval — github:mrl2013/epidemiology-analysis-pipeline-in-sas-and-r: Retained README merely names a Socratize AI specialist without task contract or accessible skill content.","url":"https://github.com/mrl2013/epidemiology-analysis-pipeline-in-sas-and-r","primarySourceURLs":["https://github.com/mrl2013/epidemiology-analysis-pipeline-in-sas-and-r/blob/74402f7c5aff68ffc0a9c48303df3ca6a7448524/.github/skills/confounder-selection-and-dag-based-modeling/SKILL.md"],"id":"RWE-1034","relevance":{"id":"RWE-1034","decision":"Core","rationale":"Substantive DAG-based confounder selection is an explicit epidemiologic method with study-specific assumptions.","relevanceBasis":"Epidemiologic confounder selection instructions use substantive DAG reasoning before adjusted regression.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mrl2013/epidemiology-analysis-pipeline-in-sas-and-r/blob/74402f7c5aff68ffc0a9c48303df3ca6a7448524/.github/skills/confounder-selection-and-dag-based-modeling/SKILL.md"],"reviewGroup":"epidemiology-methods"}},{"name":"sairam0424/mindforge — causal-inference","kind":"Skill","category":"Causal Inference & Analytics","summary":"Causal workflow requires explicit ATE/ATT/CATE, assumptions and design-appropriate estimators.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sairam0424/mindforge","website":"GitHub","packages":".mindforge/skills/causal-inference/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal workflow requires explicit ATE/ATT/CATE, assumptions and design-appropriate estimators."],"limitation":"Instruction-level method guide; assumptions and numerical estimates require external validation.","url":"https://github.com/sairam0424/mindforge","primarySourceURLs":["https://github.com/sairam0424/MindForge/blob/03c22781ada158c279337fd82037c9f69940a095/.mindforge/skills/causal-inference/SKILL.md"],"id":"RWE-1036","relevance":{"id":"RWE-1036","decision":"Core","rationale":"ATE/ATT/CATE specification and design-appropriate estimator planning are necessary causal analysis methods.","relevanceBasis":"Causal workflow requires explicit ATE/ATT/CATE, assumptions and design-appropriate estimators.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sairam0424/MindForge/blob/03c22781ada158c279337fd82037c9f69940a095/.mindforge/skills/causal-inference/SKILL.md"],"reviewGroup":"causal-methods"}},{"name":"geneontology/gocam-agent — pubmed","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Gene Ontology paper retrieval workflow converts PMID to PMCID and fetches accessible full text for claim verification.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"geneontology/gocam-agent","website":"GitHub","packages":".claude/skills/pubmed/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Gene Ontology paper retrieval workflow converts PMID to PMCID and fetches accessible full text for claim verification."],"limitation":"Open-access PMC subset only; record count and source access change.","url":"https://github.com/geneontology/gocam-agent","primarySourceURLs":["https://github.com/geneontology/gocam-agent/blob/e365a34f2f2078f42968bf22cc42e771722f651e/.claude/skills/pubmed/SKILL.md"],"id":"RWE-1037","relevance":{"id":"RWE-1037","decision":"Core","rationale":"Retain the documented evidence function: Gene Ontology paper retrieval workflow converts PMID to PMCID and fetches accessible full text for claim verification. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Gene Ontology paper retrieval workflow converts PMID to PMCID and fetches accessible full text for claim verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/geneontology/gocam-agent","https://github.com/geneontology/gocam-agent/blob/e365a34f2f2078f42968bf22cc42e771722f651e/.claude/skills/pubmed/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"hyeshik/qbio-skills — manuscript-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Manuscript improvement panel uses source-backed reviewer perspectives and synthesizes disagreements.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hyeshik/qbio-skills","website":"GitHub","packages":"manuscript-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Manuscript improvement panel uses source-backed reviewer perspectives and synthesizes disagreements."],"limitation":"Simulated reviewers and author-experience claims do not establish editorial acceptance or scientific validity.","url":"https://github.com/hyeshik/qbio-skills","primarySourceURLs":["https://github.com/hyeshik/qbio-skills/blob/49304824870f416023662ef63cf51093fc05a53f/manuscript-review/SKILL.md"],"id":"RWE-1038","relevance":{"id":"RWE-1038","decision":"Core","rationale":"Retained full instruction body establishes this specific evidence-method function: PubMed/bioRxiv searches and explicit checks that manuscript claims have current literature support; reviewer personas, positioning and writing polish excluded.","relevanceBasis":"PubMed/bioRxiv searches and explicit checks that manuscript claims have current literature support; reviewer personas, positioning and writing polish excluded.","evidenceLevel":"retained-primary","evidenceRefs":["https://github.com/hyeshik/qbio-skills","https://github.com/hyeshik/qbio-skills/blob/49304824870f416023662ef63cf51093fc05a53f/manuscript-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"yeechingtiger/agentic-chart-review-with-semantica — non-concordance-triage","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Chart-review discrepancy triage distinguishes care gaps, documentation gaps, extraction errors and justified exceptions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yeechingtiger/agentic-chart-review-with-semantica","website":"GitHub","packages":"assets/skills/non-concordance-triage/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Chart-review discrepancy triage distinguishes care gaps, documentation gaps, extraction errors and justified exceptions."],"limitation":"Requires source chart and guideline context; no validated clinical classification performance asserted.","url":"https://github.com/yeechingtiger/agentic-chart-review-with-semantica","primarySourceURLs":["https://github.com/YeechingTiger/agentic-chart-review-with-semantica/blob/ff4d3c934a5fa15204bcb0d37877a34aadcf288b/assets/skills/non-concordance-triage/SKILL.md"],"id":"RWE-1039","relevance":{"id":"RWE-1039","decision":"Core","rationale":"Retain the documented evidence function: Chart-review discrepancy triage distinguishes care gaps, documentation gaps, extraction errors and justified exceptions. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Chart-review discrepancy triage distinguishes care gaps, documentation gaps, extraction errors and justified exceptions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yeechingtiger/agentic-chart-review-with-semantica","https://github.com/YeechingTiger/agentic-chart-review-with-semantica/blob/ff4d3c934a5fa15204bcb0d37877a34aadcf288b/assets/skills/non-concordance-triage/SKILL.md"],"reviewGroup":"Population/clinical data or explicit study/measurement method"}},{"name":"diwad-code/legit-sources-research — evidence-synthesis","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Evidence synthesis workflow ties review mode and screened findings to claim-evidence ledger.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"diwad-code/legit-sources-research","website":"GitHub","packages":".claude/skills/evidence-synthesis/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Evidence synthesis workflow ties review mode and screened findings to claim-evidence ledger."],"limitation":"Mode-specific scope limits matter; quantitative synthesis requires separate methodological checks.","url":"https://github.com/diwad-code/legit-sources-research","primarySourceURLs":["https://github.com/diwad-code/legit-sources-research/blob/847c01adac749bf013cff785f0b8565d56a249f5/.claude/skills/evidence-synthesis/SKILL.md"],"id":"RWE-1040","relevance":{"id":"RWE-1040","decision":"Core","rationale":"Retain the documented evidence function: Evidence synthesis workflow ties review mode and screened findings to claim-evidence ledger. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Evidence synthesis workflow ties review mode and screened findings to claim-evidence ledger.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/diwad-code/legit-sources-research","https://github.com/diwad-code/legit-sources-research/blob/847c01adac749bf013cff785f0b8565d56a249f5/.claude/skills/evidence-synthesis/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"aj-geddes/useful-ai-prompts — survival-analysis-aj-geddes-useful-ai-prompts-3","kind":"Skill","category":"RWE Data & Analytics","summary":"Time-to-event analysis reference documents Kaplan-Meier and Cox workflows with censoring.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aj-geddes/useful-ai-prompts","website":"GitHub","packages":"analysis/survival-analysis-aj-geddes-useful-ai-prompts-3/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Time-to-event analysis reference documents Kaplan-Meier and Cox workflows with censoring."],"limitation":"Hazard ratio is not generally a risk ratio; proportional hazards, censoring and competing risks need appropriate checks.","url":"https://github.com/aj-geddes/useful-ai-prompts","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry-data/blob/4d090cb19cca1fe637af7c58938a3b1bd3453cda/analysis/survival-analysis-aj-geddes-useful-ai-prompts-3/SKILL.md"],"id":"RWE-1041","relevance":{"id":"RWE-1041","decision":"Core","rationale":"Time-to-event analysis reference documents Kaplan-Meier and Cox workflows with censoring. The actual component provides an identifiable statistical, causal, survival, survey-preparation or epidemiologic method; only that stated method scope is Core.","relevanceBasis":"Time-to-event analysis reference documents Kaplan-Meier and Cox workflows with censoring. Limits: Hazard ratio is not generally a risk ratio; proportional hazards, censoring and competing risks need appropriate checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry-data/blob/4d090cb19cca1fe637af7c58938a3b1bd3453cda/analysis/survival-analysis-aj-geddes-useful-ai-prompts-3/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"xiaojinlucky/skills — literature-mining","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature mining workflow compares methods across papers and reconstructs evidence-to-discovery reasoning.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xiaojinlucky/skills","website":"GitHub","packages":"skills/literature-mining/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature mining workflow compares methods across papers and reconstructs evidence-to-discovery reasoning."],"limitation":"Conceptual reading guidance rather than retrieval implementation or comprehensive novelty proof.","url":"https://github.com/xiaojinlucky/skills","primarySourceURLs":["https://github.com/xiaojinlucky/skills/blob/a169fbe011f96f38a91d8accd6f15a439270818b/skills/literature-mining/SKILL.md"],"id":"RWE-1043","relevance":{"id":"RWE-1043","decision":"Core","rationale":"Retain the documented evidence function: Literature mining workflow compares methods across papers and reconstructs evidence-to-discovery reasoning. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Literature mining workflow compares methods across papers and reconstructs evidence-to-discovery reasoning.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xiaojinlucky/skills","https://github.com/xiaojinlucky/skills/blob/a169fbe011f96f38a91d8accd6f15a439270818b/skills/literature-mining/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"drdeepanshdubey/label-lag-sentinel — root skill","kind":"Skill","category":"Pharmacovigilance & safety","summary":"FAERS-label signal workflow documents disproportionality measures and unlabeled-event comparison.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drdeepanshdubey/label-lag-sentinel","website":"GitHub","packages":"SKILL.md","workflowFit":["Pharmacovigilance & safety"],"capabilities":["FAERS-label signal workflow documents disproportionality measures and unlabeled-event comparison."],"limitation":"Disproportionality and LLM causality narratives cannot establish causal adverse reactions; reporting bias and denominators require review.","url":"https://github.com/drdeepanshdubey/label-lag-sentinel","primarySourceURLs":["https://github.com/drdeepanshdubey/label-lag-sentinel/blob/35567a9ed2baaeb765d6f5362bb8b3ad4911823f/SKILL.md"],"id":"RWE-1044","relevance":{"id":"RWE-1044","decision":"Core","rationale":"FAERS disproportionality and label comparison directly support safety-signal research while preserving reporting-bias and noncausality limits.","relevanceBasis":"FAERS-label signal workflow documents disproportionality measures and unlabeled-event comparison.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/drdeepanshdubey/label-lag-sentinel/blob/35567a9ed2baaeb765d6f5362bb8b3ad4911823f/SKILL.md"],"reviewGroup":"pharmacovigilance"}},{"name":"tavily-ai/use-case-skills — academic-scientific-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Tavily scholarly research component structures search, source extraction and evidence brief generation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tavily-ai/use-case-skills","website":"GitHub","packages":"skills/academic-scientific-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Tavily scholarly research component structures search, source extraction and evidence brief generation."],"limitation":"External MCP required; web retrieval is not guaranteed comprehensive academic indexing.","url":"https://github.com/tavily-ai/use-case-skills","primarySourceURLs":["https://github.com/tavily-ai/tavily-grok-plugin/blob/0cfd0c2be2df4a2a90c683abaadaf36ef7f2f59d/skills/academic-scientific-research/SKILL.md"],"id":"RWE-1045","relevance":{"id":"RWE-1045","decision":"Core","rationale":"Retain the documented evidence function: Tavily scholarly research component structures search, source extraction and evidence brief generation. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Tavily scholarly research component structures search, source extraction and evidence brief generation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tavily-ai/use-case-skills","https://github.com/tavily-ai/tavily-grok-plugin/blob/0cfd0c2be2df4a2a90c683abaadaf36ef7f2f59d/skills/academic-scientific-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"niuz257470-ctrl/natureskills — nature-citation","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Nature/Science/Cell citation workflow segments claims, searches constrained journals and exports references.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"niuz257470-ctrl/natureskills","website":"GitHub","packages":"nature-citation/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Nature/Science/Cell citation workflow segments claims, searches constrained journals and exports references."],"limitation":"Prestige-restricted retrieval is biased for evidence synthesis and cannot establish best available support.","url":"https://github.com/niuz257470-ctrl/natureskills","primarySourceURLs":["https://github.com/niuz257470-ctrl/natureskills/blob/bbd6a0cdd5ef81ca48ec8f7fb494e5d01fc26160/nature-citation/SKILL.md"],"id":"RWE-1046","relevance":{"id":"RWE-1046","decision":"Core","rationale":"Retain the documented evidence function: Nature/Science/Cell citation workflow segments claims, searches constrained journals and exports references. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Nature/Science/Cell citation workflow segments claims, searches constrained journals and exports references.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/niuz257470-ctrl/natureskills","https://github.com/niuz257470-ctrl/natureskills/blob/bbd6a0cdd5ef81ca48ec8f7fb494e5d01fc26160/nature-citation/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"gestimation/giant-salamander-skillbox — reviewcitation","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Citation review workflow reconciles references, Vancouver formatting and live PubMed verification with incomplete items explicit.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gestimation/giant-salamander-skillbox","website":"GitHub","packages":"skills/reviewcitation/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Citation review workflow reconciles references, Vancouver formatting and live PubMed verification with incomplete items explicit."],"limitation":"Selected sections from large instruction reviewed; metadata integrity is distinct from claim support and study quality.","url":"https://github.com/gestimation/giant-salamander-skillbox","primarySourceURLs":["https://github.com/gestimation/giant-salamander-skillbox/blob/6d0583d55a6e7e805f7ab784ff34be8274c4fd51/skills/reviewcitation/SKILL.md","https://github.com/gestimation/giant-salamander-skillbox/blob/6d0583d55a6e7e805f7ab784ff34be8274c4fd51/plugins/giant-salamander-skillbox/skills/reviewcitation/SKILL.md"],"id":"RWE-1047","relevance":{"id":"RWE-1047","decision":"Core","rationale":"Retain the documented evidence function: Citation review workflow reconciles references, Vancouver formatting and live PubMed verification with incomplete items explicit. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Citation review workflow reconciles references, Vancouver formatting and live PubMed verification with incomplete items explicit.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gestimation/giant-salamander-skillbox","https://github.com/gestimation/giant-salamander-skillbox/blob/6d0583d55a6e7e805f7ab784ff34be8274c4fd51/skills/reviewcitation/SKILL.md","https://github.com/gestimation/giant-salamander-skillbox/blob/6d0583d55a6e7e805f7ab784ff34be8274c4fd51/plugins/giant-salamander-skillbox/skills/reviewcitation/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"tondevrel/scientific-agent-skills — statsmodels","kind":"Skill","category":"RWE Data & Analytics","summary":"Statsmodels instruction guide covers regression, GLM, time series, diagnostics and statistical testing.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tondevrel/scientific-agent-skills","website":"GitHub","packages":"skills/statsmodels/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Statsmodels instruction guide covers regression, GLM, time series, diagnostics and statistical testing."],"limitation":"Version-specific package guide; causal identification is not supplied by regression alone.","url":"https://github.com/tondevrel/scientific-agent-skills","primarySourceURLs":["https://github.com/tondevrel/scientific-agent-skills/blob/6e89d9e8c84188050bd50c420e48b639be484bb9/skills/statsmodels/SKILL.md"],"id":"RWE-1048","relevance":{"id":"RWE-1048","decision":"Core","rationale":"Statsmodels instruction guide covers regression, GLM, time series, diagnostics and statistical testing. The actual component provides an identifiable statistical, causal, survival, survey-preparation or epidemiologic method; only that stated method scope is Core.","relevanceBasis":"Statsmodels instruction guide covers regression, GLM, time series, diagnostics and statistical testing. Limits: Version-specific package guide; causal identification is not supplied by regression alone.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tondevrel/scientific-agent-skills/blob/6e89d9e8c84188050bd50c420e48b639be484bb9/skills/statsmodels/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"gqy20/cc_plugins — literature-explorer","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature Explorer queries PubMed/Europe PMC, merges identifiers and builds availability-aware reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gqy20/cc_plugins","website":"GitHub","packages":".claude/skills/literature-explorer/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature Explorer queries PubMed/Europe PMC, merges identifiers and builds availability-aware reports."],"limitation":"PMC filters do not guarantee every PDF is downloadable; database specialization claims are heuristic.","url":"https://github.com/gqy20/cc_plugins","primarySourceURLs":["https://github.com/gqy20/cc_plugins/blob/fb9f4c38a2c1efeb065fbb522e6ccfe2aace91dc/.claude/skills/literature-explorer/SKILL.md"],"id":"RWE-1050","relevance":{"id":"RWE-1050","decision":"Core","rationale":"Retain the documented evidence function: Literature Explorer queries PubMed/Europe PMC, merges identifiers and builds availability-aware reports. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"Literature Explorer queries PubMed/Europe PMC, merges identifiers and builds availability-aware reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gqy20/cc_plugins","https://github.com/gqy20/cc_plugins/blob/fb9f4c38a2c1efeb065fbb522e6ccfe2aace91dc/.claude/skills/literature-explorer/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"alvarobiano/bianinho-ecosystem-backup — pubmed-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed research workflow rate-limits queries, deduplicates and exports structured metadata.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alvarobiano/bianinho-ecosystem-backup","website":"GitHub","packages":"hermes/skills/pubmed-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed research workflow rate-limits queries, deduplicates and exports structured metadata."],"limitation":"Validation claims need independent checks; backup collection may require canonical consolidation.","url":"https://github.com/alvarobiano/bianinho-ecosystem-backup","primarySourceURLs":["https://github.com/AlvaroBiano/bianinho-ecosystem-backup/blob/4f5991a71d00cf3baa5ce081333ac1614f692a24/hermes/skills/pubmed-research/SKILL.md"],"id":"RWE-1051","relevance":{"id":"RWE-1051","decision":"Core","rationale":"Retain the documented evidence function: PubMed research workflow rate-limits queries, deduplicates and exports structured metadata. Relevance is limited to that function; the stated source/coverage/validation limitations remain in force.","relevanceBasis":"PubMed research workflow rate-limits queries, deduplicates and exports structured metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alvarobiano/bianinho-ecosystem-backup","https://github.com/AlvaroBiano/bianinho-ecosystem-backup/blob/4f5991a71d00cf3baa5ce081333ac1614f692a24/hermes/skills/pubmed-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, reference integrity or evidence appraisal"}},{"name":"lawve-ai/awesome-legal-skills — proposition-audit-anthony-searle","kind":"Skill","category":"RWE Data & Analytics","summary":"Claim audit workflow classifies factual and interpretive assertions and routes verification to relevant sources.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lawve-ai/awesome-legal-skills","website":"GitHub","packages":"skills/proposition-audit-anthony-searle/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Claim audit workflow classifies factual and interpretive assertions and routes verification to relevant sources."],"limitation":"Healthcare-law context; tiered trust scores are heuristic and not evidence certainty or legal certification.","url":"https://github.com/lawve-ai/awesome-legal-skills","primarySourceURLs":["https://github.com/lawve-ai/awesome-legal-skills/blob/180fd1582cc56fb0fc122a8e734ff3a1a666b87a/skills/proposition-audit-anthony-searle/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/5feae4af76013ed9175d2964de39473fce8dcfaa/mirrors/repos/lawvable@awesome-legal-skills/skills/proposition-audit-anthony-searle/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/5feae4af76013ed9175d2964de39473fce8dcfaa/mirrors/repos/lawve-ai@awesome-legal-skills/skills/proposition-audit-anthony-searle/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/faebae1601281124e694a7a6be1a984e327c468b/mirrors/repos/lawvable@awesome-legal-skills/skills/proposition-audit-anthony-searle/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/faebae1601281124e694a7a6be1a984e327c468b/mirrors/repos/lawve-ai@awesome-legal-skills/skills/proposition-audit-anthony-searle/SKILL.md"],"id":"RWE-1052","relevance":{"id":"RWE-1052","decision":"Core","rationale":"Claim audit workflow classifies factual and interpretive assertions and routes verification to relevant sources. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Claim audit workflow classifies factual and interpretive assertions and routes verification to relevant sources. 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The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"DeepOrbit research workflow retrieves vault context, checkpoints search progress and records evidence-backed notes. Limits: Local and external source coverage bounded; research depth not guaranteed by checkpoints.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dull-bird/DeepOrbit/blob/82cc1b24b1fd617a5ee7a0f016a68067efc0097d/skills/do.research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"kthorn/research-superpower — finding-open-access-papers","kind":"Skill","category":"RWE Data & Analytics","summary":"Unpaywall workflow resolves lawful open-access versions by DOI.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kthorn/research-superpower","website":"GitHub","packages":"skills/data/finding-open-access-papers/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Unpaywall workflow resolves lawful open-access versions by DOI."],"limitation":"Email/API configuration required; missing OA result does not prove no accessible version exists.","url":"https://github.com/kthorn/research-superpower","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/finding-open-access-papers/SKILL.md"],"id":"RWE-1056","relevance":{"id":"RWE-1056","decision":"Core","rationale":"Unpaywall workflow resolves lawful open-access versions by DOI. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Unpaywall workflow resolves lawful open-access versions by DOI. Limits: Email/API configuration required; missing OA result does not prove no accessible version exists.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/finding-open-access-papers/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"keaven/gsdesignskills — illness-death, simtrial","kind":"Skill collection","category":"Trials & Study Design","summary":"Reviewed components: .claude/skills/illness-death/SKILL.md: Illness-death simulation instructions model correlated oncology OS/PFS/ORR and generate analysis datasets.; .agents/skills/simtrial/SKILL.md: simtrial instruction guide specifies survival simulation, data cuts and weighted logrank/MaxCombo power workflows.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"keaven/gsdesignskills","website":"GitHub","packages":".claude/skills/illness-death/SKILL.md; .agents/skills/simtrial/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":[".claude/skills/illness-death/SKILL.md: Illness-death simulation instructions model correlated oncology OS/PFS/ORR and generate analysis datasets.",".agents/skills/simtrial/SKILL.md: simtrial instruction guide specifies survival simulation, data cuts and weighted logrank/MaxCombo power workflows."],"limitation":"illness-death: Model-based synthetic outcomes depend on transition and calibration assumptions; not empirical clinical evidence. simtrial: Targets stated package version; simulated power depends on assumptions and numerical validation.","url":"https://github.com/keaven/gsdesignskills","primarySourceURLs":["https://github.com/keaven/gsDesignSkills/blob/2560c825a9225bf51b77b7381bee7be0f7a5b6fe/.claude/skills/illness-death/SKILL.md","https://github.com/keaven/gsDesignSkills/blob/2560c825a9225bf51b77b7381bee7be0f7a5b6fe/.agents/skills/simtrial/SKILL.md"],"id":"RWE-1057","relevance":{"id":"RWE-1057","decision":"Core","rationale":"Oncology survival and weighted-logrank simulation support clinical-trial design and power analysis; synthetic outcomes depend on model assumptions.","relevanceBasis":".claude/skills/illness-death/SKILL.md: Illness-death simulation instructions model correlated oncology OS/PFS/ORR and generate analysis datasets.; .agents/skills/simtrial/SKILL.md: simtrial instruction guide specifies survival simulation, data cuts and weighted logrank/MaxCombo power workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/keaven/gsDesignSkills/blob/2560c825a9225bf51b77b7381bee7be0f7a5b6fe/.claude/skills/illness-death/SKILL.md","https://github.com/keaven/gsDesignSkills/blob/2560c825a9225bf51b77b7381bee7be0f7a5b6fe/.agents/skills/simtrial/SKILL.md"],"reviewGroup":"clinical-trial-simulation"}},{"name":"antonio-tresol/research-engineering-harness — research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Research harness routes academic discovery, paper retrieval and citation tracing across configured MCPs with HTTP fallback.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"antonio-tresol/research-engineering-harness","website":"GitHub","packages":".claude/skills/research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research harness routes academic discovery, paper retrieval and citation tracing across configured MCPs with HTTP fallback."],"limitation":"Server source counts and fallback coverage vary; original-paper claims need direct checks.","url":"https://github.com/antonio-tresol/research-engineering-harness","primarySourceURLs":["https://github.com/Antonio-Tresol/research-engineering-harness/blob/9b16b03bb2a843a0dfd90e4822d6f89c9030d180/.claude/skills/research/SKILL.md"],"id":"RWE-1058","relevance":{"id":"RWE-1058","decision":"Core","rationale":"Retain the documented evidence function: Research harness routes academic discovery, paper retrieval and citation tracing across configured MCPs with HTTP fallback. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research harness routes academic discovery, paper retrieval and citation tracing across configured MCPs with HTTP fallback.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/antonio-tresol/research-engineering-harness","https://github.com/Antonio-Tresol/research-engineering-harness/blob/9b16b03bb2a843a0dfd90e4822d6f89c9030d180/.claude/skills/research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"magnus919/hermes-profiles — data-scientist","kind":"Skill","category":"Causal Inference & Analytics","summary":"Statistical analysis profile structures experimental design, causal identification and sensitivity workflows.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"magnus919/hermes-profiles","website":"GitHub","packages":"skills/data-scientist/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Statistical analysis profile structures experimental design, causal identification and sensitivity workflows."],"limitation":"Expertise persona claims excluded; computational dependencies and numerical assumptions require validation.","url":"https://github.com/magnus919/hermes-profiles","primarySourceURLs":["https://github.com/magnus919/hermes-profiles/blob/867a555e13bae53a3945aa5328b1e09d347268cc/skills/data-scientist/SKILL.md"],"id":"RWE-1060","relevance":{"id":"RWE-1060","decision":"Core","rationale":"Experimental design, causal identification and sensitivity workflows are explicit reusable research methods, independent of persona claims.","relevanceBasis":"Statistical analysis profile structures experimental design, causal identification and sensitivity workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/magnus919/hermes-profiles/blob/867a555e13bae53a3945aa5328b1e09d347268cc/skills/data-scientist/SKILL.md"],"reviewGroup":"statistical-methods"}},{"name":"linushansen12/chronic-illness-workbench — world-evidence-watch","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Evidence watcher compares fixed-profile trial, PubMed/bioRxiv and ClinVar searches to stored baseline.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"linushansen12/chronic-illness-workbench","website":"GitHub","packages":".claude/skills/world-evidence-watch/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Evidence watcher compares fixed-profile trial, PubMed/bioRxiv and ClinVar searches to stored baseline."],"limitation":"Requires specialist implementations; empty diff only reflects monitored sources and query coverage.","url":"https://github.com/linushansen12/chronic-illness-workbench","primarySourceURLs":["https://github.com/linushansen12/Chronic-Illness-Workbench/blob/9b4f63a5bc6489482b9c518f9975623f9410a336/.claude/skills/world-evidence-watch/SKILL.md"],"id":"RWE-1061","relevance":{"id":"RWE-1061","decision":"Core","rationale":"Retain the documented evidence function: Evidence watcher compares fixed-profile trial, PubMed/bioRxiv and ClinVar searches to stored baseline. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Evidence watcher compares fixed-profile trial, PubMed/bioRxiv and ClinVar searches to stored baseline.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/linushansen12/chronic-illness-workbench","https://github.com/linushansen12/Chronic-Illness-Workbench/blob/9b4f63a5bc6489482b9c518f9975623f9410a336/.claude/skills/world-evidence-watch/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"reason-healthcare/rh-skills — rh-inf-discovery, rh-inf-extract","kind":"MCP server","category":"OMOP & terminology","summary":"Reviewed components: .agents/skills/rh-inf-discovery/SKILL.md: Reason Healthcare discovery instruction workflow searches PubMed, PMC, trials and authoritative sources for informatics evidence plans.; skills/.curated/rh-inf-extract/SKILL.md: Extract normalized source concepts with MCP terminology and decision tracking.; https://github.com/reason-healthcare/rh-skills: FHIR R4 conversion, terminology search and value-set workflows via reasonhub MCP.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"reason-healthcare/rh-skills","website":"GitHub","packages":".agents/skills/rh-inf-discovery/SKILL.md; skills/.curated/rh-inf-extract/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":[".agents/skills/rh-inf-discovery/SKILL.md: Reason Healthcare discovery instruction workflow searches PubMed, PMC, trials and authoritative sources for informatics evidence plans.","skills/.curated/rh-inf-extract/SKILL.md: Extract normalized source concepts with MCP terminology and decision tracking.","https://github.com/reason-healthcare/rh-skills: FHIR R4 conversion, terminology search and value-set workflows via reasonhub MCP."],"limitation":"rh-inf-discovery: Publisher reconciled to reason-healthcare/rh-skills by primary family evidence; plan/verify modes do not validate clinical conclusions or exhaustive coverage. rh-inf-extract: Requires research harness and terminology services; extraction accuracy and runtime untested. Primary attribution reconciled to reason-healthcare/rh-skills. https://github.com/reason-healthcare/rh-skills: Backend/service naming required; semantic mappings and clinical logic need validation.","url":"https://github.com/reason-healthcare/rh-skills","primarySourceURLs":["https://github.com/taylorkle/asco-cancer-guideline/blob/25f13ea33cc4a19c9f8a189f404f29826a9a3330/.agents/skills/rh-inf-discovery/SKILL.md","https://github.com/reason-healthcare/rh-skills/blob/eb280968e8af623b9b30c4175111929e322f696c/skills/.curated/rh-inf-extract/SKILL.md","https://raw.githubusercontent.com/reason-healthcare/rh-skills/HEAD/README.md","https://github.com/reason-healthcare/rh-skills"],"id":"RWE-1062","relevance":{"id":"RWE-1062","decision":"Core","rationale":"Informatics evidence search, FHIR conversion and terminology/value-set workflows directly support clinical research and data preparation.","relevanceBasis":".agents/skills/rh-inf-discovery/SKILL.md: Reason Healthcare discovery instruction workflow searches PubMed, PMC, trials and authoritative sources for informatics evidence plans.; skills/.curated/rh-inf-extract/SKILL.md: Extract normalized source concepts with MCP terminology and decision tracking.; https://github.com/reason-healthcare/rh-skills: FHIR R4 conversion, terminology search and value-set workflows via reasonhub MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/taylorkle/asco-cancer-guideline/blob/25f13ea33cc4a19c9f8a189f404f29826a9a3330/.agents/skills/rh-inf-discovery/SKILL.md","https://github.com/reason-healthcare/rh-skills/blob/eb280968e8af623b9b30c4175111929e322f696c/skills/.curated/rh-inf-extract/SKILL.md","https://raw.githubusercontent.com/reason-healthcare/rh-skills/HEAD/README.md","https://github.com/reason-healthcare/rh-skills"],"reviewGroup":"clinical-evidence-and-terminology"}},{"name":"mdhewei/bioinfor-claw — tcga-download-data, find-collaborators","kind":"Skill collection","category":"Biomedical & Bioinformatics","summary":"Reviewed components: public-datasets-access-and-download/tcga-download-data/SKILL.md: TCGA/GDC retrieval workflow downloads cancer genomic and clinical datasets, merges matrices and records checksums.; lab-search-and-track/find-collaborators/SKILL.md: PubMed collaborator discovery constructs author-topic matrices and ranked researcher profiles.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mdhewei/bioinfor-claw","website":"GitHub","packages":"public-datasets-access-and-download/tcga-download-data/SKILL.md; lab-search-and-track/find-collaborators/SKILL.md","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["public-datasets-access-and-download/tcga-download-data/SKILL.md: TCGA/GDC retrieval workflow downloads cancer genomic and clinical datasets, merges matrices and records checksums.","lab-search-and-track/find-collaborators/SKILL.md: PubMed collaborator discovery constructs author-topic matrices and ranked researcher profiles."],"limitation":"tcga-download-data: Data access controls and harmonization choices apply; retrieval does not validate downstream analysis. find-collaborators: Author disambiguation and publication-count bias require checks; rank is not expertise or willingness guarantee.","url":"https://github.com/mdhewei/bioinfor-claw","primarySourceURLs":["https://github.com/MDhewei/bioinfor-claw/blob/3097da428405d7e33af0dd5ff652e6174e851537/public-datasets-access-and-download/tcga-download-data/SKILL.md","https://github.com/MDhewei/bioinfor-claw/blob/3097da428405d7e33af0dd5ff652e6174e851537/lab-search-and-track/find-collaborators/SKILL.md"],"id":"RWE-1064","relevance":{"id":"RWE-1064","decision":"Core","rationale":"The selected TCGA/GDC clinical dataset retrieval provides a concrete patient-linked research-data role; collaborator rankings are not the core basis.","relevanceBasis":"public-datasets-access-and-download/tcga-download-data/SKILL.md: TCGA/GDC retrieval workflow downloads cancer genomic and clinical datasets, merges matrices and records checksums.; lab-search-and-track/find-collaborators/SKILL.md: PubMed collaborator discovery constructs author-topic matrices and ranked researcher profiles.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/MDhewei/bioinfor-claw/blob/3097da428405d7e33af0dd5ff652e6174e851537/public-datasets-access-and-download/tcga-download-data/SKILL.md","https://github.com/MDhewei/bioinfor-claw/blob/3097da428405d7e33af0dd5ff652e6174e851537/lab-search-and-track/find-collaborators/SKILL.md"],"reviewGroup":"clinical-genomic-data"}},{"name":"sigistry/marketplace — fhir-validation, fhir-ci-quality","kind":"Skill collection","category":"Clinical Data & Interoperability","summary":"Reviewed components: plugins/records/skills/fhir-validation/SKILL.md: FHIR validation workflow distinguishes full validators from limited structural fallback and explains defects.; plugins/records/skills/fhir-ci-quality/SKILL.md: FHIR conformance CI and candidate quality-rule planning","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sigistry/marketplace","website":"GitHub","packages":"plugins/records/skills/fhir-validation/SKILL.md; plugins/records/skills/fhir-ci-quality/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["plugins/records/skills/fhir-validation/SKILL.md: FHIR validation workflow distinguishes full validators from limited structural fallback and explains defects.","plugins/records/skills/fhir-ci-quality/SKILL.md: FHIR conformance CI and candidate quality-rule planning"],"limitation":"fhir-validation: Structural fallback excludes profiles, terminology and invariants; no clinical correctness guarantee. fhir-ci-quality: Full instruction body read; underlying generators/validator were not executed and sampled conventions are not authoritative profiles.","url":"https://github.com/sigistry/marketplace","primarySourceURLs":["https://github.com/sigistry/marketplace/blob/31ebf8b2508b3a705a70529e49d5224ef70b69e6/plugins/records/skills/fhir-validation/SKILL.md","https://github.com/sigistry/marketplace/blob/31ebf8b2508b3a705a70529e49d5224ef70b69e6/plugins/records/skills/fhir-ci-quality/SKILL.md"],"id":"RWE-1065","relevance":{"id":"RWE-1065","decision":"Core","rationale":"FHIR conformance validation and quality-rule planning support structured clinical research data, without establishing clinical correctness.","relevanceBasis":"plugins/records/skills/fhir-validation/SKILL.md: FHIR validation workflow distinguishes full validators from limited structural fallback and explains defects.; plugins/records/skills/fhir-ci-quality/SKILL.md: FHIR conformance CI and candidate quality-rule planning","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sigistry/marketplace/blob/31ebf8b2508b3a705a70529e49d5224ef70b69e6/plugins/records/skills/fhir-validation/SKILL.md","https://github.com/sigistry/marketplace/blob/31ebf8b2508b3a705a70529e49d5224ef70b69e6/plugins/records/skills/fhir-ci-quality/SKILL.md"],"reviewGroup":"clinical-interoperability"}},{"name":"sompote/tigrimosr — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature review integration documents multi-index search, DOI deduplication and abstract fetching.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sompote/tigrimosr","website":"GitHub","packages":"assets/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature review integration documents multi-index search, DOI deduplication and abstract fetching."],"limitation":"Complete-abstract claim varies by source record; missing DOI duplicates and source limits need review.","url":"https://github.com/sompote/tigrimosr","primarySourceURLs":["https://github.com/Sompote/TigrimOSR/blob/e6056e803c81547f04a65178f0c0994fc36e016a/assets/skills/literature-review/SKILL.md"],"id":"RWE-1066","relevance":{"id":"RWE-1066","decision":"Core","rationale":"Retain the documented evidence function: Literature review integration documents multi-index search, DOI deduplication and abstract fetching. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature review integration documents multi-index search, DOI deduplication and abstract fetching.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sompote/tigrimosr","https://github.com/Sompote/TigrimOSR/blob/e6056e803c81547f04a65178f0c0994fc36e016a/assets/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ma-compbio-lab/skillfoundry — ncbi-gene-search, multi-source-literature-brief","kind":"Skill collection","category":"Biomedical & Bioinformatics","summary":"Reviewed components: skills/genomics/ncbi-gene-search/SKILL.md: NCBI Gene instructions resolve symbol and organism to Entrez identifiers and summaries.; skills/scientific-knowledge/multi-source-literature-brief/SKILL.md: Aggregate OpenAlex, Europe PMC, Crossref and PubMed metadata with overlap view.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ma-compbio-lab/skillfoundry","website":"GitHub","packages":"skills/genomics/ncbi-gene-search/SKILL.md; skills/scientific-knowledge/multi-source-literature-brief/SKILL.md","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["skills/genomics/ncbi-gene-search/SKILL.md: NCBI Gene instructions resolve symbol and organism to Entrez identifiers and summaries.","skills/scientific-knowledge/multi-source-literature-brief/SKILL.md: Aggregate OpenAlex, Europe PMC, Crossref and PubMed metadata with overlap view."],"limitation":"ncbi-gene-search: Not variant interpretation or bulk transcript annotation; species must be explicit. multi-source-literature-brief: Briefing tool, explicitly not exhaustive systematic review; runtime untested.","url":"https://github.com/ma-compbio-lab/skillfoundry","primarySourceURLs":["https://github.com/ma-compbio-lab/SkillFoundry/blob/4a8cc0cd9f923cde47a7f542d4a84b92bbabc59f/skills/genomics/ncbi-gene-search/SKILL.md","https://github.com/ma-compbio-lab/SkillFoundry/blob/4a8cc0cd9f923cde47a7f542d4a84b92bbabc59f/skills/scientific-knowledge/multi-source-literature-brief/SKILL.md"],"id":"RWE-1067","relevance":{"id":"RWE-1067","decision":"Core","rationale":"Retain the explicit multi-source scholarly metadata briefing component; NCBI gene lookup alone is molecular reference material.","relevanceBasis":"skills/genomics/ncbi-gene-search/SKILL.md: NCBI Gene instructions resolve symbol and organism to Entrez identifiers and summaries.; skills/scientific-knowledge/multi-source-literature-brief/SKILL.md: Aggregate OpenAlex, Europe PMC, Crossref and PubMed metadata with overlap view.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ma-compbio-lab/SkillFoundry/blob/4a8cc0cd9f923cde47a7f542d4a84b92bbabc59f/skills/genomics/ncbi-gene-search/SKILL.md","https://github.com/ma-compbio-lab/SkillFoundry/blob/4a8cc0cd9f923cde47a7f542d4a84b92bbabc59f/skills/scientific-knowledge/multi-source-literature-brief/SKILL.md"],"reviewGroup":"mixed-evidence-molecular"}},{"name":"lazarospan/efficient-disentangled-graph-recommender — causal-inference","kind":"Skill","category":"Causal Inference & Analytics","summary":"Causal resource router points to identification, discovery and causal-forest methodology references.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lazarospan/efficient-disentangled-graph-recommender","website":"GitHub","packages":".agents/skills/causal-inference/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal resource router points to identification, discovery and causal-forest methodology references."],"limitation":"Reference navigation only; no independent causal estimation contract validated.","url":"https://github.com/lazarospan/efficient-disentangled-graph-recommender","primarySourceURLs":["https://github.com/LazarosPan/Efficient-Disentangled-Graph-Recommender/blob/73c3b0e0e0c857289033037b31ef4a4ab1d76369/.agents/skills/causal-inference/SKILL.md"],"id":"RWE-1068","relevance":{"id":"RWE-1068","decision":"Core","rationale":"Identification and causal-forest reference navigation supports causal methodological planning, without a validated estimator contract.","relevanceBasis":"Causal resource router points to identification, discovery and causal-forest methodology references.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/LazarosPan/Efficient-Disentangled-Graph-Recommender/blob/73c3b0e0e0c857289033037b31ef4a4ab1d76369/.agents/skills/causal-inference/SKILL.md"],"reviewGroup":"causal-methods"}},{"name":"jackkuo666/google-scholar-search-skill — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Google Scholar search skill documents keyword, author and year search with metadata retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackkuo666/google-scholar-search-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Google Scholar search skill documents keyword, author and year search with metadata retrieval."],"limitation":"Uses scraping rather than official API; availability and completeness uncertain.","url":"https://github.com/jackkuo666/google-scholar-search-skill","primarySourceURLs":["https://github.com/JackKuo666/google-scholar-search-skill/blob/b788228798f9300b64f4d98f11d204c6eaaad5f8/SKILL.md"],"id":"RWE-1069","relevance":{"id":"RWE-1069","decision":"Core","rationale":"Retain the documented evidence function: Google Scholar search skill documents keyword, author and year search with metadata retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Google Scholar search skill documents keyword, author and year search with metadata retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackkuo666/google-scholar-search-skill","https://github.com/JackKuo666/google-scholar-search-skill/blob/b788228798f9300b64f4d98f11d204c6eaaad5f8/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"daaf-contribution-community/daaf — data-scientist","kind":"Skill","category":"Causal Inference & Analytics","summary":"Quantitative research method router maps causal, survey and descriptive tasks to language-specific packages.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"daaf-contribution-community/daaf","website":"GitHub","packages":".claude/skills/data-scientist/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Quantitative research method router maps causal, survey and descriptive tasks to language-specific packages."],"limitation":"Selected sections from large methodology reference; package routing does not validate assumptions or estimates.","url":"https://github.com/daaf-contribution-community/daaf","primarySourceURLs":["https://github.com/DAAF-Contribution-Community/daaf/blob/4c5fc85138451a30a174b714fea18457b0d3f7a0/.claude/skills/data-scientist/SKILL.md"],"id":"RWE-1070","relevance":{"id":"RWE-1070","decision":"Core","rationale":"Causal, survey and descriptive method routing provides general statistical support relevant to outcomes research.","relevanceBasis":"Quantitative research method router maps causal, survey and descriptive tasks to language-specific packages.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/DAAF-Contribution-Community/daaf/blob/4c5fc85138451a30a174b714fea18457b0d3f7a0/.claude/skills/data-scientist/SKILL.md"],"reviewGroup":"statistical-methods"}},{"name":"yenlow/super_supervisor — health-technology-assessment","kind":"Skill","category":"RWE Data & Analytics","summary":"HTA workflow coordinates literature safety/effectiveness, Medicare spending and claims evidence.","tags":["Health economics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yenlow/super_supervisor","website":"GitHub","packages":"apps/react-app/skills/health-technology-assessment/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["HTA workflow coordinates literature safety/effectiveness, Medicare spending and claims evidence."],"limitation":"Cost-per-claim comparisons do not establish cost-effectiveness; economic models and causal evidence need separate appraisal.","url":"https://github.com/yenlow/super_supervisor","primarySourceURLs":["https://github.com/yenlow/super_supervisor/blob/d9ae9e6dca00d19b841f3e3d9d6e26a2e343688b/apps/react-app/skills/health-technology-assessment/SKILL.md"],"id":"RWE-1071","relevance":{"id":"RWE-1071","decision":"Core","rationale":"HTA workflow coordinates literature safety/effectiveness, Medicare spending and claims evidence. The documented clinical, epidemiologic, health-economic or research-data preparation function has an explicit role in health evidence workflows; source and method limitations remain applicable.","relevanceBasis":"HTA workflow coordinates literature safety/effectiveness, Medicare spending and claims evidence. Limits: Cost-per-claim comparisons do not establish cost-effectiveness; economic models and causal evidence need separate appraisal.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yenlow/super_supervisor/blob/d9ae9e6dca00d19b841f3e3d9d6e26a2e343688b/apps/react-app/skills/health-technology-assessment/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"antonio-tresol/gemma3-refusal-decomposition — research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic research router selects paper-search, arXiv, citation graph and HTTP retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"antonio-tresol/gemma3-refusal-decomposition","website":"GitHub","packages":".claude/skills/research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic research router selects paper-search, arXiv, citation graph and HTTP retrieval."],"limitation":"Configured servers and bounded source coverage required; same-author related harness may consolidate.","url":"https://github.com/antonio-tresol/gemma3-refusal-decomposition","primarySourceURLs":["https://github.com/Antonio-Tresol/gemma3-refusal-decomposition/blob/fdddaac2aca8d38eac76c8c48b051fd60fbd9ab7/.claude/skills/research/SKILL.md"],"id":"RWE-1072","relevance":{"id":"RWE-1072","decision":"Core","rationale":"Retain the documented evidence function: Academic research router selects paper-search, arXiv, citation graph and HTTP retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic research router selects paper-search, arXiv, citation graph and HTTP retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/antonio-tresol/gemma3-refusal-decomposition","https://github.com/Antonio-Tresol/gemma3-refusal-decomposition/blob/fdddaac2aca8d38eac76c8c48b051fd60fbd9ab7/.claude/skills/research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"herry423/biocsswitch — crossmodal-discovery, lit-review, evidence-audit","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: packs/bio-crossmodal/skills/crossmodal-discovery/SKILL.md: Cross-modal target discovery uses named planning and evidence-reduction tools with source identifiers and missing modalities explicit.; packs/bio-workflows/skills/lit-review/SKILL.md: BioCSSwitch literature workflow specifies question, eligibility, multi-source search, seed expansion and screening records.; packs/bio-audit/skills/evidence-audit/SKILL.md: Verify PMID/DOI/NCT references and attach source types to biomedical claims.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"herry423/biocsswitch","website":"GitHub","packages":"packs/bio-crossmodal/skills/crossmodal-discovery/SKILL.md; packs/bio-workflows/skills/lit-review/SKILL.md; packs/bio-audit/skills/evidence-audit/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["packs/bio-crossmodal/skills/crossmodal-discovery/SKILL.md: Cross-modal target discovery uses named planning and evidence-reduction tools with source identifiers and missing modalities explicit.","packs/bio-workflows/skills/lit-review/SKILL.md: BioCSSwitch literature workflow specifies question, eligibility, multi-source search, seed expansion and screening records.","packs/bio-audit/skills/evidence-audit/SKILL.md: Verify PMID/DOI/NCT references and attach source types to biomedical claims."],"limitation":"crossmodal-discovery: Target ranking is hypothesis generation, not target validation; required packs must be configured. lit-review: Human selection and evidence grading needed; PRISMA-inspired workflow is not full systematic-review certification. evidence-audit: Requires bio-audit MCP; claim support and uncertainty estimates untested.","url":"https://github.com/herry423/biocsswitch","primarySourceURLs":["https://github.com/HERRY423/BioCSSwitch/blob/9f102278757bf1ee6cf7aeb73b476f562f6a9bca/packs/bio-crossmodal/skills/crossmodal-discovery/SKILL.md","https://github.com/HERRY423/BioCSSwitch/blob/9f102278757bf1ee6cf7aeb73b476f562f6a9bca/packs/bio-workflows/skills/lit-review/SKILL.md","https://github.com/HERRY423/BioCSSwitch/blob/9f102278757bf1ee6cf7aeb73b476f562f6a9bca/packs/bio-audit/skills/evidence-audit/SKILL.md"],"id":"RWE-1074","relevance":{"id":"RWE-1074","decision":"Core","rationale":"Retain the documented evidence function: Biomedical literature eligibility/search/screening records and PMID/DOI/NCT claim-reference checks only; exclude cross-modal molecular target discovery. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biomedical literature eligibility/search/screening records and PMID/DOI/NCT claim-reference checks only; exclude cross-modal molecular target discovery.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/herry423/biocsswitch","https://github.com/HERRY423/BioCSSwitch/blob/9f102278757bf1ee6cf7aeb73b476f562f6a9bca/packs/bio-crossmodal/skills/crossmodal-discovery/SKILL.md","https://github.com/HERRY423/BioCSSwitch/blob/9f102278757bf1ee6cf7aeb73b476f562f6a9bca/packs/bio-workflows/skills/lit-review/SKILL.md","https://github.com/HERRY423/BioCSSwitch/blob/9f102278757bf1ee6cf7aeb73b476f562f6a9bca/packs/bio-audit/skills/evidence-audit/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"briney/scuderia — paper-ingest, literature-sweep","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: profiles/mnemo/skills/paper-ingest/SKILL.md: Paper ingestion workflow resolves identity, accessible full text and bibliography with provenance tags.; profiles/mnemo/skills/literature-sweep/SKILL.md: Monitor new scholarly papers and identify local knowledge-base gaps.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"briney/scuderia","website":"GitHub","packages":"profiles/mnemo/skills/paper-ingest/SKILL.md; profiles/mnemo/skills/literature-sweep/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["profiles/mnemo/skills/paper-ingest/SKILL.md: Paper ingestion workflow resolves identity, accessible full text and bibliography with provenance tags.","profiles/mnemo/skills/literature-sweep/SKILL.md: Monitor new scholarly papers and identify local knowledge-base gaps."],"limitation":"paper-ingest: Large workflow selected sections reviewed; abstract fallback must not be presented as full text. literature-sweep: Stub discovery only; ingestion and complete source review are separate.","url":"https://github.com/briney/scuderia","primarySourceURLs":["https://github.com/briney/scuderia/blob/93fd78bf9cb8ade0bc7bd204212f0bc08dd92ca8/profiles/mnemo/skills/paper-ingest/SKILL.md","https://github.com/briney/scuderia/blob/93fd78bf9cb8ade0bc7bd204212f0bc08dd92ca8/profiles/mnemo/skills/literature-sweep/SKILL.md"],"id":"RWE-1075","relevance":{"id":"RWE-1075","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: profiles/mnemo/skills/paper-ingest/SKILL.md: Paper ingestion workflow resolves identity, accessible full text and bibliography with provenance tags.; profiles/mnemo/skills/literature-sweep/SKILL.md: Monitor new scholarly papers and identify local knowledge-base gaps. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: profiles/mnemo/skills/paper-ingest/SKILL.md: Paper ingestion workflow resolves identity, accessible full text and bibliography with provenance tags.; profiles/mnemo/skills/literature-sweep/SKILL.md: Monitor new scholarly papers and identify local knowledge-base gaps.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/briney/scuderia","https://github.com/briney/scuderia/blob/93fd78bf9cb8ade0bc7bd204212f0bc08dd92ca8/profiles/mnemo/skills/paper-ingest/SKILL.md","https://github.com/briney/scuderia/blob/93fd78bf9cb8ade0bc7bd204212f0bc08dd92ca8/profiles/mnemo/skills/literature-sweep/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zzl-zoro/life-science-evidence-review — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Life-science evidence review orchestrator directs structured extraction, appraisal and knowledge-gap reporting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zzl-zoro/life-science-evidence-review","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Life-science evidence review orchestrator directs structured extraction, appraisal and knowledge-gap reporting."],"limitation":"Dependent workflow references and retrieved evidence require validation; no completeness guarantee.","url":"https://github.com/zzl-zoro/life-science-evidence-review","primarySourceURLs":["https://github.com/ZZL-Zoro/Life-Science-Evidence-Review/blob/1798aac7f1269a0d717b6228734747c642010f22/SKILL.md"],"id":"RWE-1076","relevance":{"id":"RWE-1076","decision":"Core","rationale":"Retain the documented evidence function: Life-science evidence review orchestrator directs structured extraction, appraisal and knowledge-gap reporting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Life-science evidence review orchestrator directs structured extraction, appraisal and knowledge-gap reporting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zzl-zoro/life-science-evidence-review","https://github.com/ZZL-Zoro/Life-Science-Evidence-Review/blob/1798aac7f1269a0d717b6228734747c642010f22/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dz07/goku-skills — literature-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature-search adaptation structures PICO, screening and design-appropriate appraisal with explicit K-Dense source.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dz07/goku-skills","website":"GitHub","packages":"skills/literature-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature-search adaptation structures PICO, screening and design-appropriate appraisal with explicit K-Dense source."],"limitation":"Instruction-only adaptation; primary attribution retained and no independent review validity claim.","url":"https://github.com/dz07/goku-skills","primarySourceURLs":["https://github.com/dz07/goku-skills/blob/1afbca78857dc515abc1dd5cf2c819504a4b6c38/skills/literature-search/SKILL.md"],"id":"RWE-1077","relevance":{"id":"RWE-1077","decision":"Core","rationale":"Retain the documented evidence function: Literature-search adaptation structures PICO, screening and design-appropriate appraisal with explicit K-Dense source. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature-search adaptation structures PICO, screening and design-appropriate appraisal with explicit K-Dense source.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dz07/goku-skills","https://github.com/dz07/goku-skills/blob/1afbca78857dc515abc1dd5cf2c819504a4b6c38/skills/literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"huifer/drug-discovery-skills — literature-search, clinical-intelligence","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: .claude/skills/drug-discovery/literature-search/SKILL.md: Drug-discovery literature workflow documents PubMed/preprint queries, summaries and trend analysis.; huifer--drug-discovery-skills/skills/clinical-intelligence/SKILL.md: Retrieve and compare ClinicalTrials.gov trial designs/results.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"huifer/drug-discovery-skills","website":"GitHub","packages":".claude/skills/drug-discovery/literature-search/SKILL.md; huifer--drug-discovery-skills/skills/clinical-intelligence/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":[".claude/skills/drug-discovery/literature-search/SKILL.md: Drug-discovery literature workflow documents PubMed/preprint queries, summaries and trend analysis.","huifer--drug-discovery-skills/skills/clinical-intelligence/SKILL.md: Retrieve and compare ClinicalTrials.gov trial designs/results."],"limitation":"literature-search: Source access and generated findings require validation; trend metrics not evidence quality. clinical-intelligence: TomeVault conversion notice retained; no trial outcome or runtime validation.","url":"https://github.com/huifer/drug-discovery-skills","primarySourceURLs":["https://github.com/huifer/drug-discovery-skills/blob/f43ae56097bdcb918d8f8bf3f941c448d60b14a1/.claude/skills/drug-discovery/literature-search/SKILL.md","https://github.com/tomevault-io/tomes/blob/756daa7af07e716df156df29c9601d9340289b80/huifer--drug-discovery-skills/skills/clinical-intelligence/SKILL.md"],"id":"RWE-1078","relevance":{"id":"RWE-1078","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: .claude/skills/drug-discovery/literature-search/SKILL.md: Drug-discovery literature workflow documents PubMed/preprint queries, summaries and trend analysis.; huifer--drug-discovery-skills/skills/clinical-intelligence/SKILL.md: Retrieve and compare ClinicalTrials.gov trial designs/results. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: .claude/skills/drug-discovery/literature-search/SKILL.md: Drug-discovery literature workflow documents PubMed/preprint queries, summaries and trend analysis.; huifer--drug-discovery-skills/skills/clinical-intelligence/SKILL.md: Retrieve and compare ClinicalTrials.gov trial designs/results.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/huifer/drug-discovery-skills","https://github.com/huifer/drug-discovery-skills/blob/f43ae56097bdcb918d8f8bf3f941c448d60b14a1/.claude/skills/drug-discovery/literature-search/SKILL.md","https://github.com/tomevault-io/tomes/blob/756daa7af07e716df156df29c9601d9340289b80/huifer--drug-discovery-skills/skills/clinical-intelligence/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lijinzedev/skills — paper-citation-audit","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Citation audit workflow checks keys, metadata, claim support and reference formatting with unverifiable items explicit.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lijinzedev/skills","website":"GitHub","packages":"paper-citation-audit/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Citation audit workflow checks keys, metadata, claim support and reference formatting with unverifiable items explicit."],"limitation":"Source access and reviewer judgment required; formatting accuracy separate from evidence validity.","url":"https://github.com/lijinzedev/skills","primarySourceURLs":["https://github.com/lijinzedev/skills/blob/44c6d4e04543a0b908ad4e6d5a85c9999af28729/paper-citation-audit/SKILL.md"],"id":"RWE-1080","relevance":{"id":"RWE-1080","decision":"Core","rationale":"Retain the documented evidence function: Citation audit workflow checks keys, metadata, claim support and reference formatting with unverifiable items explicit. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Citation audit workflow checks keys, metadata, claim support and reference formatting with unverifiable items explicit.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lijinzedev/skills","https://github.com/lijinzedev/skills/blob/44c6d4e04543a0b908ad4e6d5a85c9999af28729/paper-citation-audit/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"leike0813/zotero-skills — literature-search-ingest","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Zotero ingest workflow expands seed artifacts, deduplicates and adds selected literature through zotero-bridge.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"leike0813/zotero-skills","website":"GitHub","packages":"skills_builtin/literature-search-ingest/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Zotero ingest workflow expands seed artifacts, deduplicates and adds selected literature through zotero-bridge."],"limitation":"Requires ACP interactive backend and library access; PDFs best effort and writes need user scope.","url":"https://github.com/leike0813/zotero-skills","primarySourceURLs":["https://github.com/leike0813/Zotero-Skills/blob/68dba7f4c4700cabd67edc0772a88925094e2caa/skills_builtin/literature-search-ingest/SKILL.md"],"id":"RWE-1081","relevance":{"id":"RWE-1081","decision":"Core","rationale":"Retain the documented evidence function: Zotero ingest workflow expands seed artifacts, deduplicates and adds selected literature through zotero-bridge. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Zotero ingest workflow expands seed artifacts, deduplicates and adds selected literature through zotero-bridge.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/leike0813/zotero-skills","https://github.com/leike0813/Zotero-Skills/blob/68dba7f4c4700cabd67edc0772a88925094e2caa/skills_builtin/literature-search-ingest/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"photonics-dhl/self-learning — paper-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic paper search instructions cover identifiers, citations and multi-index discovery.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"photonics-dhl/self-learning","website":"GitHub","packages":".claude/skills/paper-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic paper search instructions cover identifiers, citations and multi-index discovery."],"limitation":"Source-specific coverage and search ranking require verification; instructional wrapper not independent index.","url":"https://github.com/photonics-dhl/self-learning","primarySourceURLs":["https://github.com/photonics-dhl/Self-learning/blob/bdfd0efc9eb78727e6bfeb8f89179beca8609974/.claude/skills/paper-search/SKILL.md"],"id":"RWE-1083","relevance":{"id":"RWE-1083","decision":"Core","rationale":"Retain the documented evidence function: Academic paper search instructions cover identifiers, citations and multi-index discovery. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic paper search instructions cover identifiers, citations and multi-index discovery.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/photonics-dhl/self-learning","https://github.com/photonics-dhl/Self-learning/blob/bdfd0efc9eb78727e6bfeb8f89179beca8609974/.claude/skills/paper-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yachi/claude-skills — deep-research","kind":"Skill","category":"RWE Data & Analytics","summary":"Evidence research workflow verifies premises and external sources before comparative reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yachi/claude-skills","website":"GitHub","packages":"skills/deep-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Evidence research workflow verifies premises and external sources before comparative reports."],"limitation":"Scope limited to documented source-grounded research; exhaustive and 100-percent certainty claims excluded.","url":"https://github.com/yachi/claude-skills","primarySourceURLs":["https://github.com/yachi/claude-skills/blob/6ead9a2c94d466989c452dc8029e16b007aac075/skills/deep-research/SKILL.md"],"id":"RWE-1085","relevance":{"id":"RWE-1085","decision":"Core","rationale":"Evidence research workflow verifies premises and external sources before comparative reports. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Evidence research workflow verifies premises and external sources before comparative reports. Limits: Scope limited to documented source-grounded research; exhaustive and 100-percent certainty claims excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yachi/claude-skills/blob/6ead9a2c94d466989c452dc8029e16b007aac075/skills/deep-research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"opencare-skillhub/pancreatic-cancer-dailynews-skill — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Pancreatic cancer evidence digest aggregates PubMed and trial updates into dated summaries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"opencare-skillhub/pancreatic-cancer-dailynews-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pancreatic cancer evidence digest aggregates PubMed and trial updates into dated summaries."],"limitation":"News monitoring only; short windows and optional sources limit coverage, and patient treatment decisions not validated.","url":"https://github.com/opencare-skillhub/pancreatic-cancer-dailynews-skill","primarySourceURLs":["https://github.com/opencare-skillhub/pancreatic-cancer-dailynews-skill/blob/35874a213ae75a233b666be4cafe0c13b82308fe/SKILL.md"],"id":"RWE-1086","relevance":{"id":"RWE-1086","decision":"Core","rationale":"Retain the documented evidence function: Pancreatic cancer evidence digest aggregates PubMed and trial updates into dated summaries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pancreatic cancer evidence digest aggregates PubMed and trial updates into dated summaries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/opencare-skillhub/pancreatic-cancer-dailynews-skill","https://github.com/opencare-skillhub/pancreatic-cancer-dailynews-skill/blob/35874a213ae75a233b666be4cafe0c13b82308fe/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"usathyan/epistract — pharmacovigilance","kind":"Skill","category":"OMOP & terminology","summary":"Pharmacovigilance extraction domain structures drug/event terminology, timing and source relations in knowledge graphs.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"usathyan/epistract","website":"GitHub","packages":"domains/pharmacovigilance/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["Pharmacovigilance extraction domain structures drug/event terminology, timing and source relations in knowledge graphs."],"limitation":"Causality signals are reported assessments, not proof; source heterogeneity and spontaneous reporting bias remain.","url":"https://github.com/usathyan/epistract","primarySourceURLs":["https://github.com/usathyan/epistract/blob/b714dfe7cbaff4421dd7dcd032bce843bdd2410c/domains/pharmacovigilance/SKILL.md"],"id":"RWE-1087","relevance":{"id":"RWE-1087","decision":"Core","rationale":"Drug-event terminology, timing and provenance extraction directly support pharmacovigilance data, without proving causality.","relevanceBasis":"Pharmacovigilance extraction domain structures drug/event terminology, timing and source relations in knowledge graphs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/usathyan/epistract/blob/b714dfe7cbaff4421dd7dcd032bce843bdd2410c/domains/pharmacovigilance/SKILL.md"],"reviewGroup":"pharmacovigilance"}},{"name":"mkurman/zorai — ncbi_sequence_fetch, database-lookup, clinical-trials","kind":"Skill collection","category":"Biomedical & Bioinformatics","summary":"Reviewed components: skills/scientific-skills-gdm/ncbi_sequence_fetch/SKILL.md: NCBI sequence retrieval instructions resolve accessions, gene/organism and PubMed-linked sequences.; skills/scientific-skills/database-lookup/SKILL.md: Scientific database lookup guide documents biomedical API routing and identifier conversion with explicit K-Dense author.; skills/scientific-skills/clinical-trials/SKILL.md: Search and download trial metadata for design/result analysis.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mkurman/zorai","website":"GitHub","packages":"skills/scientific-skills-gdm/ncbi_sequence_fetch/SKILL.md; skills/scientific-skills/database-lookup/SKILL.md; skills/scientific-skills/clinical-trials/SKILL.md","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["skills/scientific-skills-gdm/ncbi_sequence_fetch/SKILL.md: NCBI sequence retrieval instructions resolve accessions, gene/organism and PubMed-linked sequences.","skills/scientific-skills/database-lookup/SKILL.md: Scientific database lookup guide documents biomedical API routing and identifier conversion with explicit K-Dense author.","skills/scientific-skills/clinical-trials/SKILL.md: Search and download trial metadata for design/result analysis."],"limitation":"ncbi_sequence_fetch: Species and accession version matter; retrieval does not establish variant effect or clinical meaning. database-lookup: Retain upstream attribution; credential handling and source counts are version-dependent, no secrets accessed in review. clinical-trials: Documentation example; no completeness or runtime validation. Other discovered, held or excluded components are outside this approval. Excluded from approval — bgpt-paper-search: BGPT paper-search component names primary repository and hosted endpoint but primary availability remains unresolved from directory follow-up.","url":"https://github.com/mkurman/zorai","primarySourceURLs":["https://github.com/mkurman/zorai/blob/5b6c05fb8b695e7b0ff23bb839fca8f2a933ab82/skills/scientific-skills-gdm/ncbi_sequence_fetch/SKILL.md","https://github.com/mkurman/zorai/blob/5b6c05fb8b695e7b0ff23bb839fca8f2a933ab82/skills/scientific-skills/database-lookup/SKILL.md","https://github.com/mkurman/zorai/blob/5b6c05fb8b695e7b0ff23bb839fca8f2a933ab82/skills/scientific-skills/clinical-trials/SKILL.md"],"id":"RWE-1088","relevance":{"id":"RWE-1088","decision":"Core","rationale":"The selected function directly supports clinical study design or trial evidence; the stated validation and implementation limitations remain in force.","relevanceBasis":"skills/scientific-skills-gdm/ncbi_sequence_fetch/SKILL.md: NCBI sequence retrieval instructions resolve accessions, gene/organism and PubMed-linked sequences.; skills/scientific-skills/database-lookup/SKILL.md: Scientific database lookup guide documents biomedical API routing and identifier conversion with explicit K-Dense author.; skills/scientific-skills/clinical-trials/SKILL.md: Search and download trial metadata for design/result analysis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mkurman/zorai/blob/5b6c05fb8b695e7b0ff23bb839fca8f2a933ab82/skills/scientific-skills-gdm/ncbi_sequence_fetch/SKILL.md","https://github.com/mkurman/zorai/blob/5b6c05fb8b695e7b0ff23bb839fca8f2a933ab82/skills/scientific-skills/database-lookup/SKILL.md","https://github.com/mkurman/zorai/blob/5b6c05fb8b695e7b0ff23bb839fca8f2a933ab82/skills/scientific-skills/clinical-trials/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"vadym-khodak/researcher-skills — keywords, search-sources, suggest-title","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/keywords/SKILL.md: Academic keyword workflow extracts concepts and adapts controlled/free terms for indexing.; skills/search-sources/SKILL.md: Academic source workflow clarifies scope, searches databases and returns citation-ready records.; skills/suggest-title/SKILL.md: Academic title workflow derives and compares manuscript titles from research question and findings.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vadym-khodak/researcher-skills","website":"GitHub","packages":"skills/keywords/SKILL.md; skills/search-sources/SKILL.md; skills/suggest-title/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/keywords/SKILL.md: Academic keyword workflow extracts concepts and adapts controlled/free terms for indexing.","skills/search-sources/SKILL.md: Academic source workflow clarifies scope, searches databases and returns citation-ready records.","skills/suggest-title/SKILL.md: Academic title workflow derives and compares manuscript titles from research question and findings."],"limitation":"keywords: Editorial indexing support only; discoverability effects not tested. search-sources: Instruction-level discovery; relevance, identifiers and coverage require verification. suggest-title: Editorial support only; title quality and journal fit not validated.","url":"https://github.com/vadym-khodak/researcher-skills","primarySourceURLs":["https://github.com/vadym-khodak/researcher-skills/blob/b86e5396c586441f063089293914f665d3b6257b/skills/keywords/SKILL.md","https://github.com/vadym-khodak/researcher-skills/blob/b86e5396c586441f063089293914f665d3b6257b/skills/search-sources/SKILL.md","https://github.com/vadym-khodak/researcher-skills/blob/b86e5396c586441f063089293914f665d3b6257b/skills/suggest-title/SKILL.md"],"id":"RWE-1090","relevance":{"id":"RWE-1090","decision":"Core","rationale":"Retain the documented evidence function: Academic source search and citation-ready records only; title generation and editorial keyword selection are not independently Core. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic source search and citation-ready records only; title generation and editorial keyword selection are not independently Core.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vadym-khodak/researcher-skills","https://github.com/vadym-khodak/researcher-skills/blob/b86e5396c586441f063089293914f665d3b6257b/skills/keywords/SKILL.md","https://github.com/vadym-khodak/researcher-skills/blob/b86e5396c586441f063089293914f665d3b6257b/skills/search-sources/SKILL.md","https://github.com/vadym-khodak/researcher-skills/blob/b86e5396c586441f063089293914f665d3b6257b/skills/suggest-title/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"chaobrain/brainx-skill — bio-neuro-lit","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Neuroscience literature workflow uses Europe PMC and full-text resolution with optional expanded discovery.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chaobrain/brainx-skill","website":"GitHub","packages":"skills/bio-neuro-lit/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Neuroscience literature workflow uses Europe PMC and full-text resolution with optional expanded discovery."],"limitation":"Bio/neuro scope; abstract/full-text availability and human/model-organism evidence must remain distinct.","url":"https://github.com/chaobrain/brainx-skill","primarySourceURLs":["https://github.com/chaobrain/BrainX-skill/blob/158b1b701e5574f80c04eadb5d40c51f5a4dd3e6/skills/bio-neuro-lit/SKILL.md"],"id":"RWE-1091","relevance":{"id":"RWE-1091","decision":"Core","rationale":"Retain the documented evidence function: Neuroscience literature workflow uses Europe PMC and full-text resolution with optional expanded discovery. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Neuroscience literature workflow uses Europe PMC and full-text resolution with optional expanded discovery.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chaobrain/brainx-skill","https://github.com/chaobrain/BrainX-skill/blob/158b1b701e5574f80c04eadb5d40c51f5a4dd3e6/skills/bio-neuro-lit/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"evoscientist/evoskills — research-survey, research-ideation","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/research-survey/SKILL.md: Collected-paper survey workflow builds taxonomy, comparative tables and cited synthesis through staged drafting.; skills/research-ideation/SKILL.md: Literature challenge/insight mapping for research planning","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"evoscientist/evoskills","website":"GitHub","packages":"skills/research-survey/SKILL.md; skills/research-ideation/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/research-survey/SKILL.md: Collected-paper survey workflow builds taxonomy, comparative tables and cited synthesis through staged drafting.","skills/research-ideation/SKILL.md: Literature challenge/insight mapping for research planning"],"limitation":"research-survey: Input corpus determines coverage; mandatory navigator dependency and broad retrieval superiority claims unvalidated. research-ideation: Only grounded mapping reviewed; sparse mappings do not prove novelty or unsolved problems, and ELO rankings are not validated research merit.","url":"https://github.com/evoscientist/evoskills","primarySourceURLs":["https://github.com/EvoScientist/EvoSkills/blob/7dde27cda0ae57b863a371175275db8eaa02dcb2/skills/research-survey/SKILL.md","https://github.com/BioTender-max/awesome-bio-agent-skills/blob/8cbdd18837aa6296c4e77616a03b323bd69b57b1/skills/evoskills/research-survey/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/faebae1601281124e694a7a6be1a984e327c468b/mirrors/repos/BioTender-max@awesome-bio-agent-skills/skills/evoskills/research-survey/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/5feae4af76013ed9175d2964de39473fce8dcfaa/mirrors/repos/BioTender-max@awesome-bio-agent-skills/skills/evoskills/research-survey/SKILL.md","https://github.com/EvoScientist/EvoSkills/blob/7dde27cda0ae57b863a371175275db8eaa02dcb2/skills/research-ideation/SKILL.md"],"id":"RWE-1092","relevance":{"id":"RWE-1092","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/research-survey/SKILL.md: Collected-paper survey workflow builds taxonomy, comparative tables and cited synthesis through staged drafting.; skills/research-ideation/SKILL.md: Literature challenge/insight mapping for research planning Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/research-survey/SKILL.md: Collected-paper survey workflow builds taxonomy, comparative tables and cited synthesis through staged drafting.; skills/research-ideation/SKILL.md: Literature challenge/insight mapping for research planning","evidenceLevel":"published-card","evidenceRefs":["https://github.com/evoscientist/evoskills","https://github.com/EvoScientist/EvoSkills/blob/7dde27cda0ae57b863a371175275db8eaa02dcb2/skills/research-survey/SKILL.md","https://github.com/BioTender-max/awesome-bio-agent-skills/blob/8cbdd18837aa6296c4e77616a03b323bd69b57b1/skills/evoskills/research-survey/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/faebae1601281124e694a7a6be1a984e327c468b/mirrors/repos/BioTender-max@awesome-bio-agent-skills/skills/evoskills/research-survey/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/5feae4af76013ed9175d2964de39473fce8dcfaa/mirrors/repos/BioTender-max@awesome-bio-agent-skills/skills/evoskills/research-survey/SKILL.md","https://github.com/EvoScientist/EvoSkills/blob/7dde27cda0ae57b863a371175275db8eaa02dcb2/skills/research-ideation/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zpankz/mcp-skillset — network-meta-analysis-appraisal, textbook-grounding","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: network-meta-analysis-appraisal/SKILL.md: NMA appraisal workflow maps paper evidence to PRISMA-NMA, NICE, ISPOR and CINeMA-inspired checklist criteria.; textbook-grounding/SKILL.md: Structure cross-textbook evidence summaries and citation-grounded concept explanations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zpankz/mcp-skillset","website":"GitHub","packages":"network-meta-analysis-appraisal/SKILL.md; textbook-grounding/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["network-meta-analysis-appraisal/SKILL.md: NMA appraisal workflow maps paper evidence to PRISMA-NMA, NICE, ISPOR and CINeMA-inspired checklist criteria.","textbook-grounding/SKILL.md: Structure cross-textbook evidence summaries and citation-grounded concept explanations."],"limitation":"network-meta-analysis-appraisal: 200-point composite and triple-validation method are not validated certainty scales; runtime/time-saving claims unverified. textbook-grounding: Exam-oriented instruction; tensor-synergy/confidence scores are unvalidated and not endorsed.","url":"https://github.com/zpankz/mcp-skillset","primarySourceURLs":["https://github.com/Zpankz/mcp-skillset/blob/d9355d58c0bdb51a0b195a2f93d11dd016e61f9c/network-meta-analysis-appraisal/SKILL.md","https://github.com/Zpankz/mcp-skillset/blob/d9355d58c0bdb51a0b195a2f93d11dd016e61f9c/textbook-grounding/SKILL.md"],"id":"RWE-1093","relevance":{"id":"RWE-1093","decision":"Core","rationale":"Retain the documented evidence function: Network meta-analysis evidence appraisal only; textbook examination grounding and unvalidated composite certainty scores excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Network meta-analysis evidence appraisal only; textbook examination grounding and unvalidated composite certainty scores excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zpankz/mcp-skillset","https://github.com/Zpankz/mcp-skillset/blob/d9355d58c0bdb51a0b195a2f93d11dd016e61f9c/network-meta-analysis-appraisal/SKILL.md","https://github.com/Zpankz/mcp-skillset/blob/d9355d58c0bdb51a0b195a2f93d11dd016e61f9c/textbook-grounding/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"arthamegayasa/nam-book-studio — nam-book-research","kind":"Skill","category":"RWE Data & Analytics","summary":"Book evidence workflow tracks inspected source passages, contradictions, corrections and claim-level support.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arthamegayasa/nam-book-studio","website":"GitHub","packages":"skills/nam-book-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Book evidence workflow tracks inspected source passages, contradictions, corrections and claim-level support."],"limitation":"Identifier resolution alone insufficient; access and evidence freshness require review.","url":"https://github.com/arthamegayasa/nam-book-studio","primarySourceURLs":["https://github.com/arthamegayasa/nam-book-studio/blob/1eac5c5393c4d754e7af0f6df3222b6f797eda8f/skills/nam-book-research/SKILL.md"],"id":"RWE-1094","relevance":{"id":"RWE-1094","decision":"Core","rationale":"Book evidence workflow tracks inspected source passages, contradictions, corrections and claim-level support. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Book evidence workflow tracks inspected source passages, contradictions, corrections and claim-level support. Limits: Identifier resolution alone insufficient; access and evidence freshness require review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/arthamegayasa/nam-book-studio/blob/1eac5c5393c4d754e7af0f6df3222b6f797eda8f/skills/nam-book-research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"choxos/tidyrmodelling — mendelian-randomization, health-economics","kind":"Skill collection","category":"RWE Data & Analytics","summary":"Reviewed components: plugins/r-tidy-modelling/skills/mendelian-randomization/SKILL.md: Mendelian randomization reference covers instrument selection, two-sample and sensitivity workflows in R.; plugins/r-tidy-modelling/skills/health-economics/SKILL.md: Health economics R reference covers QALYs, ICERs, Markov/partitioned survival models and sensitivity.","tags":["Health economics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"choxos/tidyrmodelling","website":"GitHub","packages":"plugins/r-tidy-modelling/skills/mendelian-randomization/SKILL.md; plugins/r-tidy-modelling/skills/health-economics/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["plugins/r-tidy-modelling/skills/mendelian-randomization/SKILL.md: Mendelian randomization reference covers instrument selection, two-sample and sensitivity workflows in R.","plugins/r-tidy-modelling/skills/health-economics/SKILL.md: Health economics R reference covers QALYs, ICERs, Markov/partitioned survival models and sensitivity."],"limitation":"mendelian-randomization: Steiger filtering cannot verify causal direction conclusively; pleiotropy, overlap and instrument assumptions require judgment. health-economics: Model inputs, utility assumptions, discounting and decision thresholds require qualified review; no economic validity guarantee. Other discovered, held or excluded components are outside this approval. Excluded from approval — meta-analysis: Diagnostic example labels transformed false-positive rate as specificity. Excluded from approval — network-meta-analysis: Population-adjustment example lacks aggregate integration and treatment interactions. Excluded from approval — ipd-meta-analysis: Selected combined-IPD/aggregate and population-adjusted NMA examples omit aggregate covariate integration and treatment-covariate interaction specification; regression ~age+sex is presented as population adjustment without effect modifiers. Prior round3 official multinma contract comparison establishes the same…","url":"https://github.com/choxos/tidyrmodelling","primarySourceURLs":["https://github.com/choxos/TidyRModelling/blob/7ecc2fcb3b91e4410a55bd3121c8c978b394033a/plugins/r-tidy-modelling/skills/mendelian-randomization/SKILL.md","https://github.com/choxos/TidyRModelling/blob/7ecc2fcb3b91e4410a55bd3121c8c978b394033a/plugins/r-tidy-modelling/skills/health-economics/SKILL.md"],"id":"RWE-1095","relevance":{"id":"RWE-1095","decision":"Core","rationale":"plugins/r-tidy-modelling/skills/mendelian-randomization/SKILL.md: Mendelian randomization reference covers instrument selection, two-sample and sensitivity workflows…. The actual component provides an identifiable statistical, causal, survival, survey-preparation or epidemiologic method; only that stated method scope is Core.","relevanceBasis":"Reviewed components: plugins/r-tidy-modelling/skills/mendelian-randomization/SKILL.md: Mendelian randomization reference covers instrument selection, two-sample and sensitivity workflows in R.; plugins/r-tidy-modelling/skills/health-economics/SKILL.md: Health economics R reference covers QALYs, ICERs, Markov/partitioned survival models and sensitivity. Limits: mendelian-randomization: Steiger filtering cannot verify causal direction conclusively; pleiotropy, overlap and instrument assumptions require judgment. health-economics: Model inputs, utility assumptions, discounting and decision thresholds require qualified review; no economic validity guarantee. Other discovered, held or excluded components are outside this approval. Excluded from approval — meta-analysis: Diagnostic example labels transformed false-positive rate as specificity. Excluded from approval — network-meta-analysis: Population-adjustment example lacks aggregate integration and treatment interactions. Excluded from approval — ipd-meta-analysis: Selected combined-IPD/aggregate and population-adjusted NMA examples omit aggregate covariate integration and treatment-covariate interaction specification; regression ~age+sex is presented as population adjustment without effect modifiers. Prior round3 official multinma contract comparison establishes the same…","evidenceLevel":"published-card","evidenceRefs":["https://github.com/choxos/TidyRModelling/blob/7ecc2fcb3b91e4410a55bd3121c8c978b394033a/plugins/r-tidy-modelling/skills/mendelian-randomization/SKILL.md","https://github.com/choxos/TidyRModelling/blob/7ecc2fcb3b91e4410a55bd3121c8c978b394033a/plugins/r-tidy-modelling/skills/health-economics/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"jackal092927/skillx — data_cleaning, feature_engineering","kind":"Research benchmark","category":"RWE Data & Analytics","summary":"Reviewed components: experiments/skillx-skillsbench-001/runs/rewrite-benchmark-003-harbor-rewrite/artifacts/task_sandboxes/c3-trend-anomaly-causal-inference/environment/skills/data_cleaning/SKILL.md: Tabular data-cleaning instruction workflow covers deduplication, missingness and documented outlier treatment for surveys.; experiments/skillx-skillsbench-001/runs/rewrite-benchmark-003-harbor-rewrite/rewrite_jobs/trend-anomaly-causal-inference/outputs/materialized_skillpacks/trend-anomaly-causal-inference/c3_derived/feature_engineering/SKILL.md: Prepare demographic survey variables for empirical analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackal092927/skillx","website":"GitHub","packages":"experiments/skillx-skillsbench-001/runs/rewrite-benchmark-003-harbor-rewrite/artifacts/task_sandboxes/c3-trend-anomaly-causal-inference/environment/skills/data_cleaning/SKILL.md; experiments/skillx-skillsbench-001/runs/rewrite-benchmark-003-harbor-rewrite/rewrite_jobs/trend-anomaly-causal-inference/outputs/materialized_skillpacks/trend-anomaly-causal-inference/c3_derived/feature_engineering/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["experiments/skillx-skillsbench-001/runs/rewrite-benchmark-003-harbor-rewrite/artifacts/task_sandboxes/c3-trend-anomaly-causal-inference/environment/skills/data_cleaning/SKILL.md: Tabular data-cleaning instruction workflow covers deduplication, missingness and documented outlier treatment for surveys.","experiments/skillx-skillsbench-001/runs/rewrite-benchmark-003-harbor-rewrite/rewrite_jobs/trend-anomaly-causal-inference/outputs/materialized_skillpacks/trend-anomaly-causal-inference/c3_derived/feature_engineering/SKILL.md: Prepare demographic survey variables for empirical analysis."],"limitation":"data_cleaning: Benchmark-derived component; cleaning choices can bias analyses and do not establish causal identification. feature_engineering: No causal identification guaranteed by numeric encoding; transformations untested. Other discovered, held or excluded components are outside this approval. Excluded from approval — trend-anomaly-causal-inference__environment-control: Skill revision benchmark wrapper encloses a DiD method selected automatically by sample size. Excluded from approval — did_causal_analysis: Spending-anomaly DiD guide asserts demographic drivers from period comparisons and prescribes immediate baseline as stronger identification.","url":"https://github.com/jackal092927/skillx","primarySourceURLs":["https://github.com/jackal092927/skillX/blob/6caa15ba9eede2acf5d1791998be0137a0cf2255/experiments/skillx-skillsbench-001/runs/rewrite-benchmark-003-harbor-rewrite/artifacts/task_sandboxes/c3-trend-anomaly-causal-inference/environment/skills/data_cleaning/SKILL.md","https://github.com/jackal092927/skillX/blob/6caa15ba9eede2acf5d1791998be0137a0cf2255/experiments/skillx-skillsbench-001/runs/rewrite-benchmark-003-harbor-rewrite/rewrite_jobs/trend-anomaly-causal-inference/outputs/materialized_skillpacks/trend-anomaly-causal-inference/c3_derived/feature_engineering/SKILL.md"],"id":"RWE-1099","relevance":{"id":"RWE-1099","decision":"Core","rationale":"experiments/skillx-skillsbench-001/runs/rewrite-benchmark-003-harbor-rewrite/artifacts/task_sandboxes/c3-trend-anomaly-causal-inference/environment/skills/data_cleanin…. The actual component provides an identifiable statistical, causal, survival, survey-preparation or epidemiologic method; only that stated method scope is Core.","relevanceBasis":"Reviewed components: experiments/skillx-skillsbench-001/runs/rewrite-benchmark-003-harbor-rewrite/artifacts/task_sandboxes/c3-trend-anomaly-causal-inference/environment/skills/data_cleaning/SKILL.md: Tabular data-cleaning instruction workflow covers deduplication, missingness and documented outlier treatment for surveys.; experiments/skillx-skillsbench-001/runs/rewrite-benchmark-003-harbor-rewrite/rewrite_jobs/trend-anomaly-causal-inference/outputs/materialized_skillpacks/trend-anomaly-causal-inference/c3_derived/feature_engineering/SKILL.md: Prepare demographic survey variables for empirical analysis. Limits: data_cleaning: Benchmark-derived component; cleaning choices can bias analyses and do not establish causal identification. feature_engineering: No causal identification guaranteed by numeric encoding; transformations untested. Other discovered, held or excluded components are outside this approval. Excluded from approval — trend-anomaly-causal-inference__environment-control: Skill revision benchmark wrapper encloses a DiD method selected automatically by sample size. Excluded from approval — did_causal_analysis: Spending-anomaly DiD guide asserts demographic drivers from period comparisons and prescribes immediate baseline as stronger identification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackal092927/skillX/blob/6caa15ba9eede2acf5d1791998be0137a0cf2255/experiments/skillx-skillsbench-001/runs/rewrite-benchmark-003-harbor-rewrite/artifacts/task_sandboxes/c3-trend-anomaly-causal-inference/environment/skills/data_cleaning/SKILL.md","https://github.com/jackal092927/skillX/blob/6caa15ba9eede2acf5d1791998be0137a0cf2255/experiments/skillx-skillsbench-001/runs/rewrite-benchmark-003-harbor-rewrite/rewrite_jobs/trend-anomaly-causal-inference/outputs/materialized_skillpacks/trend-anomaly-causal-inference/c3_derived/feature_engineering/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"cuki2910/m2g-net — critical-transport-editor","kind":"Skill","category":"Causal Inference & Analytics","summary":"Transportation scientific manuscript review checks causal claims, safety evidence and methodological limitations.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cuki2910/m2g-net","website":"GitHub","packages":".agents/skills/critical-transport-editor/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Transportation scientific manuscript review checks causal claims, safety evidence and methodological limitations."],"limitation":"Reviewer persona is not validated expertise; findings require domain and statistical review.","url":"https://github.com/cuki2910/m2g-net","primarySourceURLs":["https://github.com/Cuki2910/M2G-NET/blob/e22a5deb8bbb1403d2e7c5cc7eb5363372fe705b/.agents/skills/critical-transport-editor/SKILL.md"],"id":"RWE-1100","relevance":{"id":"RWE-1100","decision":"Core","rationale":"The review explicitly checks causal claims and safety evidence rather than merely editing transportation prose; retain only that methodological appraisal scope.","relevanceBasis":"Transportation scientific manuscript review checks causal claims, safety evidence and methodological limitations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Cuki2910/M2G-NET/blob/e22a5deb8bbb1403d2e7c5cc7eb5363372fe705b/.agents/skills/critical-transport-editor/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"marazii/research-co-pilot — methodology-advisor, manuscript-drafter","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/methodology-advisor/SKILL.md: Research-methodology advisor structures design, sampling, validity, analysis and tailored alternatives.; skills/manuscript-drafter/SKILL.md: Manuscript drafting workflow derives sections from methodology and analysis reports with bibliography grounding.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"marazii/research-co-pilot","website":"GitHub","packages":"skills/methodology-advisor/SKILL.md; skills/manuscript-drafter/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/methodology-advisor/SKILL.md: Research-methodology advisor structures design, sampling, validity, analysis and tailored alternatives.","skills/manuscript-drafter/SKILL.md: Manuscript drafting workflow derives sections from methodology and analysis reports with bibliography grounding."],"limitation":"methodology-advisor: Mandatory AI extensions may be inappropriate; guidance does not validate causal assumptions or sample size. manuscript-drafter: Instruction support only; new claims require source search and cannot substitute for empirical findings.","url":"https://github.com/marazii/research-co-pilot","primarySourceURLs":["https://github.com/Marazii/research-co-pilot/blob/f824e6c1a7d243c5b6efa0765f302fc68a7e5ae8/skills/methodology-advisor/SKILL.md","https://github.com/Marazii/research-co-pilot/blob/f824e6c1a7d243c5b6efa0765f302fc68a7e5ae8/skills/manuscript-drafter/SKILL.md"],"id":"RWE-1101","relevance":{"id":"RWE-1101","decision":"Core","rationale":"Retain the documented evidence function: Study design, sampling, validity and analysis planning only; manuscript drafting excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Study design, sampling, validity and analysis planning only; manuscript drafting excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/marazii/research-co-pilot","https://github.com/Marazii/research-co-pilot/blob/f824e6c1a7d243c5b6efa0765f302fc68a7e5ae8/skills/methodology-advisor/SKILL.md","https://github.com/Marazii/research-co-pilot/blob/f824e6c1a7d243c5b6efa0765f302fc68a7e5ae8/skills/manuscript-drafter/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"anubhavg-icpl/vibe — rezvani-litreview, android-health-fitness-expert","kind":"Skill collection","category":"Clinical Data & Interoperability","summary":"Reviewed components: skills/rezvani-litreview/SKILL.md: Consensus literature orientation workflow plans bounded framework-guided searches and a research guide.; skills/android-health-fitness-expert/SKILL.md: Android health-data guide documents Health Connect/FHIR and sensor record access.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anubhavg-icpl/vibe","website":"GitHub","packages":"skills/rezvani-litreview/SKILL.md; skills/android-health-fitness-expert/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["skills/rezvani-litreview/SKILL.md: Consensus literature orientation workflow plans bounded framework-guided searches and a research guide.","skills/android-health-fitness-expert/SKILL.md: Android health-data guide documents Health Connect/FHIR and sensor record access."],"limitation":"rezvani-litreview: Service-dependent exploratory workflow; no systematic-review completeness or plan-tier accuracy guarantee. android-health-fitness-expert: Platform-version and user permissions required; fitness data are not automatically validated clinical measures.","url":"https://github.com/anubhavg-icpl/vibe","primarySourceURLs":["https://github.com/anubhavg-icpl/vibe/blob/d51e7ac9a34111cd2e63daed83c2198f91570050/skills/rezvani-litreview/SKILL.md","https://github.com/anubhavg-icpl/vibe/blob/d51e7ac9a34111cd2e63daed83c2198f91570050/skills/android-health-fitness-expert/SKILL.md"],"id":"RWE-1102","relevance":{"id":"RWE-1102","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"skills/rezvani-litreview/SKILL.md: Consensus literature orientation workflow plans bounded framework-guided searches and a research guide.; skills/android-health-fitness-expert/SKILL.md: Android health-data guide documents Health Connect/FHIR and sensor record access.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/anubhavg-icpl/vibe/blob/d51e7ac9a34111cd2e63daed83c2198f91570050/skills/rezvani-litreview/SKILL.md","https://github.com/anubhavg-icpl/vibe/blob/d51e7ac9a34111cd2e63daed83c2198f91570050/skills/android-health-fitness-expert/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"k-dense-ai/claude-scientific-writer — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"K-Dense literature-review component coordinates source search, verification and report production.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"k-dense-ai/claude-scientific-writer","website":"GitHub","packages":"plugins/claude-scientific-writer/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["K-Dense literature-review component coordinates source search, verification and report production."],"limitation":"External search tools and subordinate references required; systematic label not validation of completeness or synthesis. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/k-dense-ai/claude-scientific-writer","primarySourceURLs":["https://github.com/galeep/plugin-place/blob/86f1b7dbbfd11fdc6ec5c7d09f2cd6c1ad471f1f/plugins/claude-scientific-writer/skills/literature-review/SKILL.md"],"id":"RWE-1103","relevance":{"id":"RWE-1103","decision":"Core","rationale":"Retain the documented evidence function: K-Dense literature-review component coordinates source search, verification and report production. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"K-Dense literature-review component coordinates source search, verification and report production.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/k-dense-ai/claude-scientific-writer","https://github.com/galeep/plugin-place/blob/86f1b7dbbfd11fdc6ec5c7d09f2cd6c1ad471f1f/plugins/claude-scientific-writer/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"omchoksi108/benchflow — healthcare-data-pipeline","kind":"Skill","category":"OMOP & terminology","summary":"Healthcare pipeline instructions cover FHIR/OMOP harmonization and data-quality checks.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"omchoksi108/benchflow","website":"GitHub","packages":"skills/healthcare-data-pipeline/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["Healthcare pipeline instructions cover FHIR/OMOP harmonization and data-quality checks."],"limitation":"Procedural guidance only; mapping validity and source-data quality require independent assessment.","url":"https://github.com/omchoksi108/benchflow","primarySourceURLs":["https://github.com/OMCHOKSI108/benchflow/blob/3c5692d12937ed7e1770fc43685e51f2f850932a/skills/healthcare-data-pipeline/SKILL.md"],"id":"RWE-1104","relevance":{"id":"RWE-1104","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"Healthcare pipeline instructions cover FHIR/OMOP harmonization and data-quality checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/OMCHOKSI108/benchflow/blob/3c5692d12937ed7e1770fc43685e51f2f850932a/skills/healthcare-data-pipeline/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"sistm/ai4reproducibility — knowledge-base-extraction","kind":"Skill","category":"Causal Inference & Analytics","summary":"Scientific knowledge extraction workflow records mathematical, probabilistic and causal semantics with source locations.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sistm/ai4reproducibility","website":"GitHub","packages":"agents/knowledge-base-extraction/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Scientific knowledge extraction workflow records mathematical, probabilistic and causal semantics with source locations."],"limitation":"Structured extraction is not proof of model equivalence or reproducibility; verification needed.","url":"https://github.com/sistm/ai4reproducibility","primarySourceURLs":["https://github.com/sistm/AI4Reproducibility/blob/ba2ac8eb0d704ff5f80bfeb183e3c0ace7d816e6/agents/knowledge-base-extraction/SKILL.md"],"id":"RWE-1105","relevance":{"id":"RWE-1105","decision":"Core","rationale":"The selected function directly supports explicit epidemiologic, causal, statistical or evidence-method work; the stated validation and implementation limitations remain in force.","relevanceBasis":"Scientific knowledge extraction workflow records mathematical, probabilistic and causal semantics with source locations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sistm/AI4Reproducibility/blob/ba2ac8eb0d704ff5f80bfeb183e3c0ace7d816e6/agents/knowledge-base-extraction/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"hewhenjay/obsidian-study-notes — arxiv-search","kind":"Skill","category":"RWE Data & Analytics","summary":"Chinese arXiv search script instructions provide query and formatted-result workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hewhenjay/obsidian-study-notes","website":"GitHub","packages":"AI Agent相关/MCP、A2A与Agent Skills/代码/agent_skills/skills/arxiv-search/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Chinese arXiv search script instructions provide query and formatted-result workflow."],"limitation":"Preprint status and search limits apply; wrapper execution requirements not followed during review.","url":"https://github.com/hewhenjay/obsidian-study-notes","primarySourceURLs":["https://github.com/HeWhenJay/obsidian-study-notes/blob/b51ecfdc3ab3ffcd6925741831153a446791ef39/AI Agent相关/MCP、A2A与Agent Skills/代码/agent_skills/skills/arxiv-search/SKILL.md"],"id":"RWE-1106","relevance":{"id":"RWE-1106","decision":"Core","rationale":"Chinese arXiv search script instructions provide query and formatted-result workflow. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Chinese arXiv search script instructions provide query and formatted-result workflow. Limits: Preprint status and search limits apply; wrapper execution requirements not followed during review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/HeWhenJay/obsidian-study-notes/blob/b51ecfdc3ab3ffcd6925741831153a446791ef39/AI Agent相关/MCP、A2A与Agent Skills/代码/agent_skills/skills/arxiv-search/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"dsebastien/ai-skill-scholar — scholar-search","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/scholar-search/SKILL.md: OpenAlex scholar-search component reconstructs abstracts and returns identifiers, venue and OA links.; https://github.com/dsebastien/ai-skill-scholar: Search metadata and abstracts, traverse reference/citation graphs and orchestrate screened full-text literature reviews with saved state.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dsebastien/ai-skill-scholar","website":"GitHub","packages":"skills/scholar-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/scholar-search/SKILL.md: OpenAlex scholar-search component reconstructs abstracts and returns identifiers, venue and OA links.","https://github.com/dsebastien/ai-skill-scholar: Search metadata and abstracts, traverse reference/citation graphs and orchestrate screened full-text literature reviews with saved state."],"limitation":"scholar-search: Keyless access and corpus facts are version-dependent; citation count not evidence quality. https://github.com/dsebastien/ai-skill-scholar: Metadata/full-text coverage incomplete; agent screening and synthesis require review.","url":"https://github.com/dsebastien/ai-skill-scholar","primarySourceURLs":["https://github.com/dsebastien/ai-skill-scholar/blob/15ce494a761232f68610b261c9e4c8001e2c83fd/skills/scholar-search/SKILL.md","https://raw.githubusercontent.com/dsebastien/ai-skill-scholar/main/README.md","https://github.com/dsebastien/ai-skill-scholar"],"id":"RWE-1108","relevance":{"id":"RWE-1108","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/scholar-search/SKILL.md: OpenAlex scholar-search component reconstructs abstracts and returns identifiers, venue and OA links.; https://github.com/dsebastien/ai-skill-scholar: Search metadata and abstracts, traverse reference/citation graphs and orchestrate screened full-text literature reviews with saved state. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/scholar-search/SKILL.md: OpenAlex scholar-search component reconstructs abstracts and returns identifiers, venue and OA links.; https://github.com/dsebastien/ai-skill-scholar: Search metadata and abstracts, traverse reference/citation graphs and orchestrate screened full-text literature reviews with saved state.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dsebastien/ai-skill-scholar","https://github.com/dsebastien/ai-skill-scholar/blob/15ce494a761232f68610b261c9e4c8001e2c83fd/skills/scholar-search/SKILL.md","https://raw.githubusercontent.com/dsebastien/ai-skill-scholar/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"iskendersancar/claude-research-skills — literature-synthesis, preregistration","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/literature-synthesis/SKILL.md: Literature synthesis instructions distinguish review modes and map evidence to gap claims.; skills/preregistration/SKILL.md: Draft and audit prespecified empirical study plans.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"iskendersancar/claude-research-skills","website":"GitHub","packages":"skills/literature-synthesis/SKILL.md; skills/preregistration/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/literature-synthesis/SKILL.md: Literature synthesis instructions distinguish review modes and map evidence to gap claims.","skills/preregistration/SKILL.md: Draft and audit prespecified empirical study plans."],"limitation":"literature-synthesis: Novelty and comprehensive coverage cannot be guaranteed by instruction workflow. preregistration: Instruction resource; registry submission and statistical validity not tested.","url":"https://github.com/iskendersancar/claude-research-skills","primarySourceURLs":["https://github.com/iskendersancar/claude-research-skills/blob/5d9000238508a9ee6ed66fc95513348c0323f38e/skills/literature-synthesis/SKILL.md","https://github.com/iskendersancar/claude-research-skills/blob/5d9000238508a9ee6ed66fc95513348c0323f38e/skills/preregistration/SKILL.md"],"id":"RWE-1109","relevance":{"id":"RWE-1109","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/literature-synthesis/SKILL.md: Literature synthesis instructions distinguish review modes and map evidence to gap claims.; skills/preregistration/SKILL.md: Draft and audit prespecified empirical study plans. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/literature-synthesis/SKILL.md: Literature synthesis instructions distinguish review modes and map evidence to gap claims.; skills/preregistration/SKILL.md: Draft and audit prespecified empirical study plans.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/iskendersancar/claude-research-skills","https://github.com/iskendersancar/claude-research-skills/blob/5d9000238508a9ee6ed66fc95513348c0323f38e/skills/literature-synthesis/SKILL.md","https://github.com/iskendersancar/claude-research-skills/blob/5d9000238508a9ee6ed66fc95513348c0323f38e/skills/preregistration/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nero1688/claude-academic-skills — phd-researcher, causal-inference-architect","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/phd-researcher/SKILL.md: Business research appraisal workflow records evidence anchors and systematic-review methods.; skills/causal-inference-architect/SKILL.md: Plan identification strategy and supporting R estimators.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nero1688/claude-academic-skills","website":"GitHub","packages":"skills/phd-researcher/SKILL.md; skills/causal-inference-architect/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/phd-researcher/SKILL.md: Business research appraisal workflow records evidence anchors and systematic-review methods.","skills/causal-inference-architect/SKILL.md: Plan identification strategy and supporting R estimators."],"limitation":"phd-researcher: Reference-guided appraisal only; reporting frameworks and pooled estimates require study-appropriate validation. causal-inference-architect: Instruction protocol; identification assumptions remain study-specific.","url":"https://github.com/nero1688/claude-academic-skills","primarySourceURLs":["https://github.com/Nero1688/claude-academic-skills/blob/5ee1247b61ad69f9e9f9b3a240dec1633ffc8976/skills/phd-researcher/SKILL.md","https://github.com/Nero1688/claude-academic-skills/blob/5ee1247b61ad69f9e9f9b3a240dec1633ffc8976/skills/causal-inference-architect/SKILL.md"],"id":"RWE-1110","relevance":{"id":"RWE-1110","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/phd-researcher/SKILL.md: Business research appraisal workflow records evidence anchors and systematic-review methods.; skills/causal-inference-architect/SKILL.md: Plan identification strategy and supporting R estimators. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/phd-researcher/SKILL.md: Business research appraisal workflow records evidence anchors and systematic-review methods.; skills/causal-inference-architect/SKILL.md: Plan identification strategy and supporting R estimators.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nero1688/claude-academic-skills","https://github.com/Nero1688/claude-academic-skills/blob/5ee1247b61ad69f9e9f9b3a240dec1633ffc8976/skills/phd-researcher/SKILL.md","https://github.com/Nero1688/claude-academic-skills/blob/5ee1247b61ad69f9e9f9b3a240dec1633ffc8976/skills/causal-inference-architect/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"deusmos/have-fun-dont-die — paper-hunter","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Paper hunter resolves identifiers and lawful OA copies, then updates source-dependent research reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"deusmos/have-fun-dont-die","website":"GitHub","packages":".cursor/skills/paper-hunter/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper hunter resolves identifiers and lawful OA copies, then updates source-dependent research reports."],"limitation":"Access failure and abstract fallback must remain explicit; report changes require claim support.","url":"https://github.com/deusmos/have-fun-dont-die","primarySourceURLs":["https://github.com/DeusMos/have-fun-dont-die/blob/47e5d8fd559b1c4cbcd4179a225b1da2dd89a444/.cursor/skills/paper-hunter/SKILL.md"],"id":"RWE-1111","relevance":{"id":"RWE-1111","decision":"Core","rationale":"Retain the documented evidence function: Paper hunter resolves identifiers and lawful OA copies, then updates source-dependent research reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper hunter resolves identifiers and lawful OA copies, then updates source-dependent research reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/deusmos/have-fun-dont-die","https://github.com/DeusMos/have-fun-dont-die/blob/47e5d8fd559b1c4cbcd4179a225b1da2dd89a444/.cursor/skills/paper-hunter/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"swaruplab/operon — variant-calling-variant-annotation, trial-eligibility-agent, pan-cancer-multiomics-agent and other reviewed components","kind":"Skill collection","category":"Clinical Data & Interoperability","summary":"Reviewed components: protocols/variant-calling-variant-annotation/SKILL.md: Variant annotation guide documents VEP, bcftools, SnpEff and transcript-aware annotation.; protocols/trial-eligibility-agent/SKILL.md: Trial eligibility workflow produces criterion-level met/not/unknown with cited patient and protocol evidence.; protocols/pan-cancer-multiomics-agent/SKILL.md: Pan-cancer research workflow integrates TCGA/CPTAC omics for subtype and driver hypotheses. Additional reviewed component details are listed below.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"swaruplab/operon","website":"GitHub","packages":"protocols/variant-calling-variant-annotation/SKILL.md; protocols/trial-eligibility-agent/SKILL.md; protocols/pan-cancer-multiomics-agent/SKILL.md; protocols/ehr-fhir-integration/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["protocols/variant-calling-variant-annotation/SKILL.md: Variant annotation guide documents VEP, bcftools, SnpEff and transcript-aware annotation.","protocols/trial-eligibility-agent/SKILL.md: Trial eligibility workflow produces criterion-level met/not/unknown with cited patient and protocol evidence.","protocols/pan-cancer-multiomics-agent/SKILL.md: Pan-cancer research workflow integrates TCGA/CPTAC omics for subtype and driver hypotheses.","protocols/ehr-fhir-integration/SKILL.md: FHIR integration skill describes patient/condition/medication retrieval and cohort exploration."],"limitation":"variant-calling-variant-annotation: Functional scores and database assertions are not validated clinical pathogenicity determinations. trial-eligibility-agent: Five-minute and 90-percent coverage targets unvalidated; human trial team confirms eligibility. pan-cancer-multiomics-agent: Fifteen-minute validity target unverified; cross-cancer integration and clinical interpretation require validation. ehr-fhir-integration: Short workflow contract; fifteen-minute valid-output target unverified and backend access required. Other discovered, held or excluded components are outside this approval. Excluded from approval — chatehr-clinician-assistant: Short ChatEHR profile attributes Stanford and invokes python -m chatehr.query without a package source/endpoint contract, while claiming five queries plus discharge summary under10s.","url":"https://github.com/swaruplab/operon","primarySourceURLs":["https://github.com/swaruplab/operon/blob/77f5361af5a2433e38ecfc652c454c49baec4ac3/protocols/variant-calling-variant-annotation/SKILL.md","https://github.com/swaruplab/operon/blob/77f5361af5a2433e38ecfc652c454c49baec4ac3/protocols/trial-eligibility-agent/SKILL.md","https://github.com/swaruplab/operon/blob/77f5361af5a2433e38ecfc652c454c49baec4ac3/protocols/pan-cancer-multiomics-agent/SKILL.md","https://github.com/swaruplab/operon/blob/77f5361af5a2433e38ecfc652c454c49baec4ac3/protocols/ehr-fhir-integration/SKILL.md"],"id":"RWE-1112","relevance":{"id":"RWE-1112","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"protocols/variant-calling-variant-annotation/SKILL.md: Variant annotation guide documents VEP, bcftools, SnpEff and transcript-aware annotation.; protocols/trial-eligibility-agent/SKILL.md: Trial eligibility workflow produces criterion-level met/not/unknown with cited patient and protocol evidence.; protocols/pan-cancer-multiomics-agent/SKILL.md: Pan-cancer research workflow integrates TCGA/CPTAC omics for subtype and driver hypotheses.; protocols/ehr-fhir-integration/SKILL.md: FHIR integration skill describes patient/condition/medication retrieval and cohort exploration.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/swaruplab/operon/blob/77f5361af5a2433e38ecfc652c454c49baec4ac3/protocols/variant-calling-variant-annotation/SKILL.md","https://github.com/swaruplab/operon/blob/77f5361af5a2433e38ecfc652c454c49baec4ac3/protocols/trial-eligibility-agent/SKILL.md","https://github.com/swaruplab/operon/blob/77f5361af5a2433e38ecfc652c454c49baec4ac3/protocols/pan-cancer-multiomics-agent/SKILL.md","https://github.com/swaruplab/operon/blob/77f5361af5a2433e38ecfc652c454c49baec4ac3/protocols/ehr-fhir-integration/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"alice-space/skills — academic-reference-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic reference search script resolves partial metadata and expands reference lists using scholarly APIs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alice-space/skills","website":"GitHub","packages":"academic-reference-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic reference search script resolves partial metadata and expands reference lists using scholarly APIs."],"limitation":"Disambiguation and source coverage require checks; identifiers do not prove claim support.","url":"https://github.com/alice-space/skills","primarySourceURLs":["https://github.com/Alice-space/skills/blob/8c17c6a2689a3ceae711ad2d69cfb7979d15e4d8/academic-reference-search/SKILL.md"],"id":"RWE-1113","relevance":{"id":"RWE-1113","decision":"Core","rationale":"Retain the documented evidence function: Academic reference search script resolves partial metadata and expands reference lists using scholarly APIs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic reference search script resolves partial metadata and expands reference lists using scholarly APIs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alice-space/skills","https://github.com/Alice-space/skills/blob/8c17c6a2689a3ceae711ad2d69cfb7979d15e4d8/academic-reference-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"logicaloutcomes/aitools — social-services-review","kind":"Skill","category":"RWE Data & Analytics","summary":"Social-services evidence workflow searches academic and grey sources with program-evaluation frameworks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"logicaloutcomes/aitools","website":"GitHub","packages":"Skills/social-services-review/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Social-services evidence workflow searches academic and grey sources with program-evaluation frameworks."],"limitation":"Rapid scans explicitly bounded; full systematic conduct and evidence certainty require additional appraisal.","url":"https://github.com/logicaloutcomes/aitools","primarySourceURLs":["https://github.com/LogicalOutcomes/aitools/blob/d2e2350306c29697dc3d56d90d49075c04cafbcc/Skills/social-services-review/SKILL.md"],"id":"RWE-1114","relevance":{"id":"RWE-1114","decision":"Core","rationale":"Social-services evidence workflow searches academic and grey sources with program-evaluation frameworks. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Social-services evidence workflow searches academic and grey sources with program-evaluation frameworks. Limits: Rapid scans explicitly bounded; full systematic conduct and evidence certainty require additional appraisal.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/LogicalOutcomes/aitools/blob/d2e2350306c29697dc3d56d90d49075c04cafbcc/Skills/social-services-review/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"harrelfe/skills — bayes","kind":"Skill","category":"Trials & Study Design","summary":"Bayesian trial-design and prior-specification guidance","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"harrelfe/skills","website":"GitHub","packages":"bayes/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Bayesian trial-design and prior-specification guidance","Posterior-summary and operating-characteristic simulation workflow","R Bayesian modeling function reference"],"limitation":"The skill makes strong philosophical and calibration claims; these were not independently validated, and prior/model assumptions and regulatory requirements need expert review.","url":"https://github.com/harrelfe/skills","primarySourceURLs":["https://github.com/harrelfe/skills/blob/b38ce766b6160b8d4df6ff0f97dac69508af6e38/bayes/SKILL.md"],"id":"RWE-1116","relevance":{"id":"RWE-1116","decision":"Core","rationale":"The selected function directly supports clinical study design or trial evidence; the stated validation and implementation limitations remain in force.","relevanceBasis":"Bayesian trial-design and prior-specification guidance; Posterior-summary and operating-characteristic simulation workflow; R Bayesian modeling function reference","evidenceLevel":"published-card","evidenceRefs":["https://github.com/harrelfe/skills/blob/b38ce766b6160b8d4df6ff0f97dac69508af6e38/bayes/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"tdouguo/build-plugins — SOURCE_SKILL","kind":"Skill","category":"RWE Data & Analytics","summary":"Academic research workflow records search cycles, contradictions and cited methodology.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tdouguo/build-plugins","website":"GitHub","packages":"plugins/skill-document-router/skills/document-router/modules/research/academic-deep-research/SOURCE_SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Academic research workflow records search cycles, contradictions and cited methodology."],"limitation":"Cycles and confidence labels do not guarantee exhaustive coverage or validated inference.","url":"https://github.com/tdouguo/build-plugins","primarySourceURLs":["https://github.com/tdouguo/build-plugins/blob/58641b49c6c9651558ac5be79690ca60baf8d929/plugins/skill-document-router/skills/document-router/modules/research/academic-deep-research/SOURCE_SKILL.md"],"id":"RWE-1117","relevance":{"id":"RWE-1117","decision":"Core","rationale":"Academic research workflow records search cycles, contradictions and cited methodology. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Academic research workflow records search cycles, contradictions and cited methodology. Limits: Cycles and confidence labels do not guarantee exhaustive coverage or validated inference.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tdouguo/build-plugins/blob/58641b49c6c9651558ac5be79690ca60baf8d929/plugins/skill-document-router/skills/document-router/modules/research/academic-deep-research/SOURCE_SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"alirezarezvani/claude-skills — clinical-research, research","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: mindpalace/skills/global/research/clinical-research/SKILL.md: Clinical study design component drafts endpoints, power estimates and feasibility gates with explicit canonical source.; research/research/skills/research/SKILL.md: Route NIH/literature research and produce source-grounded research reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alirezarezvani/claude-skills","website":"GitHub","packages":"mindpalace/skills/global/research/clinical-research/SKILL.md; research/research/skills/research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["mindpalace/skills/global/research/clinical-research/SKILL.md: Clinical study design component drafts endpoints, power estimates and feasibility gates with explicit canonical source.","research/research/skills/research/SKILL.md: Route NIH/literature research and produce source-grounded research reports."],"limitation":"clinical-research: First-pass estimates and heuristic go/no-go scores require human statistical review and are not final protocol justification. research: Underlying specialist components not all approved; runtime untested.","url":"https://github.com/alirezarezvani/claude-skills","primarySourceURLs":["https://github.com/aashutosh396/mindpalace/blob/ee2e18474c7a47ecc2b04f57f77bd111a2ba85f7/mindpalace/skills/global/research/clinical-research/SKILL.md","https://github.com/alirezarezvani/claude-skills/blob/19392f7a08264ed00486a251f5b2098321771f94/research/research/skills/research/SKILL.md"],"id":"RWE-1118","relevance":{"id":"RWE-1118","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: mindpalace/skills/global/research/clinical-research/SKILL.md: Clinical study design component drafts endpoints, power estimates and feasibility gates with explicit canonical source.; research/research/skills/research/SKILL.md: Route NIH/literature research and produce source-grounded research reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: mindpalace/skills/global/research/clinical-research/SKILL.md: Clinical study design component drafts endpoints, power estimates and feasibility gates with explicit canonical source.; research/research/skills/research/SKILL.md: Route NIH/literature research and produce source-grounded research reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alirezarezvani/claude-skills","https://github.com/aashutosh396/mindpalace/blob/ee2e18474c7a47ecc2b04f57f77bd111a2ba85f7/mindpalace/skills/global/research/clinical-research/SKILL.md","https://github.com/alirezarezvani/claude-skills/blob/19392f7a08264ed00486a251f5b2098321771f94/research/research/skills/research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zr1314521/agent-0813-15-58 — academic-search-multisource","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Multi-source academic retrieval normalizes a paper pool and supports bounded recursive expansion.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zr1314521/agent-0813-15-58","website":"GitHub","packages":"skill_dist/academic-search-multisource/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Multi-source academic retrieval normalizes a paper pool and supports bounded recursive expansion."],"limitation":"Target-count stopping is exploratory, not evidence saturation; downstream screening requires review.","url":"https://github.com/zr1314521/agent-0813-15-58","primarySourceURLs":["https://github.com/ZR1314521/agent-0813-15-58/blob/4d390698253062b12dfd71dee6c2e61b0999b46c/skill_dist/academic-search-multisource/SKILL.md"],"id":"RWE-1119","relevance":{"id":"RWE-1119","decision":"Core","rationale":"Retain the documented evidence function: Multi-source academic retrieval normalizes a paper pool and supports bounded recursive expansion. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Multi-source academic retrieval normalizes a paper pool and supports bounded recursive expansion.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zr1314521/agent-0813-15-58","https://github.com/ZR1314521/agent-0813-15-58/blob/4d390698253062b12dfd71dee6c2e61b0999b46c/skill_dist/academic-search-multisource/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"laansdole/my-hermes-skills — covidence-full-text-review, covidence-screening, covidence-full-text-retrieval","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/covidence-full-text-retrieval/covidence-full-text-review/SKILL.md: Covidence full-text review workflow provides structured eligibility rationale and optional voting.; skills/covidence-screening/SKILL.md: Covidence screening workflow applies user PICO with trial onboarding and capped title/abstract votes.; skills/covidence-full-text-retrieval/SKILL.md: Acquire full text for systematic-review records and log unresolved references.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"laansdole/my-hermes-skills","website":"GitHub","packages":"skills/covidence-full-text-retrieval/covidence-full-text-review/SKILL.md; skills/covidence-screening/SKILL.md; skills/covidence-full-text-retrieval/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/covidence-full-text-retrieval/covidence-full-text-review/SKILL.md: Covidence full-text review workflow provides structured eligibility rationale and optional voting.","skills/covidence-screening/SKILL.md: Covidence screening workflow applies user PICO with trial onboarding and capped title/abstract votes.","skills/covidence-full-text-retrieval/SKILL.md: Acquire full text for systematic-review records and log unresolved references."],"limitation":"covidence-full-text-review: First-result access strategy may skip available papers; source identity and human second review needed before votes. covidence-screening: Initial agreement does not validate later recall; votes are external decisions requiring human review and current authorized scope. covidence-full-text-retrieval: Requires user session; no inclusion/exclusion decisions or screening recall claims.","url":"https://github.com/laansdole/my-hermes-skills","primarySourceURLs":["https://github.com/LaansDole/my-hermes-skills/blob/f8b43670db6ed6d17d63d9509888a72e3c4b6505/skills/covidence-full-text-retrieval/covidence-full-text-review/SKILL.md","https://github.com/LaansDole/my-hermes-skills/blob/f8b43670db6ed6d17d63d9509888a72e3c4b6505/skills/covidence-screening/SKILL.md","https://github.com/LaansDole/my-hermes-skills/blob/f8b43670db6ed6d17d63d9509888a72e3c4b6505/skills/covidence-full-text-retrieval/SKILL.md"],"id":"RWE-1120","relevance":{"id":"RWE-1120","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/covidence-full-text-retrieval/covidence-full-text-review/SKILL.md: Covidence full-text review workflow provides structured eligibility rationale and optional voting.; skills/covidence-screening/SKILL.md: Covidence screening workflow applies user PICO with trial onboarding and capped title/abstract votes.; skills/covidence-full-text-retrieval/SKILL.md: Acquire full text for systematic-review records and log unresolved references. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/covidence-full-text-retrieval/covidence-full-text-review/SKILL.md: Covidence full-text review workflow provides structured eligibility rationale and optional voting.; skills/covidence-screening/SKILL.md: Covidence screening workflow applies user PICO with trial onboarding and capped title/abstract votes.; skills/covidence-full-text-retrieval/SKILL.md: Acquire full text for systematic-review records and log unresolved references.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/laansdole/my-hermes-skills","https://github.com/LaansDole/my-hermes-skills/blob/f8b43670db6ed6d17d63d9509888a72e3c4b6505/skills/covidence-full-text-retrieval/covidence-full-text-review/SKILL.md","https://github.com/LaansDole/my-hermes-skills/blob/f8b43670db6ed6d17d63d9509888a72e3c4b6505/skills/covidence-screening/SKILL.md","https://github.com/LaansDole/my-hermes-skills/blob/f8b43670db6ed6d17d63d9509888a72e3c4b6505/skills/covidence-full-text-retrieval/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cosmosomo/batch-web-export-skill — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Selected scholarly browser-export workflow verifies one record then reconciles batch exports by business keys.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cosmosomo/batch-web-export-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Selected scholarly browser-export workflow verifies one record then reconciles batch exports by business keys."],"limitation":"Browser-specific execution API requires adaptation; export completeness and authorized access need verification.","url":"https://github.com/cosmosomo/batch-web-export-skill","primarySourceURLs":["https://github.com/cosmosomo/batch-web-export-skill/blob/57776d867462fd8d5d81d042ff0610cbc3b3aa8b/SKILL.md"],"id":"RWE-1121","relevance":{"id":"RWE-1121","decision":"Core","rationale":"Retain the documented evidence function: Selected scholarly browser-export workflow verifies one record then reconciles batch exports by business keys. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Selected scholarly browser-export workflow verifies one record then reconciles batch exports by business keys.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cosmosomo/batch-web-export-skill","https://github.com/cosmosomo/batch-web-export-skill/blob/57776d867462fd8d5d81d042ff0610cbc3b3aa8b/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"oloveluck/fhir — fhir-analytics, fhir-authoring","kind":"Skill collection","category":"OMOP & terminology","summary":"Reviewed components: .claude/skills/fhir-analytics/SKILL.md: FHIR analytics instructions run SQL-on-FHIR and FHIR-to-OMOP ETL over DuckDB.; .claude/skills/fhir-authoring/SKILL.md: Author structured health-data resources and analytical mapping definitions.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"oloveluck/fhir","website":"GitHub","packages":".claude/skills/fhir-analytics/SKILL.md; .claude/skills/fhir-authoring/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":[".claude/skills/fhir-analytics/SKILL.md: FHIR analytics instructions run SQL-on-FHIR and FHIR-to-OMOP ETL over DuckDB.",".claude/skills/fhir-authoring/SKILL.md: Author structured health-data resources and analytical mapping definitions."],"limitation":"fhir-analytics: Explicit exploratory, nonproduction scope; OMOP mappings and cohort semantics require validation. fhir-authoring: Compile-time validation claims untested; not semantic data validation.","url":"https://github.com/oloveluck/fhir","primarySourceURLs":["https://github.com/oloveluck/fhir/blob/2c9cc773877ffe6716500ba30021f670de400795/.claude/skills/fhir-analytics/SKILL.md","https://github.com/oloveluck/fhir/blob/2c9cc773877ffe6716500ba30021f670de400795/.claude/skills/fhir-authoring/SKILL.md"],"id":"RWE-1122","relevance":{"id":"RWE-1122","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":".claude/skills/fhir-analytics/SKILL.md: FHIR analytics instructions run SQL-on-FHIR and FHIR-to-OMOP ETL over DuckDB.; .claude/skills/fhir-authoring/SKILL.md: Author structured health-data resources and analytical mapping definitions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/oloveluck/fhir/blob/2c9cc773877ffe6716500ba30021f670de400795/.claude/skills/fhir-analytics/SKILL.md","https://github.com/oloveluck/fhir/blob/2c9cc773877ffe6716500ba30021f670de400795/.claude/skills/fhir-authoring/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"hashgraph-online/awesome-codex-plugins — research-briefing","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PapersFlow briefing component coordinates paper search, citation verification and citation graph exploration.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hashgraph-online/awesome-codex-plugins","website":"GitHub","packages":"library/research-and-academic/research-briefing/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PapersFlow briefing component coordinates paper search, citation verification and citation graph exploration."],"limitation":"Catalogue plugin wrapper requires canonical PapersFlow attribution; metadata is not evidence certainty.","url":"https://github.com/hashgraph-online/awesome-codex-plugins","primarySourceURLs":["https://github.com/thedixitjain/the-mega-skill-library/blob/1c6d3294f059862aec20847d680c13fd96cc7671/library/research-and-academic/research-briefing/SKILL.md"],"id":"RWE-1123","relevance":{"id":"RWE-1123","decision":"Core","rationale":"Retain the documented evidence function: PapersFlow briefing component coordinates paper search, citation verification and citation graph exploration. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PapersFlow briefing component coordinates paper search, citation verification and citation graph exploration.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hashgraph-online/awesome-codex-plugins","https://github.com/thedixitjain/the-mega-skill-library/blob/1c6d3294f059862aec20847d680c13fd96cc7671/library/research-and-academic/research-briefing/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"better-world-ai/x-cli — paper-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scholar CLI workflow searches multiple academic sources, deduplicates and exports citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"better-world-ai/x-cli","website":"GitHub","packages":"skills/paper-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholar CLI workflow searches multiple academic sources, deduplicates and exports citations."],"limitation":"Some sources require WebBridge sessions; PDF availability and identifiers need checks.","url":"https://github.com/better-world-ai/x-cli","primarySourceURLs":["https://github.com/better-world-ai/x-cli/blob/2b5b706f772827d58686d2c2484460bb7b9bff0a/skills/paper-research/SKILL.md"],"id":"RWE-1124","relevance":{"id":"RWE-1124","decision":"Core","rationale":"Retain the documented evidence function: Scholar CLI workflow searches multiple academic sources, deduplicates and exports citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholar CLI workflow searches multiple academic sources, deduplicates and exports citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/better-world-ai/x-cli","https://github.com/better-world-ai/x-cli/blob/2b5b706f772827d58686d2c2484460bb7b9bff0a/skills/paper-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mashharuki/aws-summithackathon-2026 — semanticscholar-skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Semantic Scholar skill provides search, authors, references and recommendations with explicit Agents365-ai origin.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mashharuki/aws-summithackathon-2026","website":"GitHub","packages":".agents/skills/semanticscholar-skill/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Semantic Scholar skill provides search, authors, references and recommendations with explicit Agents365-ai origin."],"limitation":"API limits and fields vary; copy should consolidate with primary component.","url":"https://github.com/mashharuki/aws-summithackathon-2026","primarySourceURLs":["https://github.com/mashharuki/AWS-SummitHackathon-2026/blob/5f2b67fd174e65b5eca533128877f7d97699007d/.agents/skills/semanticscholar-skill/SKILL.md"],"id":"RWE-1125","relevance":{"id":"RWE-1125","decision":"Core","rationale":"Retain the documented evidence function: Semantic Scholar skill provides search, authors, references and recommendations with explicit Agents365-ai origin. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Semantic Scholar skill provides search, authors, references and recommendations with explicit Agents365-ai origin.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mashharuki/aws-summithackathon-2026","https://github.com/mashharuki/AWS-SummitHackathon-2026/blob/5f2b67fd174e65b5eca533128877f7d97699007d/.agents/skills/semanticscholar-skill/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jmandel/request-my-ehi — root skill","kind":"Skill","category":"Clinical Data & Interoperability","summary":"EHI request workflow identifies EHR vendor and prepares patient data export request documents.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jmandel/request-my-ehi","website":"GitHub","packages":"SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["EHI request workflow identifies EHR vendor and prepares patient data export request documents."],"limitation":"Request preparation only; complete export depends on provider/vendor response and no research access is granted automatically.","url":"https://github.com/jmandel/request-my-ehi","primarySourceURLs":["https://github.com/jmandel/request-my-ehi/blob/2ebd7b07658ca7758368ee537748e0fc772db4c0/SKILL.md"],"id":"RWE-1127","relevance":{"id":"RWE-1127","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"EHI request workflow identifies EHR vendor and prepares patient data export request documents.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jmandel/request-my-ehi/blob/2ebd7b07658ca7758368ee537748e0fc772db4c0/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"devfaso/hms — empi-identity","kind":"Skill","category":"RWE Data & Analytics","summary":"EMPI identity instructions document patient aliases, master records and merge-event handling.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"devfaso/hms","website":"GitHub","packages":".claude/skills/empi-identity/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["EMPI identity instructions document patient aliases, master records and merge-event handling."],"limitation":"Probabilistic matching explicitly upcoming; linkage accuracy and merge correctness not validated. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/devfaso/hms","primarySourceURLs":["https://github.com/DevFaso/hms/blob/2c3dc9078cfca3b7a30139097ad272487ee19e17/.claude/skills/empi-identity/SKILL.md"],"id":"RWE-1128","relevance":{"id":"RWE-1128","decision":"Core","rationale":"EMPI identity instructions document patient aliases, master records and merge-event handling. The documented clinical, epidemiologic, health-economic or research-data preparation function has an explicit role in health evidence workflows; source and method limitations remain applicable.","relevanceBasis":"EMPI identity instructions document patient aliases, master records and merge-event handling. Limits: Probabilistic matching explicitly upcoming; linkage accuracy and merge correctness not validated. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/DevFaso/hms/blob/2c3dc9078cfca3b7a30139097ad272487ee19e17/.claude/skills/empi-identity/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"yuukias/ai_skills_collection — valyu-scientific-search","kind":"Skill","category":"RWE Data & Analytics","summary":"Valyu scientific-search adaptation documents biomedical source routing with pinned yorkeccak upstream provenance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yuukias/ai_skills_collection","website":"GitHub","packages":"skills/science/discovery/valyu-scientific-search/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Valyu scientific-search adaptation documents biomedical source routing with pinned yorkeccak upstream provenance."],"limitation":"Optional external semantic infrastructure; individual source availability and ranking not tested.","url":"https://github.com/yuukias/ai_skills_collection","primarySourceURLs":["https://github.com/YuukiAS/AI_Skills_Collection/blob/887b071999eaa5ba2af992857b63bb54f30fc61f/skills/science/discovery/valyu-scientific-search/SKILL.md"],"id":"RWE-1130","relevance":{"id":"RWE-1130","decision":"Core","rationale":"Valyu scientific-search adaptation documents biomedical source routing with pinned yorkeccak upstream provenance. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Valyu scientific-search adaptation documents biomedical source routing with pinned yorkeccak upstream provenance. Limits: Optional external semantic infrastructure; individual source availability and ranking not tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/YuukiAS/AI_Skills_Collection/blob/887b071999eaa5ba2af992857b63bb54f30fc61f/skills/science/discovery/valyu-scientific-search/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"theillusionoflife/causal_decision_debugger — diagnose","kind":"Skill","category":"Causal Inference & Analytics","summary":"Causal decision workflow constructs estimands, data checks and robustness reports for interventions.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"theillusionoflife/causal_decision_debugger","website":"GitHub","packages":"skills/diagnose/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal decision workflow constructs estimands, data checks and robustness reports for interventions."],"limitation":"Business examples; causal identification depends on assumptions and independent statistical checks.","url":"https://github.com/theillusionoflife/causal_decision_debugger","primarySourceURLs":["https://github.com/TheIllusionOfLife/causal_decision_debugger/blob/fe683f530259fac2a5aeafc1d6112e019936ee77/skills/diagnose/SKILL.md"],"id":"RWE-1131","relevance":{"id":"RWE-1131","decision":"Core","rationale":"The selected function directly supports explicit epidemiologic, causal, statistical or evidence-method work; the stated validation and implementation limitations remain in force.","relevanceBasis":"Causal decision workflow constructs estimands, data checks and robustness reports for interventions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/TheIllusionOfLife/causal_decision_debugger/blob/fe683f530259fac2a5aeafc1d6112e019936ee77/skills/diagnose/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"csxq0605/plugins — synthesize","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Paper synthesis workflow builds taxonomy, contradictions and gaps from supplied analyses.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"csxq0605/plugins","website":"GitHub","packages":"lit-review/claude-code-plugin/skills/synthesize/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper synthesis workflow builds taxonomy, contradictions and gaps from supplied analyses."],"limitation":"Input corpus defines coverage; systematic style does not establish systematic search conduct.","url":"https://github.com/csxq0605/plugins","primarySourceURLs":["https://github.com/csxq0605/plugins/blob/c4cdabdd12bf61cd13c0c5c77b9bc56e05796e9f/lit-review/claude-code-plugin/skills/synthesize/SKILL.md"],"id":"RWE-1132","relevance":{"id":"RWE-1132","decision":"Core","rationale":"Retain the documented evidence function: Paper synthesis workflow builds taxonomy, contradictions and gaps from supplied analyses. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper synthesis workflow builds taxonomy, contradictions and gaps from supplied analyses.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/csxq0605/plugins","https://github.com/csxq0605/plugins/blob/c4cdabdd12bf61cd13c0c5c77b9bc56e05796e9f/lit-review/claude-code-plugin/skills/synthesize/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"starlee-0514/pi-academic-research-ieee — ieee-deep-research","kind":"Skill","category":"RWE Data & Analytics","summary":"IEEE research adapter documents source ledgers, baseline comparisons and claim verification.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"starlee-0514/pi-academic-research-ieee","website":"GitHub","packages":"skills/ieee-deep-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["IEEE research adapter documents source ledgers, baseline comparisons and claim verification."],"limitation":"Active draft with upstream ARS/Nature references; novelty and systematic completeness not guaranteed.","url":"https://github.com/starlee-0514/pi-academic-research-ieee","primarySourceURLs":["https://github.com/Starlee-0514/pi-academic-research-ieee/blob/00e799c2770af5e387a894e1a4832d8b9296618d/skills/ieee-deep-research/SKILL.md"],"id":"RWE-1133","relevance":{"id":"RWE-1133","decision":"Core","rationale":"IEEE research adapter documents source ledgers, baseline comparisons and claim verification. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"IEEE research adapter documents source ledgers, baseline comparisons and claim verification. Limits: Active draft with upstream ARS/Nature references; novelty and systematic completeness not guaranteed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Starlee-0514/pi-academic-research-ieee/blob/00e799c2770af5e387a894e1a4832d8b9296618d/skills/ieee-deep-research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"jordanelias/guidebook — functional-deficit-researcher_SKILL","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Occupational therapy evidence search uses functional deficits, ICF codes, context and citation mining.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jordanelias/guidebook","website":"GitHub","packages":"skills/functional-deficit-researcher_SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Occupational therapy evidence search uses functional deficits, ICF codes, context and citation mining."],"limitation":"Classification tiers and spatial transfer require domain review; guideline findings not individualized prescriptions.","url":"https://github.com/jordanelias/guidebook","primarySourceURLs":["https://github.com/jordanelias/guidebook/blob/938fde94692ae7f99e415565bcb65ab21ba86b18/skills/functional-deficit-researcher_SKILL.md"],"id":"RWE-1134","relevance":{"id":"RWE-1134","decision":"Core","rationale":"Retain the documented evidence function: Occupational therapy evidence search uses functional deficits, ICF codes, context and citation mining. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Occupational therapy evidence search uses functional deficits, ICF codes, context and citation mining.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jordanelias/guidebook","https://github.com/jordanelias/guidebook/blob/938fde94692ae7f99e415565bcb65ab21ba86b18/skills/functional-deficit-researcher_SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tongshan4869/labos — lab-lit-scout","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Lab literature scout queries four scholarly indexes and exports source-linked notes and RIS.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tongshan4869/labos","website":"GitHub","packages":"skills/lab-lit-scout/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Lab literature scout queries four scholarly indexes and exports source-linked notes and RIS."],"limitation":"Relevance scores and hypothesis-challenge flags require review; external APIs and local vault needed.","url":"https://github.com/tongshan4869/labos","primarySourceURLs":["https://github.com/TongShan4869/LabOS/blob/a1d06bdd866e11d874bf213c1ff51913d19efe86/skills/lab-lit-scout/SKILL.md"],"id":"RWE-1135","relevance":{"id":"RWE-1135","decision":"Core","rationale":"Retain the documented evidence function: Lab literature scout queries four scholarly indexes and exports source-linked notes and RIS. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Lab literature scout queries four scholarly indexes and exports source-linked notes and RIS.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tongshan4869/labos","https://github.com/TongShan4869/LabOS/blob/a1d06bdd866e11d874bf213c1ff51913d19efe86/skills/lab-lit-scout/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"monarch-initiative/dismech — collect-care-guidelines","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Care guideline collector searches PubMed publication types and exports citations for disorder knowledge-base curation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"monarch-initiative/dismech","website":"GitHub","packages":".claude/skills/collect-care-guidelines/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Care guideline collector searches PubMed publication types and exports citations for disorder knowledge-base curation."],"limitation":"Recent-window and indexing filters can miss guidelines; snippet and disorder identity verification required.","url":"https://github.com/monarch-initiative/dismech","primarySourceURLs":["https://github.com/monarch-initiative/dismech/blob/eedf9251c78215585c7d6bf4146a1cbe3b0db210/.claude/skills/collect-care-guidelines/SKILL.md"],"id":"RWE-1136","relevance":{"id":"RWE-1136","decision":"Core","rationale":"Retain the documented evidence function: Care guideline collector searches PubMed publication types and exports citations for disorder knowledge-base curation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Care guideline collector searches PubMed publication types and exports citations for disorder knowledge-base curation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/monarch-initiative/dismech","https://github.com/monarch-initiative/dismech/blob/eedf9251c78215585c7d6bf4146a1cbe3b0db210/.claude/skills/collect-care-guidelines/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"plurigrid/asi — depth-search, academic-research","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/data/depth-search/SKILL.md: Depth-search workflow combines academic MCPs and local knowledge with source-backed bibliography.; skills/analysis/academic-research/SKILL.md: Academic research router documents multi-source paper retrieval, citation graphs and BibTeX.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"plurigrid/asi","website":"GitHub","packages":"skills/data/depth-search/SKILL.md; skills/analysis/academic-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/data/depth-search/SKILL.md: Depth-search workflow combines academic MCPs and local knowledge with source-backed bibliography.","skills/analysis/academic-research/SKILL.md: Academic research router documents multi-source paper retrieval, citation graphs and BibTeX."],"limitation":"depth-search: Environment-specific tools required; configured-source search is not guaranteed comprehensive. academic-research: Configured MCP servers required; bibliography discovery not evidence certainty.","url":"https://github.com/plurigrid/asi","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/depth-search/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/analysis/academic-research/SKILL.md"],"id":"RWE-1137","relevance":{"id":"RWE-1137","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/data/depth-search/SKILL.md: Depth-search workflow combines academic MCPs and local knowledge with source-backed bibliography.; skills/analysis/academic-research/SKILL.md: Academic research router documents multi-source paper retrieval, citation graphs and BibTeX. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/data/depth-search/SKILL.md: Depth-search workflow combines academic MCPs and local knowledge with source-backed bibliography.; skills/analysis/academic-research/SKILL.md: Academic research router documents multi-source paper retrieval, citation graphs and BibTeX.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/plurigrid/asi","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/depth-search/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/analysis/academic-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ruacha00/hinf-5016-nlp-final-project-workflow-prompts — run_skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Health-informatics review prompt specifies ICU mortality question, eligibility and structured paper comparison.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ruacha00/hinf-5016-nlp-final-project-workflow-prompts","website":"GitHub","packages":"LLM-Driven/run_skill.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Health-informatics review prompt specifies ICU mortality question, eligibility and structured paper comparison."],"limitation":"Fixed eight-paper assignment is a bounded educational review; dependent LiteratureReviewSkill and retrieval completeness not validated.","url":"https://github.com/ruacha00/hinf-5016-nlp-final-project-workflow-prompts","primarySourceURLs":["https://github.com/Ruacha00/HINF-5016-NLP-Final-Project-Workflow-Prompts/blob/76bde58d0b0ca306aca857daef416d4226fbb3e1/LLM-Driven/run_skill.md"],"id":"RWE-1138","relevance":{"id":"RWE-1138","decision":"Core","rationale":"Retain the documented evidence function: Health-informatics review prompt specifies ICU mortality question, eligibility and structured paper comparison. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Health-informatics review prompt specifies ICU mortality question, eligibility and structured paper comparison.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ruacha00/hinf-5016-nlp-final-project-workflow-prompts","https://github.com/Ruacha00/HINF-5016-NLP-Final-Project-Workflow-Prompts/blob/76bde58d0b0ca306aca857daef416d4226fbb3e1/LLM-Driven/run_skill.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"astoreyai/ai_scientist — risk-of-bias","kind":"Skill","category":"Trials & Study Design","summary":"Risk-of-bias instruction component routes study designs to RoB2, ROBINS-I, QUADAS and QUIPS.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"astoreyai/ai_scientist","website":"GitHub","packages":"skills/productivity/risk-of-bias/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Risk-of-bias instruction component routes study designs to RoB2, ROBINS-I, QUADAS and QUIPS."],"limitation":"Short appraisal guide; risk of bias distinct from GRADE certainty, no validated automated ratings. Other discovered, held or excluded components are outside this approval. Excluded from approval — github:astoreyai/ai_scientist::component:subgroup-analysis: Sibling metadata explicitly declares astoreyai/ai_scientist as original, but the original repository tree is unavailable (HTTP404); exact primary component and provenance cannot be verified. Excluded from approval — effect-size: Full short document treats a single example confidence interval width as adequate sample size and fixed magnitude thresholds as practical significance without context; pooled-SD/CI estimation contracts are unspecified.","url":"https://github.com/astoreyai/ai_scientist","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/productivity/risk-of-bias/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/productivity/risk-of-bias-astoreyai-ai-scientist/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/4d090cb19cca1fe637af7c58938a3b1bd3453cda/productivity/risk-of-bias/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/4d090cb19cca1fe637af7c58938a3b1bd3453cda/productivity/risk-of-bias-astoreyai-ai-scientist/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/productivity/risk-of-bias/SKILL.md"],"id":"RWE-1140","relevance":{"id":"RWE-1140","decision":"Core","rationale":"The selected function directly supports explicit epidemiologic, causal, statistical or evidence-method work; the stated validation and implementation limitations remain in force.","relevanceBasis":"Risk-of-bias instruction component routes study designs to RoB2, ROBINS-I, QUADAS and QUIPS.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/productivity/risk-of-bias/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/productivity/risk-of-bias-astoreyai-ai-scientist/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/4d090cb19cca1fe637af7c58938a3b1bd3453cda/productivity/risk-of-bias/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/4d090cb19cca1fe637af7c58938a3b1bd3453cda/productivity/risk-of-bias-astoreyai-ai-scientist/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/productivity/risk-of-bias/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"piaoyangguohai1/cli-anything-zotero — skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reviewed components: cli_anything/zotero/skills/SKILL.md: Zotero CLI skill documents metadata search/import, citations, attachments and machine-readable status across backends.; PiaoyangGuohai1/cli-anything-zotero: Zotero scholarly library search, metadata/annotation retrieval, DOI/PMID import and BibTeX/RIS export.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"piaoyangguohai1/cli-anything-zotero","website":"GitHub","packages":"cli_anything/zotero/skills/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["cli_anything/zotero/skills/SKILL.md: Zotero CLI skill documents metadata search/import, citations, attachments and machine-readable status across backends.","PiaoyangGuohai1/cli-anything-zotero: Zotero scholarly library search, metadata/annotation retrieval, DOI/PMID import and BibTeX/RIS export."],"limitation":"skills: Requires desktop integration and write readiness; broad version compatibility and command count not runtime tested. PiaoyangGuohai1/cli-anything-zotero: Requires configured Zotero desktop/plugin backend; semantic search needs embeddings configuration; citation previews static and no full audit of DOCX conversion claims.","url":"https://github.com/piaoyangguohai1/cli-anything-zotero","primarySourceURLs":["https://github.com/PiaoyangGuohai1/cli-anything-zotero/blob/e42a930e9374422c9966a38e477adec71436a61e/cli_anything/zotero/skills/SKILL.md","https://raw.githubusercontent.com/HKUDS/CLI-Anything/main/registry.json","https://raw.githubusercontent.com/PiaoyangGuohai1/cli-anything-zotero/main/cli_anything/zotero/skills/SKILL.md"],"id":"RWE-1141","relevance":{"id":"RWE-1141","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: cli_anything/zotero/skills/SKILL.md: Zotero CLI skill documents metadata search/import, citations, attachments and machine-readable status across backends.; PiaoyangGuohai1/cli-anything-zotero: Zotero scholarly library search, metadata/annotation retrieval, DOI/PMID import and BibTeX/RIS export. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: cli_anything/zotero/skills/SKILL.md: Zotero CLI skill documents metadata search/import, citations, attachments and machine-readable status across backends.; PiaoyangGuohai1/cli-anything-zotero: Zotero scholarly library search, metadata/annotation retrieval, DOI/PMID import and BibTeX/RIS export.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/piaoyangguohai1/cli-anything-zotero","https://github.com/PiaoyangGuohai1/cli-anything-zotero/blob/e42a930e9374422c9966a38e477adec71436a61e/cli_anything/zotero/skills/SKILL.md","https://raw.githubusercontent.com/HKUDS/CLI-Anything/main/registry.json","https://raw.githubusercontent.com/PiaoyangGuohai1/cli-anything-zotero/main/cli_anything/zotero/skills/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"choxos/biostatagent — simtrial-fundamentals","kind":"Skill","category":"Trials & Study Design","summary":"simtrial reference documents survival simulation and weighted logrank/MaxCombo workflows.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"choxos/biostatagent","website":"GitHub","packages":"plugins/clinical-trial-simulation/skills/simtrial-fundamentals/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["simtrial reference documents survival simulation and weighted logrank/MaxCombo workflows."],"limitation":"Simulation assumptions, endpoint coding and numerical power require independent checks. Other discovered, held or excluded components are outside this approval. Excluded from approval — ml-nmr-methodology: Effect-modifier interaction is missing from the central model example. Excluded from approval — nma-methodology: P-score is misinterpreted as a treatment-outperformance probability. Excluded from approval — network-meta-analysis: Population-adjustment example lacks aggregate integration and treatment interactions. Excluded from approval — ipd-meta-analysis: Selected combined-IPD/aggregate and population-adjusted NMA examples omit aggregate covariate integration and treatment-covariate interaction specification; regression ~age+sex is presented as population adjustment without effect modifiers. Prior round3 official multinma contract comparison establishes the same…","url":"https://github.com/choxos/biostatagent","primarySourceURLs":["https://github.com/choxos/BiostatAgent/blob/a55c0591107181cdac9ce78813dc0abac3281caa/plugins/clinical-trial-simulation/skills/simtrial-fundamentals/SKILL.md"],"id":"RWE-1142","relevance":{"id":"RWE-1142","decision":"Core","rationale":"The selected function directly supports clinical study design or trial evidence; the stated validation and implementation limitations remain in force.","relevanceBasis":"simtrial reference documents survival simulation and weighted logrank/MaxCombo workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/choxos/BiostatAgent/blob/a55c0591107181cdac9ce78813dc0abac3281caa/plugins/clinical-trial-simulation/skills/simtrial-fundamentals/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"kau10082/transcript-fix — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Medical transcript correction workflow reconciles ASR errors and source variants into usable records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kau10082/transcript-fix","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical transcript correction workflow reconciles ASR errors and source variants into usable records."],"limitation":"Semantic reconstruction must retain uncertainty; corrected drug names/numbers require source confirmation.","url":"https://github.com/kau10082/transcript-fix","primarySourceURLs":["https://github.com/kau10082/transcript-fix/blob/a8eb3396d0ad957c202bfaf97d6226af578caea7/SKILL.md"],"id":"RWE-1143","relevance":{"id":"RWE-1143","decision":"Core","rationale":"Medical transcript correction workflow reconciles ASR errors and source variants into usable records. The documented clinical, epidemiologic, health-economic or research-data preparation function has an explicit role in health evidence workflows; source and method limitations remain applicable.","relevanceBasis":"Medical transcript correction workflow reconciles ASR errors and source variants into usable records. Limits: Semantic reconstruction must retain uncertainty; corrected drug names/numbers require source confirmation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kau10082/transcript-fix/blob/a8eb3396d0ad957c202bfaf97d6226af578caea7/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"nayunzhishui/psychology-research-pipeline — evidence-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Psychology literature subworkflow freezes query families and records search dates, exports and stopping rationale.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nayunzhishui/psychology-research-pipeline","website":"GitHub","packages":"psych-literature-review-workflow/subskills/evidence-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Psychology literature subworkflow freezes query families and records search dates, exports and stopping rationale."],"limitation":"Requires parent workflow and authorized database access; saturation claims depend on executed coverage.","url":"https://github.com/nayunzhishui/psychology-research-pipeline","primarySourceURLs":["https://github.com/nayunzhishui/psychology-research-pipeline/blob/f4ee3ab4b0fefaabc5e85e6ac08b418c6f857d9e/psych-literature-review-workflow/subskills/evidence-search/SKILL.md"],"id":"RWE-1146","relevance":{"id":"RWE-1146","decision":"Core","rationale":"Retain the documented evidence function: Psychology literature subworkflow freezes query families and records search dates, exports and stopping rationale. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Psychology literature subworkflow freezes query families and records search dates, exports and stopping rationale.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nayunzhishui/psychology-research-pipeline","https://github.com/nayunzhishui/psychology-research-pipeline/blob/f4ee3ab4b0fefaabc5e85e6ac08b418c6f857d9e/psych-literature-review-workflow/subskills/evidence-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hejulian2004/blog-by-ai — news-brief","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Selected academic briefing mode retrieves paper methods and findings into structured summaries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hejulian2004/blog-by-ai","website":"GitHub","packages":"skills/news-brief/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Selected academic briefing mode retrieves paper methods and findings into structured summaries."],"limitation":"General news mode outside research scope; brief format can omit methodological detail.","url":"https://github.com/hejulian2004/blog-by-ai","primarySourceURLs":["https://github.com/hejulian2004/blog-by-ai/blob/ba10ea15d2203ed4ef4a5f128bb8c997228ade14/skills/news-brief/SKILL.md"],"id":"RWE-1148","relevance":{"id":"RWE-1148","decision":"Core","rationale":"Retain the documented evidence function: Selected academic briefing mode retrieves paper methods and findings into structured summaries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Selected academic briefing mode retrieves paper methods and findings into structured summaries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hejulian2004/blog-by-ai","https://github.com/hejulian2004/blog-by-ai/blob/ba10ea15d2203ed4ef4a5f128bb8c997228ade14/skills/news-brief/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aerenkaradag/awesome-healthcare-skills — fhir-to-ml-dataset-builder","kind":"Skill","category":"Clinical Data & Interoperability","summary":"FHIR-to-ML dataset builder specifies patient/feature tables from synthetic or deidentified resources.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aerenkaradag/awesome-healthcare-skills","website":"GitHub","packages":"fhir-to-ml-dataset-builder/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR-to-ML dataset builder specifies patient/feature tables from synthetic or deidentified resources."],"limitation":"Data preparation only; does not validate predictions, deidentification or clinical correctness.","url":"https://github.com/aerenkaradag/awesome-healthcare-skills","primarySourceURLs":["https://github.com/aerenkaradag/awesome-healthcare-skills/blob/0d47c3fa7b7f4ed6d8b22a76c4b042c129ef1043/fhir-to-ml-dataset-builder/SKILL.md"],"id":"RWE-1149","relevance":{"id":"RWE-1149","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"FHIR-to-ML dataset builder specifies patient/feature tables from synthetic or deidentified resources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aerenkaradag/awesome-healthcare-skills/blob/0d47c3fa7b7f4ed6d8b22a76c4b042c129ef1043/fhir-to-ml-dataset-builder/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"tenor-john/obsidian-scholarium — semantic-scholar-search, research-query-builder","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reviewed components: agent-canvas-demo/skills/semantic-scholar-search/SKILL.md: Semantic Scholar script retrieves metadata, abstracts and OA links for complementary discovery.; agent-canvas-demo/skills/research-query-builder/SKILL.md: Query builder emits concept matrix, discovery/refinement queries and search-log template.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tenor-john/obsidian-scholarium","website":"GitHub","packages":"agent-canvas-demo/skills/semantic-scholar-search/SKILL.md; agent-canvas-demo/skills/research-query-builder/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["agent-canvas-demo/skills/semantic-scholar-search/SKILL.md: Semantic Scholar script retrieves metadata, abstracts and OA links for complementary discovery.","agent-canvas-demo/skills/research-query-builder/SKILL.md: Query builder emits concept matrix, discovery/refinement queries and search-log template."],"limitation":"semantic-scholar-search: OA links cover a subset and may fail; citation counts not evidence quality. research-query-builder: Database-neutral plan requires syntax translation; no executed retrieval claimed.","url":"https://github.com/tenor-john/obsidian-scholarium","primarySourceURLs":["https://github.com/Tenor-John/obsidian-scholarium/blob/df074f7fef263a6b3b74b6cafef837aae85f4411/agent-canvas-demo/skills/semantic-scholar-search/SKILL.md","https://github.com/Tenor-John/obsidian-scholarium/blob/df074f7fef263a6b3b74b6cafef837aae85f4411/agent-canvas-demo/skills/research-query-builder/SKILL.md"],"id":"RWE-1150","relevance":{"id":"RWE-1150","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: agent-canvas-demo/skills/semantic-scholar-search/SKILL.md: Semantic Scholar script retrieves metadata, abstracts and OA links for complementary discovery.; agent-canvas-demo/skills/research-query-builder/SKILL.md: Query builder emits concept matrix, discovery/refinement queries and search-log template. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: agent-canvas-demo/skills/semantic-scholar-search/SKILL.md: Semantic Scholar script retrieves metadata, abstracts and OA links for complementary discovery.; agent-canvas-demo/skills/research-query-builder/SKILL.md: Query builder emits concept matrix, discovery/refinement queries and search-log template.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tenor-john/obsidian-scholarium","https://github.com/Tenor-John/obsidian-scholarium/blob/df074f7fef263a6b3b74b6cafef837aae85f4411/agent-canvas-demo/skills/semantic-scholar-search/SKILL.md","https://github.com/Tenor-John/obsidian-scholarium/blob/df074f7fef263a6b3b74b6cafef837aae85f4411/agent-canvas-demo/skills/research-query-builder/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jeffreytse/grimoire-core — write-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature-review writing workflow standardizes study extraction, appraisal and thematic synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jeffreytse/grimoire-core","website":"GitHub","packages":"skills/writing/academic/skills/write-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature-review writing workflow standardizes study extraction, appraisal and thematic synthesis."],"limitation":"Verified label not independently confirmed; all-sources DOI requirement cannot apply to every legitimate source. Other discovered, held or excluded components are outside this approval. Excluded from approval — calculate-statistical-power: Power guide incorrectly interprets median21-percent power as79-percent of negative results being false negatives.","url":"https://github.com/jeffreytse/grimoire-core","primarySourceURLs":["https://github.com/jeffreytse/grimoire-core/blob/30af0bf1e6eb41bef683a2f375bfdb58899806a1/skills/writing/academic/skills/write-literature-review/SKILL.md"],"id":"RWE-1151","relevance":{"id":"RWE-1151","decision":"Core","rationale":"Retain the documented evidence function: Literature-review writing workflow standardizes study extraction, appraisal and thematic synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature-review writing workflow standardizes study extraction, appraisal and thematic synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jeffreytse/grimoire-core","https://github.com/jeffreytse/grimoire-core/blob/30af0bf1e6eb41bef683a2f375bfdb58899806a1/skills/writing/academic/skills/write-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rnavarych/alpha-engineer — ehr-integration","kind":"Skill","category":"Clinical Data & Interoperability","summary":"EHR integration guide covers FHIR/HL7 and document exchange with vendor-specific testing guidance.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rnavarych/alpha-engineer","website":"GitHub","packages":"plugins/domains/domain-healthcare/skills/ehr-integration/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["EHR integration guide covers FHIR/HL7 and document exchange with vendor-specific testing guidance."],"limitation":"Reference router; live vendor contracts and clinical semantics not validated.","url":"https://github.com/rnavarych/alpha-engineer","primarySourceURLs":["https://github.com/rnavarych/alpha-engineer/blob/c5b74102c7fd584af3d344ba7c331a7bbec3c729/plugins/domains/domain-healthcare/skills/ehr-integration/SKILL.md"],"id":"RWE-1152","relevance":{"id":"RWE-1152","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"EHR integration guide covers FHIR/HL7 and document exchange with vendor-specific testing guidance.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rnavarych/alpha-engineer/blob/c5b74102c7fd584af3d344ba7c331a7bbec3c729/plugins/domains/domain-healthcare/skills/ehr-integration/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"paulpas/agent-skill-router — ds-observational-studies","kind":"Skill","category":"Causal Inference & Analytics","summary":"Observational-study guide specifies matching, propensity and confounding adjustment workflow.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"paulpas/agent-skill-router","website":"GitHub","packages":"skills/coding/ds-observational-studies/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Observational-study guide specifies matching, propensity and confounding adjustment workflow."],"limitation":"Completeness labels unverified; identification, overlap and balance need independent review.","url":"https://github.com/paulpas/agent-skill-router","primarySourceURLs":["https://github.com/paulpas/agent-skill-router/blob/03735f82d38538c0a7ba34a6056fa8e5e3704be8/skills/coding/ds-observational-studies/SKILL.md"],"id":"RWE-1153","relevance":{"id":"RWE-1153","decision":"Core","rationale":"The selected function directly supports explicit epidemiologic, causal, statistical or evidence-method work; the stated validation and implementation limitations remain in force.","relevanceBasis":"Observational-study guide specifies matching, propensity and confounding adjustment workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/paulpas/agent-skill-router/blob/03735f82d38538c0a7ba34a6056fa8e5e3704be8/skills/coding/ds-observational-studies/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"ghost1034/bytereview — hls-compare-ctp-fda-requirements","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Clinical-trial protocol comparison structures regulatory gap findings with source citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ghost1034/bytereview","website":"GitHub","packages":"hermes/legalclaw/profile/skills/hls-compare-ctp-fda-requirements/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Clinical-trial protocol comparison structures regulatory gap findings with source citations."],"limitation":"Premium access and current jurisdiction-specific primary requirements required; not regulatory certification. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/ghost1034/bytereview","primarySourceURLs":["https://github.com/ghost1034/bytereview/blob/8d0f9fbde2bc0cf70b4ae995da69d53b45f1225e/hermes/legalclaw/profile/skills/hls-compare-ctp-fda-requirements/SKILL.md"],"id":"RWE-1154","relevance":{"id":"RWE-1154","decision":"Core","rationale":"Retain the documented evidence function: Clinical-trial protocol comparison structures regulatory gap findings with source citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinical-trial protocol comparison structures regulatory gap findings with source citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ghost1034/bytereview","https://github.com/ghost1034/bytereview/blob/8d0f9fbde2bc0cf70b4ae995da69d53b45f1225e/hermes/legalclaw/profile/skills/hls-compare-ctp-fda-requirements/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"everloster/everagent — concept_deep_dive","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Psychology concept review requests empirical study design, sample and effect-size evidence with cross-cultural limits.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"everloster/everagent","website":"GitHub","packages":"psychology-learning/skills/concept_deep_dive/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Psychology concept review requests empirical study design, sample and effect-size evidence with cross-cultural limits."],"limitation":"Evidence hierarchy is heuristic; conceptual explanation not a systematic review or therapy advice.","url":"https://github.com/everloster/everagent","primarySourceURLs":["https://github.com/Everloster/EverAgent/blob/be662ac8d8495dd05f5b644eb9bde7929430b476/psychology-learning/skills/concept_deep_dive/SKILL.md"],"id":"RWE-1155","relevance":{"id":"RWE-1155","decision":"Core","rationale":"Retain the documented evidence function: Psychology concept review requests empirical study design, sample and effect-size evidence with cross-cultural limits. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Psychology concept review requests empirical study design, sample and effect-size evidence with cross-cultural limits.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/everloster/everagent","https://github.com/Everloster/EverAgent/blob/be662ac8d8495dd05f5b644eb9bde7929430b476/psychology-learning/skills/concept_deep_dive/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mspparaguay/igparaguay — generador-ejemplos-fsh","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Paraguay FHIR profile example generator specifies conformant synthetic instances for validation and documentation.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mspparaguay/igparaguay","website":"GitHub","packages":".github/skills/generador-ejemplos-fsh/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Paraguay FHIR profile example generator specifies conformant synthetic instances for validation and documentation."],"limitation":"Example generation does not establish clinical validity or actual conformance without external checks.","url":"https://github.com/mspparaguay/igparaguay","primarySourceURLs":["https://github.com/MSPParaguay/IGParaguay/blob/69437f672e8f9438fe4773951aa6388f7559f24a/.github/skills/generador-ejemplos-fsh/SKILL.md"],"id":"RWE-1156","relevance":{"id":"RWE-1156","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"Paraguay FHIR profile example generator specifies conformant synthetic instances for validation and documentation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/MSPParaguay/IGParaguay/blob/69437f672e8f9438fe4773951aa6388f7559f24a/.github/skills/generador-ejemplos-fsh/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"cdutakl/research-workflow-kit — semanticscholar-skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Semantic Scholar API skill documents academic metadata lookup and reference workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cdutakl/research-workflow-kit","website":"GitHub","packages":"skills/semanticscholar-skill/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Semantic Scholar API skill documents academic metadata lookup and reference workflow."],"limitation":"API limits and source provenance require review; scripts not executed.","url":"https://github.com/cdutakl/research-workflow-kit","primarySourceURLs":["https://github.com/CDUTAKL/research-workflow-kit/blob/d386f1a7320c934d771c6ed22b019185ad370151/skills/semanticscholar-skill/SKILL.md"],"id":"RWE-1157","relevance":{"id":"RWE-1157","decision":"Core","rationale":"Retain the documented evidence function: Semantic Scholar API skill documents academic metadata lookup and reference workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Semantic Scholar API skill documents academic metadata lookup and reference workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cdutakl/research-workflow-kit","https://github.com/CDUTAKL/research-workflow-kit/blob/d386f1a7320c934d771c6ed22b019185ad370151/skills/semanticscholar-skill/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"phamthean123/demon-king-vs-rambo-frog-hand_tracking- — asta-skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Asta tool-routing component documents academic search and citation traversal with explicit Agents365-ai source.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"phamthean123/demon-king-vs-rambo-frog-hand_tracking-","website":"GitHub","packages":".agents/skills/asta-skill/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Asta tool-routing component documents academic search and citation traversal with explicit Agents365-ai source."],"limitation":"Requires Ai2 MCP key; wrapper itself makes no HTTP calls and copied source should consolidate.","url":"https://github.com/phamthean123/demon-king-vs-rambo-frog-hand_tracking-","primarySourceURLs":["https://github.com/PhamTheAn123/Demon-King-VS-Rambo-Frog-Hand_tracking-/blob/a3b4c641e349d47a30307102b7824e87e635698d/.agents/skills/asta-skill/SKILL.md"],"id":"RWE-1159","relevance":{"id":"RWE-1159","decision":"Core","rationale":"Retain the documented evidence function: Asta tool-routing component documents academic search and citation traversal with explicit Agents365-ai source. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Asta tool-routing component documents academic search and citation traversal with explicit Agents365-ai source.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/phamthean123/demon-king-vs-rambo-frog-hand_tracking-","https://github.com/PhamTheAn123/Demon-King-VS-Rambo-Frog-Hand_tracking-/blob/a3b4c641e349d47a30307102b7824e87e635698d/.agents/skills/asta-skill/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mikkelkrogsholm/skills — pubmed-database","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed CLI skill specifies search, fetch and detail workflow with E-utilities references.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mikkelkrogsholm/skills","website":"GitHub","packages":"skills/pubmed-database/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed CLI skill specifies search, fetch and detail workflow with E-utilities references."],"limitation":"Version-specific command contract; returned metadata and abstracts require source checks.","url":"https://github.com/mikkelkrogsholm/skills","primarySourceURLs":["https://github.com/mikkelkrogsholm/skills/blob/6a777a6bf3b74a8861ebf866e29b6bd775a3f86f/skills/pubmed-database/SKILL.md"],"id":"RWE-1161","relevance":{"id":"RWE-1161","decision":"Core","rationale":"Retain the documented evidence function: PubMed CLI skill specifies search, fetch and detail workflow with E-utilities references. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed CLI skill specifies search, fetch and detail workflow with E-utilities references.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mikkelkrogsholm/skills","https://github.com/mikkelkrogsholm/skills/blob/6a777a6bf3b74a8861ebf866e29b6bd775a3f86f/skills/pubmed-database/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"forschungsgruppe-digital-health/agent-skills — fhir-ig-translation","kind":"Skill","category":"Clinical Data & Interoperability","summary":"FHIR IG translation instructions preserve authoritative default-language source and map supplements to publisher locations.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"forschungsgruppe-digital-health/agent-skills","website":"GitHub","packages":"skills/fhir-ig-translation/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR IG translation instructions preserve authoritative default-language source and map supplements to publisher locations."],"limitation":"Bilingual human review required; translation correctness and clinical terminology not automatically validated. Other discovered, held or excluded components are outside this approval. Excluded from approval — mii-ig-migration: Source explicitly says unmaintained and factually wrong for current template: German default now English and hl7-ig-build branch no longer required.","url":"https://github.com/forschungsgruppe-digital-health/agent-skills","primarySourceURLs":["https://github.com/forschungsgruppe-digital-health/agent-skills/blob/5c0cc0c3b822c87ab3643659b1b220ac85d6106a/skills/fhir-ig-translation/SKILL.md"],"id":"RWE-1162","relevance":{"id":"RWE-1162","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"FHIR IG translation instructions preserve authoritative default-language source and map supplements to publisher locations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/forschungsgruppe-digital-health/agent-skills/blob/5c0cc0c3b822c87ab3643659b1b220ac85d6106a/skills/fhir-ig-translation/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"banibratachatterjee/awesomesalesforceskills — fhir-integration-architecture, health-cloud-data-model, clinical-data-quality","kind":"Skill collection","category":"Clinical Data & Interoperability","summary":"Reviewed components: skills/architect/fhir-integration-architecture/SKILL.md: FHIR integration architecture guide documents Health Cloud/EHR dataflow patterns with explicit Pranav Nagrecha attribution.; skills/data/health-cloud-data-model/SKILL.md: Health Cloud data-model guide maps FHIR-aligned clinical objects and migration relationships.; skills/data/clinical-data-quality/SKILL.md: Health Cloud patient deduplication guide documents match rules, merges and clinical record reassignment.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"banibratachatterjee/awesomesalesforceskills","website":"GitHub","packages":"skills/architect/fhir-integration-architecture/SKILL.md; skills/data/health-cloud-data-model/SKILL.md; skills/data/clinical-data-quality/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["skills/architect/fhir-integration-architecture/SKILL.md: FHIR integration architecture guide documents Health Cloud/EHR dataflow patterns with explicit Pranav Nagrecha attribution.","skills/data/health-cloud-data-model/SKILL.md: Health Cloud data-model guide maps FHIR-aligned clinical objects and migration relationships.","skills/data/clinical-data-quality/SKILL.md: Health Cloud patient deduplication guide documents match rules, merges and clinical record reassignment."],"limitation":"fhir-integration-architecture: Architecture reference only; live APIs, mapping semantics and privacy controls not tested. health-cloud-data-model: Explicit Pranav Nagrecha source; platform-version and clinical mappings require verification. clinical-data-quality: Match quality must be validated before blocking/merging; no linkage accuracy guarantee. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/banibratachatterjee/awesomesalesforceskills","primarySourceURLs":["https://github.com/BanibrataChatterjee/AwesomeSalesforceSkills/blob/cb08b65438019e09d34dc8d34cdacf2100432566/skills/architect/fhir-integration-architecture/SKILL.md","https://github.com/BanibrataChatterjee/AwesomeSalesforceSkills/blob/cb08b65438019e09d34dc8d34cdacf2100432566/skills/data/health-cloud-data-model/SKILL.md","https://github.com/BanibrataChatterjee/AwesomeSalesforceSkills/blob/cb08b65438019e09d34dc8d34cdacf2100432566/skills/data/clinical-data-quality/SKILL.md"],"id":"RWE-1165","relevance":{"id":"RWE-1165","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"skills/architect/fhir-integration-architecture/SKILL.md: FHIR integration architecture guide documents Health Cloud/EHR dataflow patterns with explicit Pranav Nagrecha attribution.; skills/data/health-cloud-data-model/SKILL.md: Health Cloud data-model guide maps FHIR-aligned clinical objects and migration relationships.; skills/data/clinical-data-quality/SKILL.md: Health Cloud patient deduplication guide documents match rules, merges and clinical record reassignment.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/BanibrataChatterjee/AwesomeSalesforceSkills/blob/cb08b65438019e09d34dc8d34cdacf2100432566/skills/architect/fhir-integration-architecture/SKILL.md","https://github.com/BanibrataChatterjee/AwesomeSalesforceSkills/blob/cb08b65438019e09d34dc8d34cdacf2100432566/skills/data/health-cloud-data-model/SKILL.md","https://github.com/BanibrataChatterjee/AwesomeSalesforceSkills/blob/cb08b65438019e09d34dc8d34cdacf2100432566/skills/data/clinical-data-quality/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"yibocat/prismnext — prisma-systematic-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Systematic review instructions define protocol, screening logs and reproducible counts tied to literature tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yibocat/prismnext","website":"GitHub","packages":"resources/teams/prismnext.core/skills/prisma-systematic-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Systematic review instructions define protocol, screening logs and reproducible counts tied to literature tools."],"limitation":"PRISMA reporting discipline does not independently validate search coverage or bias assessment.","url":"https://github.com/yibocat/prismnext","primarySourceURLs":["https://github.com/yibocat/prismnext/blob/bea8e76eec5d154324b095a78e731876fc136f75/resources/teams/prismnext.core/skills/prisma-systematic-review/SKILL.md"],"id":"RWE-1166","relevance":{"id":"RWE-1166","decision":"Core","rationale":"Retain the documented evidence function: Systematic review instructions define protocol, screening logs and reproducible counts tied to literature tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Systematic review instructions define protocol, screening logs and reproducible counts tied to literature tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yibocat/prismnext","https://github.com/yibocat/prismnext/blob/bea8e76eec5d154324b095a78e731876fc136f75/resources/teams/prismnext.core/skills/prisma-systematic-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jmandel/formtastic — fhir-instrument-search, guideline-search, propose-edit","kind":"Skill collection","category":"Clinical Data & Interoperability","summary":"Reviewed components: skills/fhir-instrument-search/SKILL.md: FHIR instrument search workflow locates published questionnaires across instrument repositories.; skills/guideline-search/SKILL.md: Retrieve clinical recommendation sources with native evidence grades.; skills/propose-edit/SKILL.md: Draft version-bound FHIR Questionnaire changes with item-level citations and structural validation requests.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jmandel/formtastic","website":"GitHub","packages":"skills/fhir-instrument-search/SKILL.md; skills/guideline-search/SKILL.md; skills/propose-edit/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["skills/fhir-instrument-search/SKILL.md: FHIR instrument search workflow locates published questionnaires across instrument repositories.","skills/guideline-search/SKILL.md: Retrieve clinical recommendation sources with native evidence grades.","skills/propose-edit/SKILL.md: Draft version-bound FHIR Questionnaire changes with item-level citations and structural validation requests."],"limitation":"fhir-instrument-search: Published FHIR encoding is not proof of psychometric validation; population, version and licensing need checks. guideline-search: Search instruction only; current guideline applicability must be checked. propose-edit: Instruction contract only; validator/host not run. Structural validity does not establish instrument psychometrics, clinical safety or research completeness; micro-starter source cap is not an exhaustive evidence search.","url":"https://github.com/jmandel/formtastic","primarySourceURLs":["https://github.com/jmandel/formtastic/blob/8f2e28022c8deed3dd62d4532e4b4ff73faf2188/skills/fhir-instrument-search/SKILL.md","https://github.com/jmandel/formtastic/blob/8f2e28022c8deed3dd62d4532e4b4ff73faf2188/skills/guideline-search/SKILL.md","https://github.com/jmandel/formtastic/blob/8f2e28022c8deed3dd62d4532e4b4ff73faf2188/skills/propose-edit/SKILL.md"],"id":"RWE-1167","relevance":{"id":"RWE-1167","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"skills/fhir-instrument-search/SKILL.md: FHIR instrument search workflow locates published questionnaires across instrument repositories.; skills/guideline-search/SKILL.md: Retrieve clinical recommendation sources with native evidence grades.; skills/propose-edit/SKILL.md: Draft version-bound FHIR Questionnaire changes with item-level citations and structural validation requests.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jmandel/formtastic/blob/8f2e28022c8deed3dd62d4532e4b4ff73faf2188/skills/fhir-instrument-search/SKILL.md","https://github.com/jmandel/formtastic/blob/8f2e28022c8deed3dd62d4532e4b4ff73faf2188/skills/guideline-search/SKILL.md","https://github.com/jmandel/formtastic/blob/8f2e28022c8deed3dd62d4532e4b4ff73faf2188/skills/propose-edit/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"washingtoneimae-dot/agent — omh-source-finder","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scholarly source intake workflow records typed paper/dataset candidates and acquisition status.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"washingtoneimae-dot/agent","website":"GitHub","packages":"skills-library/omh-skills/omh-source-finder/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly source intake workflow records typed paper/dataset candidates and acquisition status."],"limitation":"Discovery contract explicitly does not claim retrieval or verification without evidence; downstream review remains necessary. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/washingtoneimae-dot/agent","primarySourceURLs":["https://github.com/washingtoneimae-dot/agent/blob/761657ed0cef0e941de1d9a9d071c39498bbd763/skills-library/omh-skills/omh-source-finder/SKILL.md"],"id":"RWE-1168","relevance":{"id":"RWE-1168","decision":"Core","rationale":"Retain the documented evidence function: Scholarly source intake workflow records typed paper/dataset candidates and acquisition status. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly source intake workflow records typed paper/dataset candidates and acquisition status.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/washingtoneimae-dot/agent","https://github.com/washingtoneimae-dot/agent/blob/761657ed0cef0e941de1d9a9d071c39498bbd763/skills-library/omh-skills/omh-source-finder/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"azerothl/akasha_skills — evidence-synthesis","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Bounded arXiv literature synthesis summarizes roughly twenty papers with explicit limitations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"azerothl/akasha_skills","website":"GitHub","packages":"skills/evidence-synthesis/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Bounded arXiv literature synthesis summarizes roughly twenty papers with explicit limitations."],"limitation":"English/preprint bias and small corpus; explicitly not full systematic review.","url":"https://github.com/azerothl/akasha_skills","primarySourceURLs":["https://github.com/azerothl/Akasha_skills/blob/eb5f7c70ddc0b65cb181b79674d4e006b6a85090/skills/evidence-synthesis/SKILL.md"],"id":"RWE-1171","relevance":{"id":"RWE-1171","decision":"Core","rationale":"Retain the documented evidence function: Bounded arXiv literature synthesis summarizes roughly twenty papers with explicit limitations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Bounded arXiv literature synthesis summarizes roughly twenty papers with explicit limitations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/azerothl/akasha_skills","https://github.com/azerothl/Akasha_skills/blob/eb5f7c70ddc0b65cb181b79674d4e006b6a85090/skills/evidence-synthesis/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fridrichmethod/awesome-skills — clinical-trial-pipeline, genetic-correlation","kind":"Skill collection","category":"Causal Inference & Analytics","summary":"Reviewed components: skills/clinical-trial-pipeline/SKILL.md: Clinical trial analysis reference covers estimands, missing-data sensitivity, multiplicity and survival reporting.; skills/genetic-correlation/SKILL.md: Genetic-correlation reference routes global/local/trans-ancestry methods and MR sensitivity considerations.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fridrichmethod/awesome-skills","website":"GitHub","packages":"skills/clinical-trial-pipeline/SKILL.md; skills/genetic-correlation/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["skills/clinical-trial-pipeline/SKILL.md: Clinical trial analysis reference covers estimands, missing-data sensitivity, multiplicity and survival reporting.","skills/genetic-correlation/SKILL.md: Genetic-correlation reference routes global/local/trans-ancestry methods and MR sensitivity considerations."],"limitation":"clinical-trial-pipeline: Copied bioSkills-derived component needs upstream attribution; no numerical or regulatory compliance validation. genetic-correlation: Correlation and LCV estimates do not prove causality or validate MR instruments; individual methods and population assumptions untested. Other discovered, held or excluded components are outside this approval. Excluded from approval — deep-research-swarm: Short swarm component advertises over 50 citations in under five minutes with conflicting MIT and proprietary attribution notices. Excluded from approval — autonomous-oncology-agent: Oncology component claims five-minute treatment plans and biomarker predictions, with Nature Cancer author label conflicting with copied copyright. Excluded from approval — precision-oncology-agent: Precision oncology copied component depends on README/cited study for therapy-option workflow and unresolved original component attribution.","url":"https://github.com/fridrichmethod/awesome-skills","primarySourceURLs":["https://github.com/FridrichMethod/awesome-skills/blob/cd408695c35ae13579329f2590e03765beb8243f/skills/clinical-trial-pipeline/SKILL.md","https://github.com/FridrichMethod/awesome-skills/blob/cd408695c35ae13579329f2590e03765beb8243f/skills/genetic-correlation/SKILL.md"],"id":"RWE-1172","relevance":{"id":"RWE-1172","decision":"Core","rationale":"The selected function directly supports clinical study design or trial evidence; the stated validation and implementation limitations remain in force.","relevanceBasis":"skills/clinical-trial-pipeline/SKILL.md: Clinical trial analysis reference covers estimands, missing-data sensitivity, multiplicity and survival reporting.; skills/genetic-correlation/SKILL.md: Genetic-correlation reference routes global/local/trans-ancestry methods and MR sensitivity considerations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/FridrichMethod/awesome-skills/blob/cd408695c35ae13579329f2590e03765beb8243f/skills/clinical-trial-pipeline/SKILL.md","https://github.com/FridrichMethod/awesome-skills/blob/cd408695c35ae13579329f2590e03765beb8243f/skills/genetic-correlation/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"oozy2003/econ-paper-reader — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Economics paper reading workflow extracts identification assumptions, models and empirical limits into Chinese notes.","tags":["Health economics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"oozy2003/econ-paper-reader","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Economics paper reading workflow extracts identification assumptions, models and empirical limits into Chinese notes."],"limitation":"Paper-specific interpretation does not independently replicate results or establish causality.","url":"https://github.com/oozy2003/econ-paper-reader","primarySourceURLs":["https://github.com/oozy2003/econ-paper-reader/blob/772fd1570a758e0349acb9026ea9f5781dd8fdd2/SKILL.md"],"id":"RWE-1173","relevance":{"id":"RWE-1173","decision":"Core","rationale":"Economics paper reading workflow extracts identification assumptions, models and empirical limits into Chinese notes. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Economics paper reading workflow extracts identification assumptions, models and empirical limits into Chinese notes. Limits: Paper-specific interpretation does not independently replicate results or establish causality.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/oozy2003/econ-paper-reader/blob/772fd1570a758e0349acb9026ea9f5781dd8fdd2/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"santoshdj/sukshma-jignaasa — medblocks","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Medblocks integration instructions describe consented record retrieval and FHIR pagination.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"santoshdj/sukshma-jignaasa","website":"GitHub","packages":"backend/.claude/skills/medblocks/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Medblocks integration instructions describe consented record retrieval and FHIR pagination."],"limitation":"Copied wrapper should reconcile primary provider; backend contract and clinical data completeness not tested.","url":"https://github.com/santoshdj/sukshma-jignaasa","primarySourceURLs":["https://github.com/santoshdj/Sukshma-Jignaasa/blob/6d74d993cfd39b9b6ef3946523bdd5d371e8e270/backend/.claude/skills/medblocks/SKILL.md"],"id":"RWE-1174","relevance":{"id":"RWE-1174","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"Medblocks integration instructions describe consented record retrieval and FHIR pagination.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/santoshdj/Sukshma-Jignaasa/blob/6d74d993cfd39b9b6ef3946523bdd5d371e8e270/backend/.claude/skills/medblocks/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"zxmengde/playgroud — literature-zotero-workflow","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Zotero literature workflow references source-backed paper reading and citation verification.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zxmengde/playgroud","website":"GitHub","packages":".codex/skills/literature-zotero-workflow/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Zotero literature workflow references source-backed paper reading and citation verification."],"limitation":"Short router needs accompanying workflows and library; source coverage and claim support require checks.","url":"https://github.com/zxmengde/playgroud","primarySourceURLs":["https://github.com/zxmengde/Playgroud/blob/57ed5fe5fc61b624ed89149093d9dc6d335127c8/.codex/skills/literature-zotero-workflow/SKILL.md"],"id":"RWE-1175","relevance":{"id":"RWE-1175","decision":"Core","rationale":"Retain the documented evidence function: Zotero literature workflow references source-backed paper reading and citation verification. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Zotero literature workflow references source-backed paper reading and citation verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zxmengde/playgroud","https://github.com/zxmengde/Playgroud/blob/57ed5fe5fc61b624ed89149093d9dc6d335127c8/.codex/skills/literature-zotero-workflow/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"austinjunyuli/austins-skills — citation-management","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Citation-management scripts document identifier lookup, BibTeX cleaning and bibliography validation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"austinjunyuli/austins-skills","website":"GitHub","packages":"skills/citation-management/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Citation-management scripts document identifier lookup, BibTeX cleaning and bibliography validation."],"limitation":"Mechanical metadata support; source existence distinct from support for manuscript claims.","url":"https://github.com/austinjunyuli/austins-skills","primarySourceURLs":["https://github.com/AustinJunyuLi/austins-skills/blob/381c78a91b198a7d21f23c1a370f41fca106f93f/skills/citation-management/SKILL.md"],"id":"RWE-1177","relevance":{"id":"RWE-1177","decision":"Core","rationale":"Retain the documented evidence function: Citation-management scripts document identifier lookup, BibTeX cleaning and bibliography validation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Citation-management scripts document identifier lookup, BibTeX cleaning and bibliography validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/austinjunyuli/austins-skills","https://github.com/AustinJunyuLi/austins-skills/blob/381c78a91b198a7d21f23c1a370f41fca106f93f/skills/citation-management/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"vero-technology/cosmos — db-navigation","kind":"Skill","category":"Pharmacovigilance & safety","summary":"Biomedical warehouse navigation defines read-only SQL over drugs, trials, FAERS and literature with join conventions.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vero-technology/cosmos","website":"GitHub","packages":"backend/skills/db-navigation/SKILL.md","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Biomedical warehouse navigation defines read-only SQL over drugs, trials, FAERS and literature with join conventions."],"limitation":"Requires configured private warehouse; row limits and source freshness constrain analysis. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/vero-technology/cosmos","primarySourceURLs":["https://github.com/Vero-Technology/Cosmos/blob/e38a1059b9c57d8811e016c73b763f315d9bea38/backend/skills/db-navigation/SKILL.md"],"id":"RWE-1178","relevance":{"id":"RWE-1178","decision":"Core","rationale":"The selected function directly supports clinical study design or trial evidence; the stated validation and implementation limitations remain in force.","relevanceBasis":"Biomedical warehouse navigation defines read-only SQL over drugs, trials, FAERS and literature with join conventions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Vero-Technology/Cosmos/blob/e38a1059b9c57d8811e016c73b763f315d9bea38/backend/skills/db-navigation/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"wubq511/english-reading-cognitive-modeling — ercm-research","kind":"Skill","category":"RWE Data & Analytics","summary":"Research workflow combines academic APIs and gated-source task register with auditable screening and reading.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wubq511/english-reading-cognitive-modeling","website":"GitHub","packages":".agents/skills/ercm-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Research workflow combines academic APIs and gated-source task register with auditable screening and reading."],"limitation":"Human review and database access required; no guarantee all sources can be searched.","url":"https://github.com/wubq511/english-reading-cognitive-modeling","primarySourceURLs":["https://github.com/wubq511/english-reading-cognitive-modeling/blob/c285802fe66900e9f203937fb499993686ee4400/.agents/skills/ercm-research/SKILL.md"],"id":"RWE-1179","relevance":{"id":"RWE-1179","decision":"Core","rationale":"Research workflow combines academic APIs and gated-source task register with auditable screening and reading. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Research workflow combines academic APIs and gated-source task register with auditable screening and reading. Limits: Human review and database access required; no guarantee all sources can be searched.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wubq511/english-reading-cognitive-modeling/blob/c285802fe66900e9f203937fb499993686ee4400/.agents/skills/ercm-research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"uitbreidenos/uitkit — ehr-integration-architect, clinical-trial-tracker","kind":"Skill collection","category":"Clinical Data & Interoperability","summary":"Reviewed components: professional-stacks/healthcare_stack/skills/ehr-integration-architect/SKILL.md: EHR interface specification workflow documents FHIR/C-CDA/X12 mapping and error handling.; professional-stacks/healthcare_stack/skills/clinical-trial-tracker/SKILL.md: Trial-monitoring specification workflow defines enrollment, deviations and safety-reporting dashboard indicators.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"uitbreidenos/uitkit","website":"GitHub","packages":"professional-stacks/healthcare_stack/skills/ehr-integration-architect/SKILL.md; professional-stacks/healthcare_stack/skills/clinical-trial-tracker/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["professional-stacks/healthcare_stack/skills/ehr-integration-architect/SKILL.md: EHR interface specification workflow documents FHIR/C-CDA/X12 mapping and error handling.","professional-stacks/healthcare_stack/skills/clinical-trial-tracker/SKILL.md: Trial-monitoring specification workflow defines enrollment, deviations and safety-reporting dashboard indicators."],"limitation":"ehr-integration-architect: Architecture guidance only; actual conformance and clinical interpretation require validation. clinical-trial-tracker: Planning only; KPI thresholds and safety escalation not clinically or operationally validated.","url":"https://github.com/uitbreidenos/uitkit","primarySourceURLs":["https://github.com/UitbreidenOS/UitKit/blob/5b6423fe6699510797bc4314aa74c6a4f2258a1e/professional-stacks/healthcare_stack/skills/ehr-integration-architect/SKILL.md","https://github.com/UitbreidenOS/UitKit/blob/5b6423fe6699510797bc4314aa74c6a4f2258a1e/professional-stacks/healthcare_stack/skills/clinical-trial-tracker/SKILL.md"],"id":"RWE-1180","relevance":{"id":"RWE-1180","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"professional-stacks/healthcare_stack/skills/ehr-integration-architect/SKILL.md: EHR interface specification workflow documents FHIR/C-CDA/X12 mapping and error handling.; professional-stacks/healthcare_stack/skills/clinical-trial-tracker/SKILL.md: Trial-monitoring specification workflow defines enrollment, deviations and safety-reporting dashboard indicators.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/UitbreidenOS/UitKit/blob/5b6423fe6699510797bc4314aa74c6a4f2258a1e/professional-stacks/healthcare_stack/skills/ehr-integration-architect/SKILL.md","https://github.com/UitbreidenOS/UitKit/blob/5b6423fe6699510797bc4314aa74c6a4f2258a1e/professional-stacks/healthcare_stack/skills/clinical-trial-tracker/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"wentorai/research-claw — building-screening-rubrics, search-sop","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/building-screening-rubrics/SKILL.md: Paper-screening rubric workflow calibrates criteria against test papers using named research tools.; skills/search-sop/SKILL.md: Academic Search SOP routes local bibliography, scholarly APIs and browser sources with iterative query logs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wentorai/research-claw","website":"GitHub","packages":"skills/building-screening-rubrics/SKILL.md; skills/search-sop/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/building-screening-rubrics/SKILL.md: Paper-screening rubric workflow calibrates criteria against test papers using named research tools.","skills/search-sop/SKILL.md: Academic Search SOP routes local bibliography, scholarly APIs and browser sources with iterative query logs."],"limitation":"building-screening-rubrics: Local test performance does not establish general recall; human adjudication and corpus checks needed. search-sop: API/source counts and access terms vary; up-to-three iterations cannot guarantee completeness.","url":"https://github.com/wentorai/research-claw","primarySourceURLs":["https://github.com/wentorai/Research-Claw/blob/5015be7a72387098f122cb3e7cc4aae32714d4fa/skills/building-screening-rubrics/SKILL.md","https://github.com/wentorai/Research-Claw/blob/5015be7a72387098f122cb3e7cc4aae32714d4fa/skills/search-sop/SKILL.md"],"id":"RWE-1181","relevance":{"id":"RWE-1181","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/building-screening-rubrics/SKILL.md: Paper-screening rubric workflow calibrates criteria against test papers using named research tools.; skills/search-sop/SKILL.md: Academic Search SOP routes local bibliography, scholarly APIs and browser sources with iterative query logs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/building-screening-rubrics/SKILL.md: Paper-screening rubric workflow calibrates criteria against test papers using named research tools.; skills/search-sop/SKILL.md: Academic Search SOP routes local bibliography, scholarly APIs and browser sources with iterative query logs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wentorai/research-claw","https://github.com/wentorai/Research-Claw/blob/5015be7a72387098f122cb3e7cc4aae32714d4fa/skills/building-screening-rubrics/SKILL.md","https://github.com/wentorai/Research-Claw/blob/5015be7a72387098f122cb3e7cc4aae32714d4fa/skills/search-sop/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"reubenduncan/slr-core — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"SLR CLI skill specifies query, deduplication, LLM screening and full-text retrieval with audit logs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"reubenduncan/slr-core","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["SLR CLI skill specifies query, deduplication, LLM screening and full-text retrieval with audit logs."],"limitation":"Source-dialect translation and screening accuracy require checks; reporting compliance not review validity.","url":"https://github.com/reubenduncan/slr-core","primarySourceURLs":["https://github.com/reubenduncan/slr-core/blob/477aec35dcba15cac53681aa91f644467e4e4f5b/SKILL.md"],"id":"RWE-1182","relevance":{"id":"RWE-1182","decision":"Core","rationale":"SLR CLI skill specifies query, deduplication, LLM screening and full-text retrieval with audit logs. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"SLR CLI skill specifies query, deduplication, LLM screening and full-text retrieval with audit logs. Limits: Source-dialect translation and screening accuracy require checks; reporting compliance not review validity.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/reubenduncan/slr-core/blob/477aec35dcba15cac53681aa91f644467e4e4f5b/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"andreibesleaga/gabbe — healthcare-fhir.skill","kind":"Skill","category":"Clinical Data & Interoperability","summary":"FHIR data-exchange instructions map patient, observation and encounter resources to interoperable APIs.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"andreibesleaga/gabbe","website":"GitHub","packages":"agents/skills/industry/healthcare-fhir.skill.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR data-exchange instructions map patient, observation and encounter resources to interoperable APIs."],"limitation":"Architecture guidance only; synthetic labels and conformance claims do not establish privacy or clinical correctness. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/andreibesleaga/gabbe","primarySourceURLs":["https://github.com/andreibesleaga/GABBE/blob/9d2711120dabef4cd269b7f2dbe7c47b0d52407d/agents/skills/industry/healthcare-fhir.skill.md"],"id":"RWE-1184","relevance":{"id":"RWE-1184","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"FHIR data-exchange instructions map patient, observation and encounter resources to interoperable APIs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/andreibesleaga/GABBE/blob/9d2711120dabef4cd269b7f2dbe7c47b0d52407d/agents/skills/industry/healthcare-fhir.skill.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"wuxb02/medi-agent-swarm — deep-research","kind":"Skill","category":"RWE Data & Analytics","summary":"Medical deep-research wrapper names search, vector retrieval and synthesis workflow with invocation contract.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wuxb02/medi-agent-swarm","website":"GitHub","packages":".claude/skills/deep-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical deep-research wrapper names search, vector retrieval and synthesis workflow with invocation contract."],"limitation":"Short interface description only; backend coverage and synthesis quality not runtime verified.","url":"https://github.com/wuxb02/medi-agent-swarm","primarySourceURLs":["https://github.com/Wuxb02/medi-agent-swarm/blob/c1c05dc2b6f8d12f65699a64a11695cfaf95d93f/.claude/skills/deep-research/SKILL.md","https://github.com/Fahaxiki1001/doctor-agent/blob/3e8eec32a718b9326108edd29c258bc288d594e3/.claude/skills/deep-research/SKILL.md","https://github.com/Wuxb02/medi-agent-swarm/blob/816127f221c2df8b352fe378af5aa5acef83b178/.claude/skills/deep-research/SKILL.md"],"id":"RWE-1190","relevance":{"id":"RWE-1190","decision":"Core","rationale":"Medical deep-research wrapper names search, vector retrieval and synthesis workflow with invocation contract. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Medical deep-research wrapper names search, vector retrieval and synthesis workflow with invocation contract. Limits: Short interface description only; backend coverage and synthesis quality not runtime verified.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Wuxb02/medi-agent-swarm/blob/c1c05dc2b6f8d12f65699a64a11695cfaf95d93f/.claude/skills/deep-research/SKILL.md","https://github.com/Fahaxiki1001/doctor-agent/blob/3e8eec32a718b9326108edd29c258bc288d594e3/.claude/skills/deep-research/SKILL.md","https://github.com/Wuxb02/medi-agent-swarm/blob/816127f221c2df8b352fe378af5aa5acef83b178/.claude/skills/deep-research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"eyadsibai/ltk — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature review adaptation outlines search and appraisal with explicit claude-scientific-skills source path.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eyadsibai/ltk","website":"GitHub","packages":"plugins/ltk-product/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature review adaptation outlines search and appraisal with explicit claude-scientific-skills source path."],"limitation":"Canonical owner should be reconciled; systematic claims require executed coverage and human appraisal. Other discovered, held or excluded components are outside this approval. Excluded from approval — data-science: Data science adaptation contains concrete code defect: scipy.stats.TTestIndPower is unavailable there; matching example lacks balance and overlap diagnostics.","url":"https://github.com/eyadsibai/ltk","primarySourceURLs":["https://github.com/eyadsibai/ltk/blob/f8e85697b95d8e4968cff3c49d20e632048faae9/plugins/ltk-product/skills/literature-review/SKILL.md"],"id":"RWE-1191","relevance":{"id":"RWE-1191","decision":"Core","rationale":"Retain the documented evidence function: Literature review adaptation outlines search and appraisal with explicit claude-scientific-skills source path. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature review adaptation outlines search and appraisal with explicit claude-scientific-skills source path.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/eyadsibai/ltk","https://github.com/eyadsibai/ltk/blob/f8e85697b95d8e4968cff3c49d20e632048faae9/plugins/ltk-product/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ai4protein/venusfactory2 — pubmed","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed component documents keyword queries and PMID-batch XML abstract normalization with explicit DeepMind adaptation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ai4protein/venusfactory2","website":"GitHub","packages":"src/agent/skills/pubmed/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed component documents keyword queries and PMID-batch XML abstract normalization with explicit DeepMind adaptation."],"limitation":"Structured abstracts may be missing; metadata and source attribution require preservation.","url":"https://github.com/ai4protein/venusfactory2","primarySourceURLs":["https://github.com/ai4protein/VenusFactory2/blob/ace4edcd5ba316abdb036eecf851dd5088322640/src/agent/skills/pubmed/SKILL.md"],"id":"RWE-1192","relevance":{"id":"RWE-1192","decision":"Core","rationale":"Retain the documented evidence function: PubMed component documents keyword queries and PMID-batch XML abstract normalization with explicit DeepMind adaptation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed component documents keyword queries and PMID-batch XML abstract normalization with explicit DeepMind adaptation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ai4protein/venusfactory2","https://github.com/ai4protein/VenusFactory2/blob/ace4edcd5ba316abdb036eecf851dd5088322640/src/agent/skills/pubmed/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aidbox/aidbox-hl7v2-example — fhir-info, hl7v2-info","kind":"Skill collection","category":"Clinical Data & Interoperability","summary":"Reviewed components: .claude/skills/fhir-info/SKILL.md: FHIR reference lookup script returns fields, cardinality and types for standard/custom resources.; skills/domains/hl7v2-info/SKILL.md: HL7 reference lookup CLI retrieves versioned messages, segments, fields, datatypes and tables for health-data interpretation.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aidbox/aidbox-hl7v2-example","website":"GitHub","packages":".claude/skills/fhir-info/SKILL.md; skills/domains/hl7v2-info/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":[".claude/skills/fhir-info/SKILL.md: FHIR reference lookup script returns fields, cardinality and types for standard/custom resources.","skills/domains/hl7v2-info/SKILL.md: HL7 reference lookup CLI retrieves versioned messages, segments, fields, datatypes and tables for health-data interpretation."],"limitation":"fhir-info: Definition lookup does not establish clinical semantic correctness or full resource validation. hl7v2-info: Terminology/structure support only; converter correctness and clinical semantics not validated. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/aidbox/aidbox-hl7v2-example","primarySourceURLs":["https://github.com/Aidbox/aidbox-hl7v2-example/blob/eca3589e23bd3333c4daa0ef9c3e1b63cffc8143/.claude/skills/fhir-info/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/domains/hl7v2-info/SKILL.md"],"id":"RWE-1193","relevance":{"id":"RWE-1193","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":".claude/skills/fhir-info/SKILL.md: FHIR reference lookup script returns fields, cardinality and types for standard/custom resources.; skills/domains/hl7v2-info/SKILL.md: HL7 reference lookup CLI retrieves versioned messages, segments, fields, datatypes and tables for health-data interpretation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Aidbox/aidbox-hl7v2-example/blob/eca3589e23bd3333c4daa0ef9c3e1b63cffc8143/.claude/skills/fhir-info/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/domains/hl7v2-info/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"jacazjx/ai-research-orchestrator — literature","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature orchestrator distinguishes quick mapping from structured survey with extraction database and verification.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jacazjx/ai-research-orchestrator","website":"GitHub","packages":"skills/literature/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature orchestrator distinguishes quick mapping from structured survey with extraction database and verification."],"limitation":"Mandatory figures and phase counts do not validate review completeness.","url":"https://github.com/jacazjx/ai-research-orchestrator","primarySourceURLs":["https://github.com/jacazjx/AI-Research-Orchestrator/blob/1d6e951a360c03f6256acb45cef57b6758fc9077/skills/literature/SKILL.md"],"id":"RWE-1195","relevance":{"id":"RWE-1195","decision":"Core","rationale":"Retain the documented evidence function: Literature orchestrator distinguishes quick mapping from structured survey with extraction database and verification. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature orchestrator distinguishes quick mapping from structured survey with extraction database and verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jacazjx/ai-research-orchestrator","https://github.com/jacazjx/AI-Research-Orchestrator/blob/1d6e951a360c03f6256acb45cef57b6758fc9077/skills/literature/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fpxlei/labagent — cross-cohort-comparison, mutation-analysis, clustering and other reviewed components","kind":"Research benchmark","category":"Biomedical & Bioinformatics","summary":"Reviewed components: skills/biomnibench/cross-cohort-comparison/SKILL.md: Cross-cohort comparison protocol harmonizes feature identifiers and assesses direction/overlap and effects.; skills/biomnibench/mutation-analysis/SKILL.md: Somatic mutation protocol defines MAF/CNA clinical joins, TMB, pathway frequency and pairwise tests.; skills/biomnibench/clustering/SKILL.md: Biomedical clustering protocol specifies QC, embeddings, cluster selection and covariate tests with trace counts. Additional reviewed component details are listed below.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fpxlei/labagent","website":"GitHub","packages":"skills/biomnibench/cross-cohort-comparison/SKILL.md; skills/biomnibench/mutation-analysis/SKILL.md; skills/biomnibench/clustering/SKILL.md; skills/genebench/txr1-mtb-causal-sv/SKILL.md","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["skills/biomnibench/cross-cohort-comparison/SKILL.md: Cross-cohort comparison protocol harmonizes feature identifiers and assesses direction/overlap and effects.","skills/biomnibench/mutation-analysis/SKILL.md: Somatic mutation protocol defines MAF/CNA clinical joins, TMB, pathway frequency and pairwise tests.","skills/biomnibench/clustering/SKILL.md: Biomedical clustering protocol specifies QC, embeddings, cluster selection and covariate tests with trace counts.","skills/genebench/txr1-mtb-causal-sv/SKILL.md: Synthetic molecular tumor board benchmark specifies subgroup reconstruction and IPTW/IPCW target-trial benefit/toxicity estimation with overlap limitations."],"limitation":"cross-cohort-comparison: Overlap tests and meta-analysis require compatible cohorts, denominators and independence assumptions. mutation-analysis: Panel coverage, mutation denominator, matched-normal absence and small strata limit inference; no genome-wide claims. clustering: Batch confounding, cluster sensitivity and external labels constrain inference; clusters are not causal subtypes. txr1-mtb-causal-sv: Synthetic task-specific method transcription; utility weight and therapy code do not establish clinical treatment benefit.","url":"https://github.com/fpxlei/labagent","primarySourceURLs":["https://github.com/fpxlei/LabAgent/blob/0dc1e95c7ca8d58a6fe3f5c09eae80f2371b89b3/skills/biomnibench/cross-cohort-comparison/SKILL.md","https://github.com/fpxlei/LabAgent/blob/0dc1e95c7ca8d58a6fe3f5c09eae80f2371b89b3/skills/biomnibench/mutation-analysis/SKILL.md","https://github.com/fpxlei/LabAgent/blob/0dc1e95c7ca8d58a6fe3f5c09eae80f2371b89b3/skills/biomnibench/clustering/SKILL.md","https://github.com/fpxlei/LabAgent/blob/0dc1e95c7ca8d58a6fe3f5c09eae80f2371b89b3/skills/genebench/txr1-mtb-causal-sv/SKILL.md"],"id":"RWE-1197","relevance":{"id":"RWE-1197","decision":"Core","rationale":"Clinical cohort joins and explicit target-trial IPTW/IPCW planning provide an outcomes-method role; molecular clustering alone does not qualify, and the benchmark remains synthetic.","relevanceBasis":"skills/biomnibench/cross-cohort-comparison/SKILL.md: Cross-cohort comparison protocol harmonizes feature identifiers and assesses direction/overlap and effects.; skills/biomnibench/mutation-analysis/SKILL.md: Somatic mutation protocol defines MAF/CNA clinical joins, TMB, pathway frequency and pairwise tests.; skills/biomnibench/clustering/SKILL.md: Biomedical clustering protocol specifies QC, embeddings, cluster selection and covariate tests with trace counts.; skills/genebench/txr1-mtb-causal-sv/SKILL.md: Synthetic molecular tumor board benchmark specifies subgroup reconstruction and IPTW/IPCW target-trial benefit/toxicity estimation with overlap limitations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fpxlei/LabAgent/blob/0dc1e95c7ca8d58a6fe3f5c09eae80f2371b89b3/skills/biomnibench/cross-cohort-comparison/SKILL.md","https://github.com/fpxlei/LabAgent/blob/0dc1e95c7ca8d58a6fe3f5c09eae80f2371b89b3/skills/biomnibench/mutation-analysis/SKILL.md","https://github.com/fpxlei/LabAgent/blob/0dc1e95c7ca8d58a6fe3f5c09eae80f2371b89b3/skills/biomnibench/clustering/SKILL.md","https://github.com/fpxlei/LabAgent/blob/0dc1e95c7ca8d58a6fe3f5c09eae80f2371b89b3/skills/genebench/txr1-mtb-causal-sv/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"fegome90-cmd/paper-writer — literature_search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Bibliographic workflow combines academic search, snowballing and structured export.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fegome90-cmd/paper-writer","website":"GitHub","packages":"skills/imported/literature_search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Bibliographic workflow combines academic search, snowballing and structured export."],"limitation":"Quality rankings and download availability require validation; bounded query coverage not exhaustive.","url":"https://github.com/fegome90-cmd/paper-writer","primarySourceURLs":["https://github.com/fegome90-cmd/paper-writer/blob/06fbbdf08996043ce211ffd2fe137fd77a2a1a90/skills/imported/literature_search/SKILL.md"],"id":"RWE-1199","relevance":{"id":"RWE-1199","decision":"Core","rationale":"Retain the documented evidence function: Bibliographic workflow combines academic search, snowballing and structured export. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Bibliographic workflow combines academic search, snowballing and structured export.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fegome90-cmd/paper-writer","https://github.com/fegome90-cmd/paper-writer/blob/06fbbdf08996043ce211ffd2fe137fd77a2a1a90/skills/imported/literature_search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"alveeerahman/research-hound — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Research Hound coordinates citation resolution, claim audits and manuscript linting with explicit K-Dense upstream.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alveeerahman/research-hound","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research Hound coordinates citation resolution, claim audits and manuscript linting with explicit K-Dense upstream."],"limitation":"Offline linting cannot verify substantive claim truth; only cited resolver script accesses network.","url":"https://github.com/alveeerahman/research-hound","primarySourceURLs":["https://github.com/AlveeeRahman/research-hound/blob/f96ba856c80eb4852f77d4fa073b07983b346a92/SKILL.md"],"id":"RWE-1200","relevance":{"id":"RWE-1200","decision":"Core","rationale":"Retain only the documented evidence function: Citation resolution and substantive claim-source audits only; offline manuscript linting excluded. Coverage and validation limitations remain in force.","relevanceBasis":"Citation resolution and substantive claim-source audits only; offline manuscript linting excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alveeerahman/research-hound","https://github.com/AlveeeRahman/research-hound/blob/f96ba856c80eb4852f77d4fa073b07983b346a92/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cancerdao/clinical-trial-matching — root skill","kind":"Skill","category":"Trials & Study Design","summary":"CancerDAO trial discovery combines CTgov/ChiCTR with structured oncology eligibility analysis.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cancerdao/clinical-trial-matching","website":"GitHub","packages":"SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["CancerDAO trial discovery combines CTgov/ChiCTR with structured oncology eligibility analysis."],"limitation":"Candidate matching is not confirmed enrollment; registry currency, patient facts and trial-site review required.","url":"https://github.com/cancerdao/clinical-trial-matching","primarySourceURLs":["https://github.com/CancerDAO/clinical-trial-matching/blob/ff569b1c4ccba10ee57889d66b75b2c9417c0a65/SKILL.md"],"id":"RWE-1202","relevance":{"id":"RWE-1202","decision":"Core","rationale":"The selected function directly supports clinical study design or trial evidence; the stated validation and implementation limitations remain in force.","relevanceBasis":"CancerDAO trial discovery combines CTgov/ChiCTR with structured oncology eligibility analysis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/CancerDAO/clinical-trial-matching/blob/ff569b1c4ccba10ee57889d66b75b2c9417c0a65/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"novainsilico/jinko-skills — jinko-task-trial-data-scoping, jinko-task-literature-search","kind":"Skill collection","category":"Trials & Study Design","summary":"Reviewed components: skills/jinko-task-trial-data-scoping/SKILL.md: Jinko trial scoping finds registry/results records and inventories endpoints, populations and comparators.; skills/jinko-task-literature-search/SKILL.md: Retrieve biomedical publications for data/model evidence.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"novainsilico/jinko-skills","website":"GitHub","packages":"skills/jinko-task-trial-data-scoping/SKILL.md; skills/jinko-task-literature-search/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["skills/jinko-task-trial-data-scoping/SKILL.md: Jinko trial scoping finds registry/results records and inventories endpoints, populations and comparators.","skills/jinko-task-literature-search/SKILL.md: Retrieve biomedical publications for data/model evidence."],"limitation":"jinko-task-trial-data-scoping: Explicitly not quantitative extraction, model execution or systematic review; registry data may be incomplete. jinko-task-literature-search: Explicitly not systematic review or quantitative extraction; runtime untested.","url":"https://github.com/novainsilico/jinko-skills","primarySourceURLs":["https://github.com/novainsilico/jinko-skills/blob/63d932e03fd7b93533e4b0c7a0f4170126e7933c/skills/jinko-task-trial-data-scoping/SKILL.md","https://github.com/novainsilico/jinko-skills/blob/63d932e03fd7b93533e4b0c7a0f4170126e7933c/skills/jinko-task-literature-search/SKILL.md"],"id":"RWE-1203","relevance":{"id":"RWE-1203","decision":"Core","rationale":"The selected function directly supports clinical study design or trial evidence; the stated validation and implementation limitations remain in force.","relevanceBasis":"skills/jinko-task-trial-data-scoping/SKILL.md: Jinko trial scoping finds registry/results records and inventories endpoints, populations and comparators.; skills/jinko-task-literature-search/SKILL.md: Retrieve biomedical publications for data/model evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/novainsilico/jinko-skills/blob/63d932e03fd7b93533e4b0c7a0f4170126e7933c/skills/jinko-task-trial-data-scoping/SKILL.md","https://github.com/novainsilico/jinko-skills/blob/63d932e03fd7b93533e4b0c7a0f4170126e7933c/skills/jinko-task-literature-search/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"stmailabs/gw — deep-verify","kind":"Skill","category":"Trials & Study Design","summary":"Grant evidence verification workflow checks entities, datasets and trial provenance using multiple source routes.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stmailabs/gw","website":"GitHub","packages":"skills/deep-verify/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Grant evidence verification workflow checks entities, datasets and trial provenance using multiple source routes."],"limitation":"Model consensus is not independent verification; entity existence distinct from claim support.","url":"https://github.com/stmailabs/gw","primarySourceURLs":["https://github.com/stmailabs/gw/blob/1c7891e9ad6d386b700a0d32ba8499267b3ff3dc/skills/deep-verify/SKILL.md"],"id":"RWE-1204","relevance":{"id":"RWE-1204","decision":"Core","rationale":"Biomedical source-provenance checks support evidence traceability; model consensus is not independent verification.","relevanceBasis":"Grant evidence verification workflow checks entities, datasets and trial provenance using multiple source routes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/stmailabs/gw/blob/1c7891e9ad6d386b700a0d32ba8499267b3ff3dc/skills/deep-verify/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"rosedwayane/forecasting_the_brain — research-fulltext","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Full-text workflow fetches accessible papers, converts structured text and records bilingual notes/access results.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rosedwayane/forecasting_the_brain","website":"GitHub","packages":".claude/skills/research-fulltext/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Full-text workflow fetches accessible papers, converts structured text and records bilingual notes/access results."],"limitation":"Detection of truncated summaries not foolproof; content fidelity and source version need checks.","url":"https://github.com/rosedwayane/forecasting_the_brain","primarySourceURLs":["https://github.com/roseDwayane/forecasting_the_brain/blob/8ddd4a3592db59b8e269504fbb326be343ddebf3/.claude/skills/research-fulltext/SKILL.md"],"id":"RWE-1206","relevance":{"id":"RWE-1206","decision":"Core","rationale":"Retain the documented evidence function: Full-text workflow fetches accessible papers, converts structured text and records bilingual notes/access results. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Full-text workflow fetches accessible papers, converts structured text and records bilingual notes/access results.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rosedwayane/forecasting_the_brain","https://github.com/roseDwayane/forecasting_the_brain/blob/8ddd4a3592db59b8e269504fbb326be343ddebf3/.claude/skills/research-fulltext/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"idea-xl/molclaw — pubmed-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"MolClaw PubMed skill documents Entrez keyword search and publication retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"idea-xl/molclaw","website":"GitHub","packages":".claude/skills/pubmed-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["MolClaw PubMed skill documents Entrez keyword search and publication retrieval."],"limitation":"API configuration and indexing limitations apply; abstracts not full evidence.","url":"https://github.com/idea-xl/molclaw","primarySourceURLs":["https://github.com/IDEA-XL/MolClaw/blob/d374f962a49a5d0181c02025bf8e99924995a376/.claude/skills/pubmed-search/SKILL.md"],"id":"RWE-1207","relevance":{"id":"RWE-1207","decision":"Core","rationale":"Retain the documented evidence function: MolClaw PubMed skill documents Entrez keyword search and publication retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"MolClaw PubMed skill documents Entrez keyword search and publication retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/idea-xl/molclaw","https://github.com/IDEA-XL/MolClaw/blob/d374f962a49a5d0181c02025bf8e99924995a376/.claude/skills/pubmed-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"asckaya/open-scientist — web-search-protocol","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scientific search protocol structures query selection, triage and citation hygiene across paper/web tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"asckaya/open-scientist","website":"GitHub","packages":"packages/skills/src/defaults/web-search-protocol/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scientific search protocol structures query selection, triage and citation hygiene across paper/web tools."],"limitation":"Instruction-level routing; tools and source coverage must be checked.","url":"https://github.com/asckaya/open-scientist","primarySourceURLs":["https://github.com/asckaya/open-scientist/blob/f56a2b51942ccd95f6d0d4d78b06bb0d87ff8b08/packages/skills/src/defaults/web-search-protocol/SKILL.md"],"id":"RWE-1208","relevance":{"id":"RWE-1208","decision":"Core","rationale":"Retain the documented evidence function: Scientific search protocol structures query selection, triage and citation hygiene across paper/web tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scientific search protocol structures query selection, triage and citation hygiene across paper/web tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/asckaya/open-scientist","https://github.com/asckaya/open-scientist/blob/f56a2b51942ccd95f6d0d4d78b06bb0d87ff8b08/packages/skills/src/defaults/web-search-protocol/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sroopra/ghega — creating-fhir-channels","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Ghega FHIR channel instructions configure resource/bundle exchange and content negotiation.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sroopra/ghega","website":"GitHub","packages":"ai/skills/creating-fhir-channels/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Ghega FHIR channel instructions configure resource/bundle exchange and content negotiation."],"limitation":"Interoperability setup only; actual conformance and clinical mappings not validated.","url":"https://github.com/sroopra/ghega","primarySourceURLs":["https://github.com/sroopra/ghega/blob/13bfa68860052c8b3781529812ecb7465e30d84d/ai/skills/creating-fhir-channels/SKILL.md"],"id":"RWE-1209","relevance":{"id":"RWE-1209","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"Ghega FHIR channel instructions configure resource/bundle exchange and content negotiation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sroopra/ghega/blob/13bfa68860052c8b3781529812ecb7465e30d84d/ai/skills/creating-fhir-channels/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"amiracle1803/my-local-ai-stack — senior-data-scientist","kind":"Skill","category":"RWE Data & Analytics","summary":"Statistical reference component documents experiment design, DiD and model evaluation examples.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"amiracle1803/my-local-ai-stack","website":"GitHub","packages":".opencode/skills/senior-data-scientist/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Statistical reference component documents experiment design, DiD and model evaluation examples."],"limitation":"Copied senior-data-scientist family requires canonical attribution; code and assumptions not independently tested.","url":"https://github.com/amiracle1803/my-local-ai-stack","primarySourceURLs":["https://github.com/amiracle1803/my-local-ai-stack/blob/8ab8df006e6ca07a814d80fd1af60d8d1ca5c898/.opencode/skills/senior-data-scientist/SKILL.md"],"id":"RWE-1211","relevance":{"id":"RWE-1211","decision":"Core","rationale":"Statistical reference component documents experiment design, DiD and model evaluation examples. The actual component provides an identifiable statistical, causal, survival, survey-preparation or epidemiologic method; only that stated method scope is Core.","relevanceBasis":"Statistical reference component documents experiment design, DiD and model evaluation examples. Limits: Copied senior-data-scientist family requires canonical attribution; code and assumptions not independently tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/amiracle1803/my-local-ai-stack/blob/8ab8df006e6ca07a814d80fd1af60d8d1ca5c898/.opencode/skills/senior-data-scientist/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"htlin222/lymphoma-tls-outcome — ma-data-extraction","kind":"Skill","category":"RWE Data & Analytics","summary":"Meta-analysis extraction workflow stores source-traceable study data, dictionary and study mapping.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"htlin222/lymphoma-tls-outcome","website":"GitHub","packages":"ma-data-extraction/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Meta-analysis extraction workflow stores source-traceable study data, dictionary and study mapping."],"limitation":"Schema checks do not ensure extraction accuracy; duplicate studies and effect metrics require adjudication.","url":"https://github.com/htlin222/lymphoma-tls-outcome","primarySourceURLs":["https://github.com/htlin222/lymphoma-TLS-outcome/blob/14eb14e92645e9d8caf3f0016a7514df9145b3b9/ma-data-extraction/SKILL.md"],"id":"RWE-1212","relevance":{"id":"RWE-1212","decision":"Core","rationale":"Meta-analysis extraction workflow stores source-traceable study data, dictionary and study mapping. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Meta-analysis extraction workflow stores source-traceable study data, dictionary and study mapping. Limits: Schema checks do not ensure extraction accuracy; duplicate studies and effect metrics require adjudication.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/htlin222/lymphoma-TLS-outcome/blob/14eb14e92645e9d8caf3f0016a7514df9145b3b9/ma-data-extraction/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"samirettali/dotfiles — firecrawl-research-index","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Firecrawl Research Index skill specifies paper metadata/full-text passages and citation expansion.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"samirettali/dotfiles","website":"GitHub","packages":"home/packages/ai/skills/firecrawl-research-index/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Firecrawl Research Index skill specifies paper metadata/full-text passages and citation expansion."],"limitation":"Requires configured CLI/authentication; missing full text explicitly limits support.","url":"https://github.com/samirettali/dotfiles","primarySourceURLs":["https://github.com/samirettali/dotfiles/blob/e24511d0121bbfcad61d6be031c0d292135667e3/home/packages/ai/skills/firecrawl-research-index/SKILL.md"],"id":"RWE-1213","relevance":{"id":"RWE-1213","decision":"Core","rationale":"Retain the documented evidence function: Firecrawl Research Index skill specifies paper metadata/full-text passages and citation expansion. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Firecrawl Research Index skill specifies paper metadata/full-text passages and citation expansion.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/samirettali/dotfiles","https://github.com/samirettali/dotfiles/blob/e24511d0121bbfcad61d6be031c0d292135667e3/home/packages/ai/skills/firecrawl-research-index/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"alexclowe/awesome-claude-cowork-plugins — clinical-evidence-mapper","kind":"Skill","category":"Regulatory & Product Data","summary":"Clinical evidence mapping guide organizes AI-device performance evidence against regulatory criteria.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alexclowe/awesome-claude-cowork-plugins","website":"GitHub","packages":"healthcare-compliance-officer/skills/clinical-evidence-mapper/SKILL.md","workflowFit":["Regulatory & Product Data"],"capabilities":["Clinical evidence mapping guide organizes AI-device performance evidence against regulatory criteria."],"limitation":"Draft gap mapping only; no regulatory sufficiency or algorithm validation certification.","url":"https://github.com/alexclowe/awesome-claude-cowork-plugins","primarySourceURLs":["https://github.com/alexclowe/awesome-claude-cowork-plugins/blob/c132691e107a141dbf641e56d51ed1645f2c8824/healthcare-compliance-officer/skills/clinical-evidence-mapper/SKILL.md"],"id":"RWE-1214","relevance":{"id":"RWE-1214","decision":"Core","rationale":"The selected function directly supports explicit epidemiologic, causal, statistical or evidence-method work; the stated validation and implementation limitations remain in force.","relevanceBasis":"Clinical evidence mapping guide organizes AI-device performance evidence against regulatory criteria.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alexclowe/awesome-claude-cowork-plugins/blob/c132691e107a141dbf641e56d51ed1645f2c8824/healthcare-compliance-officer/skills/clinical-evidence-mapper/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"mohitagw15856/pm-claude-skills — clinical-trial-protocol, literature-review","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: exports/openclaw/clinical-trial-protocol/SKILL.md: Clinical protocol synopsis workflow structures objectives, eligibility, endpoints and analysis placeholders.; skills/writing/literature-review/SKILL.md: Literature review composition takes supplied research question and sources and builds thematic study comparison with limitations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mohitagw15856/pm-claude-skills","website":"GitHub","packages":"exports/openclaw/clinical-trial-protocol/SKILL.md; skills/writing/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["exports/openclaw/clinical-trial-protocol/SKILL.md: Clinical protocol synopsis workflow structures objectives, eligibility, endpoints and analysis placeholders.","skills/writing/literature-review/SKILL.md: Literature review composition takes supplied research question and sources and builds thematic study comparison with limitations."],"limitation":"clinical-trial-protocol: Expert review required; no invented effect sizes or final sample-size justification. literature-review: Writing and synthesis guidance, not an implemented database search or exhaustive systematic review. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/mohitagw15856/pm-claude-skills","primarySourceURLs":["https://github.com/mohitagw15856/pm-claude-skills/blob/f67821d42c8c6db20752030e12ded030a623bee3/exports/openclaw/clinical-trial-protocol/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/writing/literature-review/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/development/unknown-mohitagw15856-pm-claude-skills-41/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/documents/literature-review-mohitagw15856-pm-claude-skills/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/298804464ec672c8016fe2ce0a2ffb65a160584f/writing/literature-review/SKILL.md"],"id":"RWE-1215","relevance":{"id":"RWE-1215","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: exports/openclaw/clinical-trial-protocol/SKILL.md: Clinical protocol synopsis workflow structures objectives, eligibility, endpoints and analysis placeholders.; skills/writing/literature-review/SKILL.md: Literature review composition takes supplied research question and sources and builds thematic study comparison with limitations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: exports/openclaw/clinical-trial-protocol/SKILL.md: Clinical protocol synopsis workflow structures objectives, eligibility, endpoints and analysis placeholders.; skills/writing/literature-review/SKILL.md: Literature review composition takes supplied research question and sources and builds thematic study comparison with limitations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mohitagw15856/pm-claude-skills","https://github.com/mohitagw15856/pm-claude-skills/blob/f67821d42c8c6db20752030e12ded030a623bee3/exports/openclaw/clinical-trial-protocol/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/writing/literature-review/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/development/unknown-mohitagw15856-pm-claude-skills-41/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/documents/literature-review-mohitagw15856-pm-claude-skills/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/298804464ec672c8016fe2ce0a2ffb65a160584f/writing/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"itsxactly/pulse-hermes — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Selected academic-source adapters include arXiv, OpenAlex and Semantic Scholar in multi-source retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"itsxactly/pulse-hermes","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Selected academic-source adapters include arXiv, OpenAlex and Semantic Scholar in multi-source retrieval."],"limitation":"Engagement ranking and social-source results are not scholarly evidence quality; source access claims version-dependent.","url":"https://github.com/itsxactly/pulse-hermes","primarySourceURLs":["https://github.com/itsXactlY/pulse-hermes/blob/09c3584f581b64eb24c51cf653c0d38fbda515ba/SKILL.md"],"id":"RWE-1219","relevance":{"id":"RWE-1219","decision":"Core","rationale":"Retain the documented evidence function: Selected academic-source adapters include arXiv, OpenAlex and Semantic Scholar in multi-source retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Selected academic-source adapters include arXiv, OpenAlex and Semantic Scholar in multi-source retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/itsxactly/pulse-hermes","https://github.com/itsXactlY/pulse-hermes/blob/09c3584f581b64eb24c51cf653c0d38fbda515ba/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"breezea-brohn/ncbi_search-skill — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"NCBI skill documents PubMed/MeSH literature queries and official gene summaries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"breezea-brohn/ncbi_search-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["NCBI skill documents PubMed/MeSH literature queries and official gene summaries."],"limitation":"Species and API constraints apply; retrieved associations need source appraisal.","url":"https://github.com/breezea-brohn/ncbi_search-skill","primarySourceURLs":["https://github.com/breezea-brohn/NCBI_search-skill/blob/e0ba0feccef78708ecd5672889a589eca4f31baa/SKILL.md"],"id":"RWE-1220","relevance":{"id":"RWE-1220","decision":"Core","rationale":"Retain the documented evidence function: PubMed and MeSH scholarly retrieval only; molecular gene-summary functions are adjacent. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed and MeSH scholarly retrieval only; molecular gene-summary functions are adjacent.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/breezea-brohn/ncbi_search-skill","https://github.com/breezea-brohn/NCBI_search-skill/blob/e0ba0feccef78708ecd5672889a589eca4f31baa/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jujae/trial-optimizer — site-ranking","kind":"Skill","category":"Trials & Study Design","summary":"Trial site research workflow ranks CTgov facilities by frequency/centrality with geography filters.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jujae/trial-optimizer","website":"GitHub","packages":"site-ranking/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Trial site research workflow ranks CTgov facilities by frequency/centrality with geography filters."],"limitation":"Network centrality and historical trial frequency do not prove recruitment performance or site suitability.","url":"https://github.com/jujae/trial-optimizer","primarySourceURLs":["https://github.com/jujae/trial-optimizer/blob/8fe10f6d147badbd75303ba2d2dcb0b81735fc93/site-ranking/SKILL.md"],"id":"RWE-1221","relevance":{"id":"RWE-1221","decision":"Core","rationale":"The selected function directly supports clinical study design or trial evidence; the stated validation and implementation limitations remain in force.","relevanceBasis":"Trial site research workflow ranks CTgov facilities by frequency/centrality with geography filters.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jujae/trial-optimizer/blob/8fe10f6d147badbd75303ba2d2dcb0b81735fc93/site-ranking/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"daemon-blockint-tech/agentic-enteprises-skill — data-scientist","kind":"Skill","category":"Causal Inference & Analytics","summary":"Data science workflow routes experiments and causal methods to documented examples.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"daemon-blockint-tech/agentic-enteprises-skill","website":"GitHub","packages":"data-scientist/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Data science workflow routes experiments and causal methods to documented examples."],"limitation":"Guidance only; production readiness and statistical validity not established.","url":"https://github.com/daemon-blockint-tech/agentic-enteprises-skill","primarySourceURLs":["https://github.com/daemon-blockint-tech/Agentic-Enteprises-Skill/blob/526df1c1377ee392ce2448c370d597c42da75402/data-scientist/SKILL.md"],"id":"RWE-1222","relevance":{"id":"RWE-1222","decision":"Core","rationale":"The selected function directly supports explicit epidemiologic, causal, statistical or evidence-method work; the stated validation and implementation limitations remain in force.","relevanceBasis":"Data science workflow routes experiments and causal methods to documented examples.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/daemon-blockint-tech/Agentic-Enteprises-Skill/blob/526df1c1377ee392ce2448c370d597c42da75402/data-scientist/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"wentorai/research-plugins — parsifal-slr-guide, chatpaper-guide, zotero-reference-guide and other reviewed components","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Reviewed components: skills/43-wentorai-research-plugins/skills/research/methodology/parsifal-slr-guide/SKILL.md: Parsifal guide describes protocol, criteria and screening management workflow.; skills/43-wentorai-research-plugins/skills/literature/search/chatpaper-guide/SKILL.md: ChatPaper guide documents arXiv retrieval and structured paper summarization.; skills/43-wentorai-research-plugins/skills/writing/citation/zotero-reference-guide/SKILL.md: Zotero Reference add-on guide documents PDF bibliography parsing, source matching and linked metadata enrichment. Additional reviewed component details are listed below.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wentorai/research-plugins","website":"GitHub","packages":"skills/43-wentorai-research-plugins/skills/research/methodology/parsifal-slr-guide/SKILL.md; skills/43-wentorai-research-plugins/skills/literature/search/chatpaper-guide/SKILL.md; skills/43-wentorai-research-plugins/skills/writing/citation/zotero-reference-guide/SKILL.md; skills/43-wentorai-research-plugins/skills/writing/citation/obsidian-zotero-guide/SKILL.md; skills/43-wentorai-research-plugins/skills/analysis/econometrics/econml-causal-guide/SKILL.md; skills/43-wentorai-research-plugins/skills/writing/citation/obsidian-citation-guide/SKILL.md; skills/43-wentorai-research-plugins/skills/analysis/econometrics/stata-reference-guide/SKILL.md; mirrors/repos/wentorai@research-plugins/skills/literature/search/arxiv-paper-processor/SKILL.md; 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no automation or systematic completeness guarantee. chatpaper-guide: Guide-to-software attribution should be reconciled; generated summaries and source completeness not validated. zotero-reference-guide: Third-party guide authorship distinct from software publisher; matching errors and add-on compatibility not tested. obsidian-zotero-guide: Third-party guide distinct from target add-on publisher; no citation-support verification or runtime test. econml-causal-guide: Third-party guide attribution separate from target library; identification assumptions, overlap and estimator correctness need study-specific checks. obsidian-citation-guide: Third-party guide separate from target plugin publisher; citation insertion does not verify supporting evidence. stata-reference-guide: Statistical estimators, event-study interpretation and package execution untested. arxiv-paper-processor: Selected metadata code only; GROBID/LaTeX/fulltext extraction not reviewed and source URL may identify described project rather than guide author. python-causality-guide: Third-party guide attribution is not primary authorship; examples and assumptions not fully audited. bibliometrix-guide: Third-party guide source metadata is not primary authorship; bibliometrics do not validate study quality. gpt-researcher-guide: Third-party guide attribution is not primary authorship; comprehensiveness and unbiased claims unverified. findpapers-guide: Metadata source does not establish guide authorship; database access and execution untested. core-api-guide: API key and source availability; not independent hosted server. academic-paper-summarizer: Instruction framework; no automated extraction accuracy established. Other discovered, held or excluded components are outside this approval. Excluded from approval — bioagents-guide: BioAgents overview contains explicit placeholder LLM output parsing while advertising autonomous biological workflows. Excluded from approval — slr-automation-guide: SLR automation guide references slr_tools classes and generic pipelines without established package implementation or skill publisher. Excluded from approval — med-researcher-r1-guide: Imported descriptive MedResearcher-R1 guide presents med_researcher_r1.MedResearcherR1 SDK and Cochrane/clinical_trials backends without reviewed implementation provenance; max_papers=50 systematic label and per-paper GRADE output are not validation. Excluded from approval — tongyi-deep-research-guide: Third-party guide claims deep_research.DeepResearch API, replay and multi-backend features but retained source is imported research-plugin guide, not upstream implementation documentation.","url":"https://github.com/wentorai/research-plugins","primarySourceURLs":["https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/blob/d31f17f0e26a2086a3efa6d982d7fc089fed33ce/skills/43-wentorai-research-plugins/skills/research/methodology/parsifal-slr-guide/SKILL.md","https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/blob/d31f17f0e26a2086a3efa6d982d7fc089fed33ce/skills/43-wentorai-research-plugins/skills/literature/search/chatpaper-guide/SKILL.md","https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/blob/d31f17f0e26a2086a3efa6d982d7fc089fed33ce/skills/43-wentorai-research-plugins/skills/writing/citation/zotero-reference-guide/SKILL.md","https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/blob/d31f17f0e26a2086a3efa6d982d7fc089fed33ce/skills/43-wentorai-research-plugins/skills/writing/citation/obsidian-zotero-guide/SKILL.md","https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/blob/d31f17f0e26a2086a3efa6d982d7fc089fed33ce/skills/43-wentorai-research-plugins/skills/analysis/econometrics/econml-causal-guide/SKILL.md"],"id":"RWE-1223","relevance":{"id":"RWE-1223","decision":"Core","rationale":"The selected function directly supports explicit epidemiologic, causal, statistical or evidence-method work; the stated validation and implementation limitations remain in force.","relevanceBasis":"skills/43-wentorai-research-plugins/skills/research/methodology/parsifal-slr-guide/SKILL.md: Parsifal guide describes protocol, criteria and screening management workflow.; skills/43-wentorai-research-plugins/skills/literature/search/chatpaper-guide/SKILL.md: ChatPaper guide documents arXiv retrieval and structured paper summarization.; skills/43-wentorai-research-plugins/skills/writing/citation/zotero-reference-guide/SKILL.md: Zotero Reference add-on guide documents PDF bibliography parsing, source matching and linked metadata enrichment.; skills/43-wentorai-research-plugins/skills/writing/citation/obsidian-zotero-guide/SKILL.md: Zotero/Obsidian guide describes importing citations, metadata and paper notes into a scholarly knowledge base.; skills/43-wentorai-research-plugins/skills/analysis/econometrics/econml-causal-guide/SKILL.md: EconML usage guide documents machine-learning-assisted treatment-effect estimation.; skills/43-wentorai-research-plugins/skills/writing/citation/obsidian-citation-guide/SKILL.md: Obsidian citation guide integrates BibTeX/CSL-JSON references with scholarly notes.; skills/43-wentorai-research-plugins/skills/analysis/econometrics/stata-reference-guide/SKILL.md: Prepare regression output tables with estimates, uncertainty and sample counts.; mirrors/repos/wentorai@research-plugins/skills/literature/search/arxiv-paper-processor/SKILL.md: Resolve arXiv ID to title/abstract/authors using Atom feed.; skills/43-wentorai-research-plugins/skills/analysis/econometrics/python-causality-guide/SKILL.md: Guide Python causal analysis patterns and research workflow.; skills/43-wentorai-research-plugins/skills/literature/metadata/bibliometrix-guide/SKILL.md: Analyze bibliographic corpora and citation networks.; skills/43-wentorai-research-plugins/skills/research/deep-research/gpt-researcher-guide/SKILL.md: Dispatch source-backed literature research through GPT Researcher.; skills/43-wentorai-research-plugins/skills/literature/search/findpapers-guide/SKILL.md: Scholarly literature search and result organization instruction.; skills/literature/fulltext/core-api-guide/SKILL.md: Search/retrieve open-access works and batch scholarly metadata/full text.; skills/43-wentorai-research-plugins/skills/literature/metadata/academic-paper-summarizer/SKILL.md: Extract research questions, methods, findings and limitations from papers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/blob/d31f17f0e26a2086a3efa6d982d7fc089fed33ce/skills/43-wentorai-research-plugins/skills/research/methodology/parsifal-slr-guide/SKILL.md","https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/blob/d31f17f0e26a2086a3efa6d982d7fc089fed33ce/skills/43-wentorai-research-plugins/skills/literature/search/chatpaper-guide/SKILL.md","https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/blob/d31f17f0e26a2086a3efa6d982d7fc089fed33ce/skills/43-wentorai-research-plugins/skills/writing/citation/zotero-reference-guide/SKILL.md","https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/blob/d31f17f0e26a2086a3efa6d982d7fc089fed33ce/skills/43-wentorai-research-plugins/skills/writing/citation/obsidian-zotero-guide/SKILL.md","https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/blob/d31f17f0e26a2086a3efa6d982d7fc089fed33ce/skills/43-wentorai-research-plugins/skills/analysis/econometrics/econml-causal-guide/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"gqy20/zotero_cli — zotero-cli","kind":"Skill","category":"RWE Data & Analytics","summary":"Zotero CLI v2 instructions cover search/export, PDF annotations and web/local/hybrid library modes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gqy20/zotero_cli","website":"GitHub","packages":".claude/skills/zotero-cli/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Zotero CLI v2 instructions cover search/export, PDF annotations and web/local/hybrid library modes."],"limitation":"Configured library access required; writes, sync and index accuracy not tested.","url":"https://github.com/gqy20/zotero_cli","primarySourceURLs":["https://github.com/gqy20/zotero_cli/blob/9d8c972708fb3dd2462b8c8f3a92d58d4cd39b67/.claude/skills/zotero-cli/SKILL.md"],"id":"RWE-1224","relevance":{"id":"RWE-1224","decision":"Core","rationale":"Zotero CLI v2 instructions cover search/export, PDF annotations and web/local/hybrid library modes. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Zotero CLI v2 instructions cover search/export, PDF annotations and web/local/hybrid library modes. Limits: Configured library access required; writes, sync and index accuracy not tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gqy20/zotero_cli/blob/9d8c972708fb3dd2462b8c8f3a92d58d4cd39b67/.claude/skills/zotero-cli/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"radarist/structured-analytic-skills — cite-ieee, amstar2-review-appraisal, benchmark-model-claims","kind":"Research benchmark","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/cite-ieee/SKILL.md: IEEE citation formatter aligns first-appearance numbering with typed reference entries.; skills/amstar2-review-appraisal/SKILL.md: AMSTAR 2 appraisal instruction records16 items and critical-domain flaws without a summed score to derive review confidence.; skills/benchmark-model-claims/SKILL.md: Document benchmark claim provenance, contamination risks, comparator versions, run variability and proposed replication checks.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"radarist/structured-analytic-skills","website":"GitHub","packages":"skills/cite-ieee/SKILL.md; skills/amstar2-review-appraisal/SKILL.md; skills/benchmark-model-claims/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/cite-ieee/SKILL.md: IEEE citation formatter aligns first-appearance numbering with typed reference entries.","skills/amstar2-review-appraisal/SKILL.md: AMSTAR 2 appraisal instruction records16 items and critical-domain flaws without a summed score to derive review confidence.","skills/benchmark-model-claims/SKILL.md: Document benchmark claim provenance, contamination risks, comparator versions, run variability and proposed replication checks."],"limitation":"cite-ieee: Formatting only; explicitly does not resolve identifiers or establish claim support. amstar2-review-appraisal: Requires full review/protocol evidence and judgment; referenced detailed item criteria not runtime or clinical validated. benchmark-model-claims: Checklist and evidence-note component only; bespoke 0–5 score is not validated reliability and zero does not prove no evidential weight. Significance tool and calculations not tested.","url":"https://github.com/radarist/structured-analytic-skills","primarySourceURLs":["https://github.com/radarist/structured-analytic-skills/blob/d503ff5b164a6bed567a9c48214fd0517cad64dd/skills/cite-ieee/SKILL.md","https://github.com/radarist/structured-analytic-skills/blob/d503ff5b164a6bed567a9c48214fd0517cad64dd/skills/amstar2-review-appraisal/SKILL.md","https://github.com/radarist/structured-analytic-skills/blob/d503ff5b164a6bed567a9c48214fd0517cad64dd/skills/benchmark-model-claims/SKILL.md","https://api.github.com/repos/radarist/structured-analytic-skills/git/blobs/49b8832474937a6b2b1eaf0fbc93dfb3f121b133"],"id":"RWE-1225","relevance":{"id":"RWE-1225","decision":"Core","rationale":"Retain the documented evidence function: AMSTAR 2 systematic-review appraisal with item/critical-domain records only; IEEE formatting and generic model-benchmark claims excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"AMSTAR 2 systematic-review appraisal with item/critical-domain records only; IEEE formatting and generic model-benchmark claims excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/radarist/structured-analytic-skills","https://github.com/radarist/structured-analytic-skills/blob/d503ff5b164a6bed567a9c48214fd0517cad64dd/skills/cite-ieee/SKILL.md","https://github.com/radarist/structured-analytic-skills/blob/d503ff5b164a6bed567a9c48214fd0517cad64dd/skills/amstar2-review-appraisal/SKILL.md","https://github.com/radarist/structured-analytic-skills/blob/d503ff5b164a6bed567a9c48214fd0517cad64dd/skills/benchmark-model-claims/SKILL.md","https://api.github.com/repos/radarist/structured-analytic-skills/git/blobs/49b8832474937a6b2b1eaf0fbc93dfb3f121b133"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"anthropics/healthcare — fhir-developer-skill","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Reviewed components: skills/fhir-developer-skill/SKILL.md: Curated FHIR R4 interface-development guidance; skills/fhir-developer-skill/SKILL.md: Resource/error-response examples; https://github.com/anthropics/healthcare: Clinical-note extraction with provenance and trial-protocol drafting; healthcare reference connectors.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anthropics/healthcare","website":"GitHub","packages":"skills/fhir-developer-skill/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["skills/fhir-developer-skill/SKILL.md: Curated FHIR R4 interface-development guidance","skills/fhir-developer-skill/SKILL.md: Resource/error-response examples","https://github.com/anthropics/healthcare: Clinical-note extraction with provenance and trial-protocol drafting; healthcare reference connectors."],"limitation":"fhir-developer-skill: Instruction guide only, not a new independent server. Scaffold and linked references not executed/reviewed; base-resource cardinalities do not replace profiles/invariants. Consolidate under anthropics/healthcare; do not publish a separate FreedomIntelligence card for this copy. https://github.com/anthropics/healthcare: One collection; reconcile existing primary tools and deprecated aliases. Drafts require expert review.","url":"https://github.com/anthropics/healthcare","primarySourceURLs":["https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/blob/b1f9b6e3306f8d870e23b2023057bf730090036f/skills/fhir-developer-skill/SKILL.md","https://github.com/anthropics/healthcare/blob/c7ed150d376bdd13219eb0bfeb4203e12da85516/plugins/healthcare/skills/fhir-developer/SKILL.md","https://github.com/Agent-Threat-Rule/agent-threat-rules/blob/79a7c451edbee7604c5102b6d16d99133598e560/data/skills-sh/skills/anthropics/fhir-developer-skill.md","https://github.com/vitaclaw/vitaclaw/blob/5811c7318b0ca13150a51710292a96c280b312c6/skills/fhir-developer-skill/SKILL.md","https://github.com/lilinji/GeneTind-Life-Skills/blob/908229c955510a1841b216e8bf58f6b22818d4dc/skills/fhir-developer-skill/SKILL.md"],"id":"RWE-1226","relevance":{"id":"RWE-1226","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"skills/fhir-developer-skill/SKILL.md: Curated FHIR R4 interface-development guidance; skills/fhir-developer-skill/SKILL.md: Resource/error-response examples; https://github.com/anthropics/healthcare: Clinical-note extraction with provenance and trial-protocol drafting; healthcare reference connectors.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/blob/b1f9b6e3306f8d870e23b2023057bf730090036f/skills/fhir-developer-skill/SKILL.md","https://github.com/anthropics/healthcare/blob/c7ed150d376bdd13219eb0bfeb4203e12da85516/plugins/healthcare/skills/fhir-developer/SKILL.md","https://github.com/Agent-Threat-Rule/agent-threat-rules/blob/79a7c451edbee7604c5102b6d16d99133598e560/data/skills-sh/skills/anthropics/fhir-developer-skill.md","https://github.com/vitaclaw/vitaclaw/blob/5811c7318b0ca13150a51710292a96c280b312c6/skills/fhir-developer-skill/SKILL.md","https://github.com/lilinji/GeneTind-Life-Skills/blob/908229c955510a1841b216e8bf58f6b22818d4dc/skills/fhir-developer-skill/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"yagiar/masterresearch — paper-review","kind":"Skill","category":"Causal Inference & Analytics","summary":"Academic paper review workflow checks identification, causal assumptions and empirical design using named frameworks.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yagiar/masterresearch","website":"GitHub","packages":".agents/skills/paper-review/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Academic paper review workflow checks identification, causal assumptions and empirical design using named frameworks."],"limitation":"Editorial methodological critique, not independent replication or acceptance guarantee.","url":"https://github.com/yagiar/masterresearch","primarySourceURLs":["https://github.com/Yagiar/MasterResearch/blob/291c0ab856ba536f4d3ece4ba30329f539461d4d/.agents/skills/paper-review/SKILL.md"],"id":"RWE-1227","relevance":{"id":"RWE-1227","decision":"Core","rationale":"The selected function directly supports explicit epidemiologic, causal, statistical or evidence-method work; the stated validation and implementation limitations remain in force.","relevanceBasis":"Academic paper review workflow checks identification, causal assumptions and empirical design using named frameworks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Yagiar/MasterResearch/blob/291c0ab856ba536f4d3ece4ba30329f539461d4d/.agents/skills/paper-review/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"henryjaqiu/academic-writing-rules-skills-trae — literature-survey-builder","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature-survey workflow builds seed sets, difference tables, gaps and coverage statements.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"henryjaqiu/academic-writing-rules-skills-trae","website":"GitHub","packages":"skills/literature-survey-builder/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature-survey workflow builds seed sets, difference tables, gaps and coverage statements."],"limitation":"Novelty/scoop checks depend on source coverage; no exhaustive guarantee.","url":"https://github.com/henryjaqiu/academic-writing-rules-skills-trae","primarySourceURLs":["https://github.com/HenryJaQiu/academic-writing-rules-skills-trae/blob/8b07e4cdbc387d8d42b927890bad148fd89f7979/skills/literature-survey-builder/SKILL.md"],"id":"RWE-1228","relevance":{"id":"RWE-1228","decision":"Core","rationale":"Retain the documented evidence function: Literature-survey workflow builds seed sets, difference tables, gaps and coverage statements. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature-survey workflow builds seed sets, difference tables, gaps and coverage statements.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/henryjaqiu/academic-writing-rules-skills-trae","https://github.com/HenryJaQiu/academic-writing-rules-skills-trae/blob/8b07e4cdbc387d8d42b927890bad148fd89f7979/skills/literature-survey-builder/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"seanperkins/weekly-meal-plans — analyzing-apple-health-export","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Apple Health export processing guide summarizes wearable XML and clinical FHIR labs for longitudinal exploration.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"seanperkins/weekly-meal-plans","website":"GitHub","packages":"skills/analyzing-apple-health-export/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Apple Health export processing guide summarizes wearable XML and clinical FHIR labs for longitudinal exploration."],"limitation":"Single-person descriptive scope; summaries may omit details and cannot establish clinical meaning or treatment effects.","url":"https://github.com/seanperkins/weekly-meal-plans","primarySourceURLs":["https://github.com/seanperkins/weekly-meal-plans/blob/3c954f2e190a131d7ce9567b145db21022e13d00/skills/analyzing-apple-health-export/SKILL.md"],"id":"RWE-1229","relevance":{"id":"RWE-1229","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"Apple Health export processing guide summarizes wearable XML and clinical FHIR labs for longitudinal exploration.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/seanperkins/weekly-meal-plans/blob/3c954f2e190a131d7ce9567b145db21022e13d00/skills/analyzing-apple-health-export/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"ai-analyst-lab/ai-analyst-plus — causal","kind":"Skill","category":"Causal Inference & Analytics","summary":"OpenCausalInf workflow selects/analyzes causal designs with assumption and sensitivity checks via helpers.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ai-analyst-lab/ai-analyst-plus","website":"GitHub","packages":".claude/skills/causal/skill.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["OpenCausalInf workflow selects/analyzes causal designs with assumption and sensitivity checks via helpers."],"limitation":"Helper implementation unexecuted; estimates require justified identification and data diagnostics.","url":"https://github.com/ai-analyst-lab/ai-analyst-plus","primarySourceURLs":["https://github.com/ai-analyst-lab/ai-analyst-plus/blob/87e340a1d7f19e70c48979e91f96f8ea3550fd2a/.claude/skills/causal/skill.md"],"id":"RWE-1231","relevance":{"id":"RWE-1231","decision":"Core","rationale":"The selected function directly supports explicit epidemiologic, causal, statistical or evidence-method work; the stated validation and implementation limitations remain in force.","relevanceBasis":"OpenCausalInf workflow selects/analyzes causal designs with assumption and sensitivity checks via helpers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ai-analyst-lab/ai-analyst-plus/blob/87e340a1d7f19e70c48979e91f96f8ea3550fd2a/.claude/skills/causal/skill.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"abd0r/porcupineai — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature workflow deduplicates sources, follows citations and stores graded evidence records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"abd0r/porcupineai","website":"GitHub","packages":"Porcupine/packages/coding-agent/skills/sci/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature workflow deduplicates sources, follows citations and stores graded evidence records."],"limitation":"A-D grades heuristic, not validated risk-of-bias or certainty scales; source quality needs appraisal.","url":"https://github.com/abd0r/porcupineai","primarySourceURLs":["https://github.com/Abd0r/porcupineai/blob/97b4ad07778fe06a724539626058b60697667878/Porcupine/packages/coding-agent/skills/sci/literature-review/SKILL.md"],"id":"RWE-1232","relevance":{"id":"RWE-1232","decision":"Core","rationale":"Retain the documented evidence function: Literature workflow deduplicates sources, follows citations and stores graded evidence records. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature workflow deduplicates sources, follows citations and stores graded evidence records.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/abd0r/porcupineai","https://github.com/Abd0r/porcupineai/blob/97b4ad07778fe06a724539626058b60697667878/Porcupine/packages/coding-agent/skills/sci/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"itsual/agent-skills-collection — experiment-design-data, causal-inference-basics, systematic-review","kind":"Skill collection","category":"Causal Inference & Analytics","summary":"Reviewed components: skills/data-analytics/experiment-design-data/SKILL.md: Experiment-design guide specifies randomization, prespecified metrics, sample size and guardrails.; skills/data-analytics/causal-inference-basics/SKILL.md: Causal basics guide defines population, intervention question and credible design requirements.; skills/research/systematic-review/SKILL.md: Systematic review instruction protocol defines transparent searching, screening, appraisal and synthesis.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"itsual/agent-skills-collection","website":"GitHub","packages":"skills/data-analytics/experiment-design-data/SKILL.md; skills/data-analytics/causal-inference-basics/SKILL.md; skills/research/systematic-review/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["skills/data-analytics/experiment-design-data/SKILL.md: Experiment-design guide specifies randomization, prespecified metrics, sample size and guardrails.","skills/data-analytics/causal-inference-basics/SKILL.md: Causal basics guide defines population, intervention question and credible design requirements.","skills/research/systematic-review/SKILL.md: Systematic review instruction protocol defines transparent searching, screening, appraisal and synthesis."],"limitation":"experiment-design-data: Instruction-level planning; sample size and sequential testing need qualified analysis. causal-inference-basics: Conceptual method guidance only; no effect estimation implementation guaranteed. systematic-review: Short guidance component; actual completeness requires recorded searches and review execution.","url":"https://github.com/itsual/agent-skills-collection","primarySourceURLs":["https://github.com/itsual/agent-skills-collection/blob/8d2fd11b59496bfb3792e747e5519817e554e6cf/skills/data-analytics/experiment-design-data/SKILL.md","https://github.com/itsual/agent-skills-collection/blob/8d2fd11b59496bfb3792e747e5519817e554e6cf/skills/data-analytics/causal-inference-basics/SKILL.md","https://github.com/itsual/agent-skills-collection/blob/8d2fd11b59496bfb3792e747e5519817e554e6cf/skills/research/systematic-review/SKILL.md"],"id":"RWE-1233","relevance":{"id":"RWE-1233","decision":"Core","rationale":"The selected function directly supports explicit epidemiologic, causal, statistical or evidence-method work; the stated validation and implementation limitations remain in force.","relevanceBasis":"skills/data-analytics/experiment-design-data/SKILL.md: Experiment-design guide specifies randomization, prespecified metrics, sample size and guardrails.; skills/data-analytics/causal-inference-basics/SKILL.md: Causal basics guide defines population, intervention question and credible design requirements.; skills/research/systematic-review/SKILL.md: Systematic review instruction protocol defines transparent searching, screening, appraisal and synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/itsual/agent-skills-collection/blob/8d2fd11b59496bfb3792e747e5519817e554e6cf/skills/data-analytics/experiment-design-data/SKILL.md","https://github.com/itsual/agent-skills-collection/blob/8d2fd11b59496bfb3792e747e5519817e554e6cf/skills/data-analytics/causal-inference-basics/SKILL.md","https://github.com/itsual/agent-skills-collection/blob/8d2fd11b59496bfb3792e747e5519817e554e6cf/skills/research/systematic-review/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"cuimuxuan/academic-codex-skills — academic-research-verification","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic verification workflow checks identifier matching, bibliography and claim evidence registers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cuimuxuan/academic-codex-skills","website":"GitHub","packages":"skills/academic-research-verification/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic verification workflow checks identifier matching, bibliography and claim evidence registers."],"limitation":"Metadata authenticity separate from support and study validity; coverage must be documented.","url":"https://github.com/cuimuxuan/academic-codex-skills","primarySourceURLs":["https://github.com/CuiMuxuan/academic-codex-skills/blob/ec860d410117061a7e03f5ac134df9b5930fd313/skills/academic-research-verification/SKILL.md"],"id":"RWE-1234","relevance":{"id":"RWE-1234","decision":"Core","rationale":"Retain the documented evidence function: Academic verification workflow checks identifier matching, bibliography and claim evidence registers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic verification workflow checks identifier matching, bibliography and claim evidence registers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cuimuxuan/academic-codex-skills","https://github.com/CuiMuxuan/academic-codex-skills/blob/ec860d410117061a7e03f5ac134df9b5930fd313/skills/academic-research-verification/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"joshuachen2008/science-agent — biomed-evidence-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Biomedical evidence review orchestrates source packets, audit and revision with provenance.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"joshuachen2008/science-agent","website":"GitHub","packages":"skills/biomed-evidence-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical evidence review orchestrates source packets, audit and revision with provenance."],"limitation":"Default mock source is testing only; live research requires explicit source configuration and cannot inherit mock evidence.","url":"https://github.com/joshuachen2008/science-agent","primarySourceURLs":["https://github.com/JoshuaChen2008/Science-Agent/blob/e80cd02f825e53881ac2ac98fcd43c6ae6f549d9/skills/biomed-evidence-review/SKILL.md"],"id":"RWE-1235","relevance":{"id":"RWE-1235","decision":"Core","rationale":"Retain the documented evidence function: Biomedical evidence review orchestrates source packets, audit and revision with provenance. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biomedical evidence review orchestrates source packets, audit and revision with provenance.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/joshuachen2008/science-agent","https://github.com/JoshuaChen2008/Science-Agent/blob/e80cd02f825e53881ac2ac98fcd43c6ae6f549d9/skills/biomed-evidence-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ldiex/configs — paper-citations","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Semantic Scholar citation retrieval workflow paginates citing records and exports metadata.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ldiex/configs","website":"GitHub","packages":".agents/skills/paper-citations/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Semantic Scholar citation retrieval workflow paginates citing records and exports metadata."],"limitation":"Complete means available API results, not all citations globally; pagination and parsing untested.","url":"https://github.com/ldiex/configs","primarySourceURLs":["https://github.com/ldiex/configs/blob/8b79132e30ac62744a38043c64cb48747a9c254d/.agents/skills/paper-citations/SKILL.md"],"id":"RWE-1236","relevance":{"id":"RWE-1236","decision":"Core","rationale":"Retain the documented evidence function: Semantic Scholar citation retrieval workflow paginates citing records and exports metadata. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Semantic Scholar citation retrieval workflow paginates citing records and exports metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ldiex/configs","https://github.com/ldiex/configs/blob/8b79132e30ac62744a38043c64cb48747a9c254d/.agents/skills/paper-citations/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"u9401066/rootcause-mcp — pubmed-mcp-tools-reference","kind":"Skill","category":"OMOP & terminology","summary":"PubMed MCP reference enumerates search, citation, full-text and terminology operations with parameters.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"u9401066/rootcause-mcp","website":"GitHub","packages":".claude/skills/pubmed-mcp-tools-reference/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["PubMed MCP reference enumerates search, citation, full-text and terminology operations with parameters."],"limitation":"Generated catalogue counts version-dependent; canonical server identity and tool availability need reconciliation.","url":"https://github.com/u9401066/rootcause-mcp","primarySourceURLs":["https://github.com/u9401066/rootcause-mcp/blob/f962d450cad210b5f9d9011d23de973cef118d15/.claude/skills/pubmed-mcp-tools-reference/SKILL.md"],"id":"RWE-1237","relevance":{"id":"RWE-1237","decision":"Core","rationale":"The selected function directly supports explicit epidemiologic, causal, statistical or evidence-method work; the stated validation and implementation limitations remain in force.","relevanceBasis":"PubMed MCP reference enumerates search, citation, full-text and terminology operations with parameters.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/u9401066/rootcause-mcp/blob/f962d450cad210b5f9d9011d23de973cef118d15/.claude/skills/pubmed-mcp-tools-reference/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"dmazumdar186/deb-antigravity-claude-workspace — literature-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Demo literature skill specifies PubMed search and review script invocation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dmazumdar186/deb-antigravity-claude-workspace","website":"GitHub","packages":".claude/skills/literature-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Demo literature skill specifies PubMed search and review script invocation."],"limitation":"Demo placeholders and required scripts must be configured; no comprehensive-review guarantee.","url":"https://github.com/dmazumdar186/deb-antigravity-claude-workspace","primarySourceURLs":["https://github.com/dmazumdar186/deb-antigravity-claude-workspace/blob/ba151dccd39110f17a8e7546160f35093b592629/.claude/skills/literature-research/SKILL.md"],"id":"RWE-1238","relevance":{"id":"RWE-1238","decision":"Core","rationale":"Retain the documented evidence function: Demo literature skill specifies PubMed search and review script invocation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Demo literature skill specifies PubMed search and review script invocation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dmazumdar186/deb-antigravity-claude-workspace","https://github.com/dmazumdar186/deb-antigravity-claude-workspace/blob/ba151dccd39110f17a8e7546160f35093b592629/.claude/skills/literature-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"avila2026/ebook-interativo — pubmed-database","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed E-utilities/BioC guide documents search, fetch, linking and cached bulk workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"avila2026/ebook-interativo","website":"GitHub","packages":".agents/skills/pubmed-database/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed E-utilities/BioC guide documents search, fetch, linking and cached bulk workflows."],"limitation":"Full-text coverage restricted; cross-database links are associations rather than validated biological claims.","url":"https://github.com/avila2026/ebook-interativo","primarySourceURLs":["https://github.com/avila2026/ebook-interativo/blob/09d3dfd074cb533c7388d8d6f37979de0e747d82/.agents/skills/pubmed-database/SKILL.md"],"id":"RWE-1239","relevance":{"id":"RWE-1239","decision":"Core","rationale":"Retain the documented evidence function: PubMed E-utilities/BioC guide documents search, fetch, linking and cached bulk workflows. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed E-utilities/BioC guide documents search, fetch, linking and cached bulk workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/avila2026/ebook-interativo","https://github.com/avila2026/ebook-interativo/blob/09d3dfd074cb533c7388d8d6f37979de0e747d82/.agents/skills/pubmed-database/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"langchain-samples/deepagent-coder — arxiv-search","kind":"Skill","category":"RWE Data & Analytics","summary":"LangChain sample arXiv search skill specifies query script and preprint metadata retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"langchain-samples/deepagent-coder","website":"GitHub","packages":"src/agent/skills/arxiv-search/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["LangChain sample arXiv search skill specifies query script and preprint metadata retrieval."],"limitation":"Sample component; dependencies, result limits and preprint status constrain use.","url":"https://github.com/langchain-samples/deepagent-coder","primarySourceURLs":["https://github.com/langchain-samples/deepagent-coder/blob/f3a6b83b22bc80317b140b13e4f2da1cddb04f6a/src/agent/skills/arxiv-search/SKILL.md"],"id":"RWE-1240","relevance":{"id":"RWE-1240","decision":"Core","rationale":"LangChain sample arXiv search skill specifies query script and preprint metadata retrieval. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"LangChain sample arXiv search skill specifies query script and preprint metadata retrieval. Limits: Sample component; dependencies, result limits and preprint status constrain use.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/langchain-samples/deepagent-coder/blob/f3a6b83b22bc80317b140b13e4f2da1cddb04f6a/src/agent/skills/arxiv-search/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"microsoftdocs/agent-skills — azure-health-data-services","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Microsoft Health Data Services reference routes FHIR/DICOM/MedTech and bulk-data integration tasks.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"microsoftdocs/agent-skills","website":"GitHub","packages":"skills/platform/azure-health-data-services/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Microsoft Health Data Services reference routes FHIR/DICOM/MedTech and bulk-data integration tasks."],"limitation":"Documentation router; platform quotas and deidentification behavior require current verification.","url":"https://github.com/microsoftdocs/agent-skills","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/platform/azure-health-data-services/SKILL.md"],"id":"RWE-1242","relevance":{"id":"RWE-1242","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"Microsoft Health Data Services reference routes FHIR/DICOM/MedTech and bulk-data integration tasks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/platform/azure-health-data-services/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"elaraai/east-workspace — east-py-datascience","kind":"Skill","category":"Causal Inference & Analytics","summary":"East data-science interface documents typed causal/Bayesian functions and Python implementations.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"elaraai/east-workspace","website":"GitHub","packages":"libs/east-py/packages/east-py-datascience/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["East data-science interface documents typed causal/Bayesian functions and Python implementations."],"limitation":"Broad library integration; individual estimators and assumptions not numerically validated.","url":"https://github.com/elaraai/east-workspace","primarySourceURLs":["https://github.com/elaraai/east-workspace/blob/d42c3493c8a008d75013917509f8735d55095830/libs/east-py/packages/east-py-datascience/SKILL.md"],"id":"RWE-1243","relevance":{"id":"RWE-1243","decision":"Core","rationale":"The selected function directly supports explicit epidemiologic, causal, statistical or evidence-method work; the stated validation and implementation limitations remain in force.","relevanceBasis":"East data-science interface documents typed causal/Bayesian functions and Python implementations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/elaraai/east-workspace/blob/d42c3493c8a008d75013917509f8735d55095830/libs/east-py/packages/east-py-datascience/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"jjodx/inferentialmistakes — root skill","kind":"Skill","category":"Causal Inference & Analytics","summary":"Movement-science statistical checklist addresses multiplicity, sample size and causal wording.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jjodx/inferentialmistakes","website":"GitHub","packages":"SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Movement-science statistical checklist addresses multiplicity, sample size and causal wording."],"limitation":"Checklist not comprehensive; small samples do not inherently change fixed-test type-I error, and observational causal designs can sometimes identify effects.","url":"https://github.com/jjodx/inferentialmistakes","primarySourceURLs":["https://github.com/jjodx/InferentialMistakes/blob/71373312dcd8e67b3985ff648c86e33562da3205/SKILL.md"],"id":"RWE-1244","relevance":{"id":"RWE-1244","decision":"Core","rationale":"The selected function directly supports explicit epidemiologic, causal, statistical or evidence-method work; the stated validation and implementation limitations remain in force.","relevanceBasis":"Movement-science statistical checklist addresses multiplicity, sample size and causal wording.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jjodx/InferentialMistakes/blob/71373312dcd8e67b3985ff648c86e33562da3205/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"alvumu/mapperproject — 05_repair_skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Repair mapping grain/policy/completeness and record unresolved mapping decisions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alvumu/mapperproject","website":"GitHub","packages":"mapping_knowledge/skills/05_repair_skill.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Repair mapping grain/policy/completeness and record unresolved mapping decisions."],"limitation":"Requires parent mapping project schemas; no invented OMOP IDs and no certified mapping accuracy.","url":"https://github.com/alvumu/mapperproject","primarySourceURLs":["https://github.com/alvumu/mapperProject/blob/fb9d313bfcc1b412bbd13f3b6a9d17451e7c9e39/mapping_knowledge/skills/05_repair_skill.md"],"id":"RWE-1245","relevance":{"id":"RWE-1245","decision":"Core","rationale":"Repair mapping grain/policy/completeness and record unresolved mapping decisions. The documented clinical, epidemiologic, health-economic or research-data preparation function has an explicit role in health evidence workflows; source and method limitations remain applicable.","relevanceBasis":"Repair mapping grain/policy/completeness and record unresolved mapping decisions. Limits: Requires parent mapping project schemas; no invented OMOP IDs and no certified mapping accuracy.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alvumu/mapperProject/blob/fb9d313bfcc1b412bbd13f3b6a9d17451e7c9e39/mapping_knowledge/skills/05_repair_skill.md"],"reviewGroup":"health-research-data"}},{"name":"rchenlab/aiscientist — literature-corpus-recovery","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature corpus recovery workflow resolves lawful PDFs and verifies identity in a manifest.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rchenlab/aiscientist","website":"GitHub","packages":"skills/literature-corpus-recovery/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature corpus recovery workflow resolves lawful PDFs and verifies identity in a manifest."],"limitation":"Institutional access required for gated copies; recovered PDFs and reconstructions must be distinguished.","url":"https://github.com/rchenlab/aiscientist","primarySourceURLs":["https://github.com/RCHENLAB/AiScientist/blob/23e16183cd5e31238ea7421283dfb36e088225c8/skills/literature-corpus-recovery/SKILL.md"],"id":"RWE-1246","relevance":{"id":"RWE-1246","decision":"Core","rationale":"Retain the documented evidence function: Literature corpus recovery workflow resolves lawful PDFs and verifies identity in a manifest. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature corpus recovery workflow resolves lawful PDFs and verifies identity in a manifest.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rchenlab/aiscientist","https://github.com/RCHENLAB/AiScientist/blob/23e16183cd5e31238ea7421283dfb36e088225c8/skills/literature-corpus-recovery/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jaswanthmoram/yes-human — fhir-standards","kind":"Skill","category":"Clinical Data & Interoperability","summary":"FHIR standards guide structures profile/resource review and interoperability evidence outputs.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jaswanthmoram/yes-human","website":"GitHub","packages":"content/skills/healthcare/fhir-standards/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR standards guide structures profile/resource review and interoperability evidence outputs."],"limitation":"Production quality label unverified; structural guidance not clinical validation. Other discovered, held or excluded components are outside this approval. Excluded from approval — ehr systems integration: EHR integration declaration repeats collect-evidence/draft/verify/handoff steps and generic filesystem tools without a concrete EHR API, data mapping or resource contract. Excluded from approval — systematic review: Systematic-review body uses generic scope/evidence/artifact/validator template rather than actual screening/bias procedure.","url":"https://github.com/jaswanthmoram/yes-human","primarySourceURLs":["https://github.com/jaswanthmoram/yes-human/blob/b13e96ec9a4e34bb1762fcc5b449ff7f6bd94233/content/skills/healthcare/fhir-standards/SKILL.md"],"id":"RWE-1248","relevance":{"id":"RWE-1248","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"FHIR standards guide structures profile/resource review and interoperability evidence outputs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jaswanthmoram/yes-human/blob/b13e96ec9a4e34bb1762fcc5b449ff7f6bd94233/content/skills/healthcare/fhir-standards/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"nnh/sdtm-template — draft-sdtm-template","kind":"Skill","category":"RWE Data & Analytics","summary":"SDTM template drafting workflow maps RWD columns to candidate domains/variables and structured draft JSON.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nnh/sdtm-template","website":"GitHub","packages":".claude/skills/draft-sdtm-template/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["SDTM template drafting workflow maps RWD columns to candidate domains/variables and structured draft JSON."],"limitation":"Human selection and approval required; mapped fields not CDISC validated by recommendation scores.","url":"https://github.com/nnh/sdtm-template","primarySourceURLs":["https://github.com/nnh/sdtm-template/blob/f7dc5426ec0700c2a70c49d43f6143c29ea61918/.claude/skills/draft-sdtm-template/SKILL.md"],"id":"RWE-1250","relevance":{"id":"RWE-1250","decision":"Core","rationale":"SDTM template drafting workflow maps RWD columns to candidate domains/variables and structured draft JSON. The documented clinical, epidemiologic, health-economic or research-data preparation function has an explicit role in health evidence workflows; source and method limitations remain applicable.","relevanceBasis":"SDTM template drafting workflow maps RWD columns to candidate domains/variables and structured draft JSON. Limits: Human selection and approval required; mapped fields not CDISC validated by recommendation scores.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nnh/sdtm-template/blob/f7dc5426ec0700c2a70c49d43f6143c29ea61918/.claude/skills/draft-sdtm-template/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"veawho/via54medit — via54medit-literature-pipeline","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature pipeline documents citation resolution, source download, passage highlighting and tabular evidence management.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"veawho/via54medit","website":"GitHub","packages":"skills/via54medit-literature-pipeline/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature pipeline documents citation resolution, source download, passage highlighting and tabular evidence management."],"limitation":"Author-specific environment and GLM dependency; highlighted passages require source fidelity review.","url":"https://github.com/veawho/via54medit","primarySourceURLs":["https://github.com/veawho/via54Medit/blob/dd3d0e6980aecd0a78f58c1df8c00d4088c14c8e/skills/via54medit-literature-pipeline/SKILL.md"],"id":"RWE-1251","relevance":{"id":"RWE-1251","decision":"Core","rationale":"Retain the documented evidence function: Literature pipeline documents citation resolution, source download, passage highlighting and tabular evidence management. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature pipeline documents citation resolution, source download, passage highlighting and tabular evidence management.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/veawho/via54medit","https://github.com/veawho/via54Medit/blob/dd3d0e6980aecd0a78f58c1df8c00d4088c14c8e/skills/via54medit-literature-pipeline/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"forexgod21/yvyc-claude-skills — literature-synthesis-doctrine","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature synthesis doctrine binds claims to source-theme matrix and verified citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"forexgod21/yvyc-claude-skills","website":"GitHub","packages":"research/literature-synthesis-doctrine/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature synthesis doctrine binds claims to source-theme matrix and verified citations."],"limitation":"Deleting unverifiable sources must retain audit record and coverage limits; instruction rules not accuracy guarantee.","url":"https://github.com/forexgod21/yvyc-claude-skills","primarySourceURLs":["https://github.com/Forexgod21/YVYC-Claude-Skills/blob/be8cd01bce9f852c4ddd4f3eeae0c83c66766610/research/literature-synthesis-doctrine/SKILL.md"],"id":"RWE-1254","relevance":{"id":"RWE-1254","decision":"Core","rationale":"Retain the documented evidence function: Literature synthesis doctrine binds claims to source-theme matrix and verified citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature synthesis doctrine binds claims to source-theme matrix and verified citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/forexgod21/yvyc-claude-skills","https://github.com/Forexgod21/YVYC-Claude-Skills/blob/be8cd01bce9f852c4ddd4f3eeae0c83c66766610/research/literature-synthesis-doctrine/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lloyd-jahn/openclaw-paper-search — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic paper search skill documents query, metadata and BibTeX scripts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lloyd-jahn/openclaw-paper-search","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic paper search skill documents query, metadata and BibTeX scripts."],"limitation":"Repository frontmatter retains yourusername placeholder; observed repository is distribution source, original attribution needs consolidation.","url":"https://github.com/lloyd-jahn/openclaw-paper-search","primarySourceURLs":["https://github.com/Lloyd-Jahn/openclaw-paper-search/blob/8a30c4d87f8b89c15a4c9325d310e0384b47c540/SKILL.md"],"id":"RWE-1255","relevance":{"id":"RWE-1255","decision":"Core","rationale":"Retain the documented evidence function: Academic paper search skill documents query, metadata and BibTeX scripts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic paper search skill documents query, metadata and BibTeX scripts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lloyd-jahn/openclaw-paper-search","https://github.com/Lloyd-Jahn/openclaw-paper-search/blob/8a30c4d87f8b89c15a4c9325d310e0384b47c540/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kishorkukreja/awesome-supply-chain — value-analysis","kind":"Skill","category":"Regulatory & Product Data","summary":"Healthcare value-analysis workflow structures product evidence and cost/outcome comparisons.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kishorkukreja/awesome-supply-chain","website":"GitHub","packages":"skills/data/value-analysis/SKILL.md","workflowFit":["Regulatory & Product Data"],"capabilities":["Healthcare value-analysis workflow structures product evidence and cost/outcome comparisons."],"limitation":"Supply-purchasing context; total cost and committee scores do not establish clinical effectiveness or cost-effectiveness. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/kishorkukreja/awesome-supply-chain","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/data/value-analysis/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/domains/value-analysis-kishorkukreja-awesome-supply-chain/SKILL.md","https://github.com/kishorkukreja/awesome-supply-chain/blob/ce33d6be5040e33c64997544a7ce442ccc3e15d7/skills/value-analysis/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/298804464ec672c8016fe2ce0a2ffb65a160584f/data/value-analysis/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/298804464ec672c8016fe2ce0a2ffb65a160584f/domains/value-analysis-kishorkukreja-awesome-supply-chain/SKILL.md"],"id":"RWE-1256","relevance":{"id":"RWE-1256","decision":"Core","rationale":"Explicit healthcare cost/outcome evidence comparison supports health value assessment; procurement scores are not validated cost-effectiveness.","relevanceBasis":"Healthcare value-analysis workflow structures product evidence and cost/outcome comparisons.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/data/value-analysis/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/domains/value-analysis-kishorkukreja-awesome-supply-chain/SKILL.md","https://github.com/kishorkukreja/awesome-supply-chain/blob/ce33d6be5040e33c64997544a7ce442ccc3e15d7/skills/value-analysis/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/298804464ec672c8016fe2ce0a2ffb65a160584f/data/value-analysis/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/298804464ec672c8016fe2ce0a2ffb65a160584f/domains/value-analysis-kishorkukreja-awesome-supply-chain/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"neuromechanist/research-skills — opencite","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"OpenCite CLI instruction workflow coordinates scholarly search, identifier conversion, references and accessible PDFs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"neuromechanist/research-skills","website":"GitHub","packages":"plugins/opencite/skills/opencite/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenCite CLI instruction workflow coordinates scholarly search, identifier conversion, references and accessible PDFs."],"limitation":"API credentials and source limits apply; conversion and retrieval quality not independently tested.","url":"https://github.com/neuromechanist/research-skills","primarySourceURLs":["https://github.com/neuromechanist/research-skills/blob/af4f609f395d825ea2d2dadddc223be70ae904da/plugins/opencite/skills/opencite/SKILL.md"],"id":"RWE-1257","relevance":{"id":"RWE-1257","decision":"Core","rationale":"Retain the documented evidence function: OpenCite CLI instruction workflow coordinates scholarly search, identifier conversion, references and accessible PDFs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenCite CLI instruction workflow coordinates scholarly search, identifier conversion, references and accessible PDFs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/neuromechanist/research-skills","https://github.com/neuromechanist/research-skills/blob/af4f609f395d825ea2d2dadddc223be70ae904da/plugins/opencite/skills/opencite/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kedhareswer/kedhar_brain — fhir-medplum-audit","kind":"Skill","category":"Clinical Data & Interoperability","summary":"FHIR/Medplum audit router combines resource and SDK conformance checks.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kedhareswer/kedhar_brain","website":"GitHub","packages":"agents/plugins/marketplaces/neo-health/plugins/neo-core/skills/fhir-medplum-audit/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR/Medplum audit router combines resource and SDK conformance checks."],"limitation":"Structural implementation review only; dependent atomic audits and clinical semantics unvalidated. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/kedhareswer/kedhar_brain","primarySourceURLs":["https://github.com/Kedhareswer/kedhar_brain/blob/3cae733ac0135816c2fb3255f0f2e971117e5e33/agents/plugins/marketplaces/neo-health/plugins/neo-core/skills/fhir-medplum-audit/SKILL.md"],"id":"RWE-1260","relevance":{"id":"RWE-1260","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"FHIR/Medplum audit router combines resource and SDK conformance checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Kedhareswer/kedhar_brain/blob/3cae733ac0135816c2fb3255f0f2e971117e5e33/agents/plugins/marketplaces/neo-health/plugins/neo-core/skills/fhir-medplum-audit/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"fercosnt/fernando-claude-marketplace — notebook-source-auditor","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Notebook source audit reconciles manuscript sources, duplicates and acquisition manifests.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fercosnt/fernando-claude-marketplace","website":"GitHub","packages":"skills/notebook-source-auditor/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Notebook source audit reconciles manuscript sources, duplicates and acquisition manifests."],"limitation":"Source deletions and reimports require scoped authorization; notebook presence does not establish content fidelity.","url":"https://github.com/fercosnt/fernando-claude-marketplace","primarySourceURLs":["https://github.com/fercosnt/fernando-claude-marketplace/blob/658c27f302a28a4249a153cec59b47fdd1a6e216/skills/notebook-source-auditor/SKILL.md"],"id":"RWE-1261","relevance":{"id":"RWE-1261","decision":"Core","rationale":"Retain the documented evidence function: Notebook source audit reconciles manuscript sources, duplicates and acquisition manifests. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Notebook source audit reconciles manuscript sources, duplicates and acquisition manifests.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fercosnt/fernando-claude-marketplace","https://github.com/fercosnt/fernando-claude-marketplace/blob/658c27f302a28a4249a153cec59b47fdd1a6e216/skills/notebook-source-auditor/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fmschulz/omics-skills — polars-dovmed","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/polars-dovmed/SKILL.md: polars-dovmed skill queries PMC OA/bioRxiv through hosted or local parquet sources with corpus revision logging.; https://github.com/fmschulz/omics-skills: Plan omics analyses with hypothesis tracking and support literature discovery, statistical analysis, manuscripts and figures.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fmschulz/omics-skills","website":"GitHub","packages":"skills/polars-dovmed/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/polars-dovmed/SKILL.md: polars-dovmed skill queries PMC OA/bioRxiv through hosted or local parquet sources with corpus revision logging.","https://github.com/fmschulz/omics-skills: Plan omics analyses with hypothesis tracking and support literature discovery, statistical analysis, manuscripts and figures."],"limitation":"polars-dovmed: Indexed OA corpus coverage bounded; query correctness and full-text fidelity need checks. https://github.com/fmschulz/omics-skills: Component-level documentation evidence; domain breadth and generated biological interpretations untested.","url":"https://github.com/fmschulz/omics-skills","primarySourceURLs":["https://github.com/fmschulz/omics-skills/blob/7a4eb5bace3f874c3be2ec697e9d2e695c374637/skills/polars-dovmed/SKILL.md","https://raw.githubusercontent.com/fmschulz/omics-skills/main/README.md","https://github.com/fmschulz/omics-skills"],"id":"RWE-1262","relevance":{"id":"RWE-1262","decision":"Core","rationale":"Retain the documented evidence function: PMC/bioRxiv scholarly corpus querying with revision logs only; generic omics planning, figures and manuscript support excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PMC/bioRxiv scholarly corpus querying with revision logs only; generic omics planning, figures and manuscript support excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fmschulz/omics-skills","https://github.com/fmschulz/omics-skills/blob/7a4eb5bace3f874c3be2ec697e9d2e695c374637/skills/polars-dovmed/SKILL.md","https://raw.githubusercontent.com/fmschulz/omics-skills/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"richard0901/science-skills — 05-SCI临床研究文献检索式生成器, 26-SCI生信目标期刊深度学习器, 04-SCI实验研究文献检索式生成器 and other reviewed components","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/05-SCI临床研究文献检索式生成器/SKILL.md: Clinical literature query workflow builds PICO/PECO searches and records screening/Zotero outputs.; skills/26-SCI生信目标期刊深度学习器/SKILL.md: Target-journal research component compares recent papers, reporting transparency and data/code policies.; skills/04-SCI实验研究文献检索式生成器/SKILL.md: Experimental research literature query workflow records variables, mechanism keywords, database queries and export/screening handoffs. Additional reviewed component details are listed below.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"richard0901/science-skills","website":"GitHub","packages":"skills/05-SCI临床研究文献检索式生成器/SKILL.md; skills/26-SCI生信目标期刊深度学习器/SKILL.md; skills/04-SCI实验研究文献检索式生成器/SKILL.md; skills/26-SCI临床目标期刊深度学习器/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/05-SCI临床研究文献检索式生成器/SKILL.md: Clinical literature query workflow builds PICO/PECO searches and records screening/Zotero outputs.","skills/26-SCI生信目标期刊深度学习器/SKILL.md: Target-journal research component compares recent papers, reporting transparency and data/code policies.","skills/04-SCI实验研究文献检索式生成器/SKILL.md: Experimental research literature query workflow records variables, mechanism keywords, database queries and export/screening handoffs.","skills/26-SCI临床目标期刊深度学习器/SKILL.md: Clinical manuscript venue-analysis workflow derives style and revision rules from recent target-journal papers and author instructions."],"limitation":"05-SCI临床研究文献检索式生成器: Fixed fifty-paper targets do not establish coverage; query execution and relevance require verification. 26-SCI生信目标期刊深度学习器: Journal style planning only; no acceptance or scientific-validity guarantee. 04-SCI实验研究文献检索式生成器: Instruction module; fixed target counts and generated queries do not establish exhaustive or unbiased coverage. 26-SCI临床目标期刊深度学习器: Editorial research communication component; inferred reviewer preferences and current journal policies need verification.","url":"https://github.com/richard0901/science-skills","primarySourceURLs":["https://github.com/Richard0901/science-skills/blob/15921ca847ffeeb861e8f31be6c66440f73627ba/skills/05-SCI临床研究文献检索式生成器/SKILL.md","https://github.com/Richard0901/science-skills/blob/15921ca847ffeeb861e8f31be6c66440f73627ba/skills/26-SCI生信目标期刊深度学习器/SKILL.md","https://github.com/Richard0901/science-skills/blob/15921ca847ffeeb861e8f31be6c66440f73627ba/skills/04-SCI实验研究文献检索式生成器/SKILL.md","https://github.com/Richard0901/science-skills/blob/15921ca847ffeeb861e8f31be6c66440f73627ba/skills/26-SCI临床目标期刊深度学习器/SKILL.md"],"id":"RWE-1263","relevance":{"id":"RWE-1263","decision":"Core","rationale":"Retain the documented evidence function: Clinical PICO/PECO and experimental literature query/export/screening preparation only; target-journal style/venue analyses excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinical PICO/PECO and experimental literature query/export/screening preparation only; target-journal style/venue analyses excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/richard0901/science-skills","https://github.com/Richard0901/science-skills/blob/15921ca847ffeeb861e8f31be6c66440f73627ba/skills/05-SCI临床研究文献检索式生成器/SKILL.md","https://github.com/Richard0901/science-skills/blob/15921ca847ffeeb861e8f31be6c66440f73627ba/skills/26-SCI生信目标期刊深度学习器/SKILL.md","https://github.com/Richard0901/science-skills/blob/15921ca847ffeeb861e8f31be6c66440f73627ba/skills/04-SCI实验研究文献检索式生成器/SKILL.md","https://github.com/Richard0901/science-skills/blob/15921ca847ffeeb861e8f31be6c66440f73627ba/skills/26-SCI临床目标期刊深度学习器/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"a-muizz28/slr-architect — root skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reviewed components: SKILL.md: SLR architect structures abstract screening, extraction and reporting while preparing data for analysis tools.; https://github.com/a-muizz28/slr-architect: SLR Architect skill structures search logs, draft abstract-screening decisions, extraction rows with source snippets, and PRISMA-style count artifacts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"a-muizz28/slr-architect","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["SKILL.md: SLR architect structures abstract screening, extraction and reporting while preparing data for analysis tools.","https://github.com/a-muizz28/slr-architect: SLR Architect skill structures search logs, draft abstract-screening decisions, extraction rows with source snippets, and PRISMA-style count artifacts."],"limitation":": Risk-of-bias scores and PRISMA label not validation; human appraisal required. https://github.com/a-muizz28/slr-architect: Instruction-only workflow; zero hallucination is an aspiration. Fixed language/peer-review criteria need protocol customization. Evidence-strength labels and abbreviated RoB prompts are not validated GRADE/RoB methods; no statistical meta-analysis implementation.","url":"https://github.com/a-muizz28/slr-architect","primarySourceURLs":["https://github.com/a-muizz28/slr-architect/blob/e3df54ba02d77011b106c527a84da6877981ad93/SKILL.md","https://github.com/a-muizz28/slr-architect/blob/main/README.md","https://github.com/a-muizz28/slr-architect/blob/main/SKILL.md","https://github.com/a-muizz28/slr-architect"],"id":"RWE-1264","relevance":{"id":"RWE-1264","decision":"Core","rationale":"SKILL.md: SLR architect structures abstract screening, extraction and reporting while preparing data for analysis tools.; SLR Architect skill structures search logs,…. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Reviewed components: SKILL.md: SLR architect structures abstract screening, extraction and reporting while preparing data for analysis tools.; https://github.com/a-muizz28/slr-architect: SLR Architect skill structures search logs, draft abstract-screening decisions, extraction rows with source snippets, and PRISMA-style count artifacts. Limits: : Risk-of-bias scores and PRISMA label not validation; human appraisal required. https://github.com/a-muizz28/slr-architect: Instruction-only workflow; zero hallucination is an aspiration. Fixed language/peer-review criteria need protocol customization. Evidence-strength labels and abbreviated RoB prompts are not validated GRADE/RoB methods; no statistical meta-analysis implementation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/a-muizz28/slr-architect/blob/e3df54ba02d77011b106c527a84da6877981ad93/SKILL.md","https://github.com/a-muizz28/slr-architect/blob/main/README.md","https://github.com/a-muizz28/slr-architect/blob/main/SKILL.md","https://github.com/a-muizz28/slr-architect"],"reviewGroup":"scholarly-evidence"}},{"name":"chunchiehfan/systematic-review — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Systematic-review orchestrator records PubMed search, screening and extraction with editable checkpoints.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chunchiehfan/systematic-review","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Systematic-review orchestrator records PubMed search, screening and extraction with editable checkpoints."],"limitation":"Eligibility limited to documentation workflow; autonomous decisions and meta-analysis methods not independently validated.","url":"https://github.com/chunchiehfan/systematic-review","primarySourceURLs":["https://github.com/chunchiehfan/systematic-review/blob/55f4127b7bee7676d73ff384d5c6f02c301cdea0/SKILL.md"],"id":"RWE-1265","relevance":{"id":"RWE-1265","decision":"Core","rationale":"Retain the documented evidence function: Systematic-review orchestrator records PubMed search, screening and extraction with editable checkpoints. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Systematic-review orchestrator records PubMed search, screening and extraction with editable checkpoints.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chunchiehfan/systematic-review","https://github.com/chunchiehfan/systematic-review/blob/55f4127b7bee7676d73ff384d5c6f02c301cdea0/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kundakarlabp/dr-bhanu-prasad — evidence-first-medical-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Medical evidence-review workflow scopes clinical questions and compares current source-backed findings.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kundakarlabp/dr-bhanu-prasad","website":"GitHub","packages":".agents/skills/evidence-first-medical-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medical evidence-review workflow scopes clinical questions and compares current source-backed findings."],"limitation":"Research synthesis only; clinical applicability and interactions require specialist review.","url":"https://github.com/kundakarlabp/dr-bhanu-prasad","primarySourceURLs":["https://github.com/kundakarlabp/dr-bhanu-prasad/blob/ac58c2381b772aa7582f5d1d0c8be3583530d243/.agents/skills/evidence-first-medical-review/SKILL.md"],"id":"RWE-1267","relevance":{"id":"RWE-1267","decision":"Core","rationale":"Retain the documented evidence function: Medical evidence-review workflow scopes clinical questions and compares current source-backed findings. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Medical evidence-review workflow scopes clinical questions and compares current source-backed findings.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kundakarlabp/dr-bhanu-prasad","https://github.com/kundakarlabp/dr-bhanu-prasad/blob/ac58c2381b772aa7582f5d1d0c8be3583530d243/.agents/skills/evidence-first-medical-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kmerdan/causal-reasoning — causal-reasoning","kind":"Skill","category":"Causal Inference & Analytics","summary":"Causal reasoning workflow tests hypotheses against confirming and disconfirming evidence with explicit model assumptions.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kmerdan/causal-reasoning","website":"GitHub","packages":"plugins/causal-reasoning/skills/causal-reasoning/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal reasoning workflow tests hypotheses against confirming and disconfirming evidence with explicit model assumptions."],"limitation":"Trust audit and causal diagrams do not by themselves identify effects or validate mechanisms.","url":"https://github.com/kmerdan/causal-reasoning","primarySourceURLs":["https://github.com/KMerdan/causal-reasoning/blob/2e355df451858b104c29903d74c4c53abe00a702/plugins/causal-reasoning/skills/causal-reasoning/SKILL.md"],"id":"RWE-1268","relevance":{"id":"RWE-1268","decision":"Core","rationale":"Explicit causal models and disconfirming-evidence checks support causal research planning; they do not identify effects without a justified design.","relevanceBasis":"Causal reasoning workflow tests hypotheses against confirming and disconfirming evidence with explicit model assumptions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/KMerdan/causal-reasoning/blob/2e355df451858b104c29903d74c4c53abe00a702/plugins/causal-reasoning/skills/causal-reasoning/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"idea-anl-ornl/structbioreasoner — hiperrag","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"HiPerRAG wrapper documents structural-biology literature retrieval and source-grounded synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"idea-anl-ornl/structbioreasoner","website":"GitHub","packages":"skills/hiperrag/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["HiPerRAG wrapper documents structural-biology literature retrieval and source-grounded synthesis."],"limitation":"HPC scale and target inference not independently verified; configured backend and key required.","url":"https://github.com/idea-anl-ornl/structbioreasoner","primarySourceURLs":["https://github.com/IDeA-ANL-ORNL/StructBioReasoner/blob/94d9fb09cf424d496b7eac4dfe335a2c1813a6a4/skills/hiperrag/SKILL.md"],"id":"RWE-1269","relevance":{"id":"RWE-1269","decision":"Core","rationale":"Retain the documented evidence function: HiPerRAG wrapper documents structural-biology literature retrieval and source-grounded synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"HiPerRAG wrapper documents structural-biology literature retrieval and source-grounded synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/idea-anl-ornl/structbioreasoner","https://github.com/IDeA-ANL-ORNL/StructBioReasoner/blob/94d9fb09cf424d496b7eac4dfe335a2c1813a6a4/skills/hiperrag/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bednarjosef/claude-research-skill — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"OpenAlex research skill searches metadata and converts accessible full text for targeted reading.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bednarjosef/claude-research-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["OpenAlex research skill searches metadata and converts accessible full text for targeted reading."],"limitation":"Keyless access and source coverage vary; text conversion accuracy requires checking.","url":"https://github.com/bednarjosef/claude-research-skill","primarySourceURLs":["https://github.com/bednarjosef/claude-research-skill/blob/a2a62f620f5ccc8ccbbe29fa6ba42920a9f05047/SKILL.md"],"id":"RWE-1270","relevance":{"id":"RWE-1270","decision":"Core","rationale":"OpenAlex research skill searches metadata and converts accessible full text for targeted reading. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"OpenAlex research skill searches metadata and converts accessible full text for targeted reading. Limits: Keyless access and source coverage vary; text conversion accuracy requires checking.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bednarjosef/claude-research-skill/blob/a2a62f620f5ccc8ccbbe29fa6ba42920a9f05047/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"tito-gh/healthcare — phenotype-lab-spec, clinical-value","kind":"Skill collection","category":"Public health & surveillance","summary":"Reviewed components: skills/data/phenotype-lab-spec/SKILL.md: Phenotype/lab specification workflow defines executable population, exposure and outcome algorithms with validation plans.; skills/data/clinical-value/SKILL.md: Structure clinical relevance assessment of research proposals.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tito-gh/healthcare","website":"GitHub","packages":"skills/data/phenotype-lab-spec/SKILL.md; skills/data/clinical-value/SKILL.md","workflowFit":["Public health & surveillance"],"capabilities":["skills/data/phenotype-lab-spec/SKILL.md: Phenotype/lab specification workflow defines executable population, exposure and outcome algorithms with validation plans.","skills/data/clinical-value/SKILL.md: Structure clinical relevance assessment of research proposals."],"limitation":"phenotype-lab-spec: Specification not validated phenotype; local coding, temporal rules and sensitivity/specificity need measurement. clinical-value: Heuristic scoring, not validated value metric or predicted practice impact.","url":"https://github.com/tito-gh/healthcare","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/phenotype-lab-spec/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/clinical-value/SKILL.md"],"id":"RWE-1273","relevance":{"id":"RWE-1273","decision":"Core","rationale":"The selected function directly supports explicit epidemiologic, causal, statistical or evidence-method work; the stated validation and implementation limitations remain in force.","relevanceBasis":"skills/data/phenotype-lab-spec/SKILL.md: Phenotype/lab specification workflow defines executable population, exposure and outcome algorithms with validation plans.; skills/data/clinical-value/SKILL.md: Structure clinical relevance assessment of research proposals.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/phenotype-lab-spec/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/clinical-value/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"yashas-30/nyx — scientific-thinking-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature review workflow structures source screening, synthesis and evidence tables.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yashas-30/nyx","website":"GitHub","packages":".agents/skills/scientific-thinking-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature review workflow structures source screening, synthesis and evidence tables."],"limitation":"Instruction-only community component; completeness and quality judgments require review. Other discovered, held or excluded components are outside this approval. Excluded from approval — healthcare-eval-harness: Healthcare harness declares SAFE TO DEPLOY from100% critical tests and95% workflow/integration tests plus80% code coverage. These fixed test-suite percentages do not establish clinical safety or absence of interaction false negatives.","url":"https://github.com/yashas-30/nyx","primarySourceURLs":["https://github.com/yashas-30/NYX/blob/dd26e5d48ff01223b24acc58beb71200f2258004/.agents/skills/scientific-thinking-literature-review/SKILL.md"],"id":"RWE-1274","relevance":{"id":"RWE-1274","decision":"Core","rationale":"Retain the documented evidence function: Literature review workflow structures source screening, synthesis and evidence tables. 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The documented clinical, epidemiologic, health-economic or research-data preparation function has an explicit role in health evidence workflows; source and method limitations remain applicable.","relevanceBasis":"Contact-tracing workflow structures case investigation, exposure identification and monitoring records with casemark attribution. Limits: Operational epidemiology guidance; disease-specific thresholds, privacy and public-health decisions require qualified review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lev-os/agents/blob/62e97827ea88ff5dfa3efe76d19a8fa54d3da360/skills-db/legal/managing-contact-tracing/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"dileep-kishore/beril-pi-agent — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Biological literature workflow uses domain-aware query terms, citation expansion and full-text tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dileep-kishore/beril-pi-agent","website":"GitHub","packages":"skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biological literature workflow uses domain-aware query terms, citation expansion and full-text tools."],"limitation":"Ranking and depth tiers are exploratory; species-specific evidence must stay distinct.","url":"https://github.com/dileep-kishore/beril-pi-agent","primarySourceURLs":["https://github.com/dileep-kishore/beril-pi-agent/blob/32191e6aaef43ecd2de80e1def54e350f413d142/skills/literature-review/SKILL.md"],"id":"RWE-1279","relevance":{"id":"RWE-1279","decision":"Core","rationale":"Retain the documented evidence function: Biological literature workflow uses domain-aware query terms, citation expansion and full-text tools. 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Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve scholarly preprint metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/spring-ai-alibaba/examples","https://github.com/tomevault-io/tomes/blob/756daa7af07e716df156df29c9601d9340289b80/spring-ai-alibaba--examples/skills/arxiv-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pantheon-org/tekhne — google-scholar-search, semantic-scholar-search","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/documentation/research/google-scholar-search/SKILL.md: Google Scholar search instructions retrieve candidate papers and author metadata.; skills/documentation/research/semantic-scholar-search/SKILL.md: Retrieve scholarly metadata and citation graphs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pantheon-org/tekhne","website":"GitHub","packages":"skills/documentation/research/google-scholar-search/SKILL.md; skills/documentation/research/semantic-scholar-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/documentation/research/google-scholar-search/SKILL.md: Google Scholar search instructions retrieve candidate papers and author metadata.","skills/documentation/research/semantic-scholar-search/SKILL.md: Retrieve scholarly metadata and citation graphs."],"limitation":"google-scholar-search: Discovery only; scraping/access and result completeness need checks. semantic-scholar-search: Upstream tool reference retained; API availability and runtime untested.","url":"https://github.com/pantheon-org/tekhne","primarySourceURLs":["https://github.com/pantheon-org/tekhne/blob/0b01025351a08da35e5330d1a658c7b8a977537e/skills/documentation/research/google-scholar-search/SKILL.md","https://github.com/pantheon-org/tekhne/blob/0b01025351a08da35e5330d1a658c7b8a977537e/skills/documentation/research/semantic-scholar-search/SKILL.md"],"id":"RWE-1283","relevance":{"id":"RWE-1283","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/documentation/research/google-scholar-search/SKILL.md: Google Scholar search instructions retrieve candidate papers and author metadata.; skills/documentation/research/semantic-scholar-search/SKILL.md: Retrieve scholarly metadata and citation graphs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/documentation/research/google-scholar-search/SKILL.md: Google Scholar search instructions retrieve candidate papers and author metadata.; skills/documentation/research/semantic-scholar-search/SKILL.md: Retrieve scholarly metadata and citation graphs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pantheon-org/tekhne","https://github.com/pantheon-org/tekhne/blob/0b01025351a08da35e5330d1a658c7b8a977537e/skills/documentation/research/google-scholar-search/SKILL.md","https://github.com/pantheon-org/tekhne/blob/0b01025351a08da35e5330d1a658c7b8a977537e/skills/documentation/research/semantic-scholar-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zhang-pei-feng/epimindagent — academic-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"EpiMind academic search component documents PubMed/Springer/bioRxiv query and abstract retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhang-pei-feng/epimindagent","website":"GitHub","packages":"experiments/harness/skills/openclaw/academic-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["EpiMind academic search component documents PubMed/Springer/bioRxiv query and abstract retrieval."],"limitation":"Provider access and returned publication status require validation; source coverage bounded.","url":"https://github.com/zhang-pei-feng/epimindagent","primarySourceURLs":["https://github.com/zhang-pei-feng/EpiMindAgent/blob/0cb2a188dd8bc5f3637374a3a10f429eb905d5ab/experiments/harness/skills/openclaw/academic-search/SKILL.md"],"id":"RWE-1284","relevance":{"id":"RWE-1284","decision":"Core","rationale":"Retain the documented evidence function: EpiMind academic search component documents PubMed/Springer/bioRxiv query and abstract retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"EpiMind academic search component documents PubMed/Springer/bioRxiv query and abstract retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zhang-pei-feng/epimindagent","https://github.com/zhang-pei-feng/EpiMindAgent/blob/0cb2a188dd8bc5f3637374a3a10f429eb905d5ab/experiments/harness/skills/openclaw/academic-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zeyrme/zeyr-skills — open-source-knowledge-deep-discovery-research-analysis","kind":"Skill","category":"RWE Data & Analytics","summary":"Public-source evidence integration workflow structures source claims, comparisons and uncertainty.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zeyrme/zeyr-skills","website":"GitHub","packages":"open-source-knowledge-deep-discovery-research-analysis/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Public-source evidence integration workflow structures source claims, comparisons and uncertainty."],"limitation":"Broad research methodology; rankings and confidence are heuristic, not validated evidence certainty.","url":"https://github.com/zeyrme/zeyr-skills","primarySourceURLs":["https://github.com/ZeyrMe/Zeyr-Skills/blob/78b0d94a029925900d5c5fc7a4231979d41c9dae/open-source-knowledge-deep-discovery-research-analysis/SKILL.md"],"id":"RWE-1285","relevance":{"id":"RWE-1285","decision":"Core","rationale":"Public-source evidence integration workflow structures source claims, comparisons and uncertainty. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Public-source evidence integration workflow structures source claims, comparisons and uncertainty. Limits: Broad research methodology; rankings and confidence are heuristic, not validated evidence certainty.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ZeyrMe/Zeyr-Skills/blob/78b0d94a029925900d5c5fc7a4231979d41c9dae/open-source-knowledge-deep-discovery-research-analysis/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"textqllabs/ontology-starter-kits — clinical-trials, genomics","kind":"Skill collection","category":"Biomedical & Bioinformatics","summary":"Reviewed components: clinical-trials/SKILL.md: Clinical trial ontology starter structures studies, subjects and safety/enrollment metrics with blinding boundaries.; genomics/SKILL.md: Genomics ontology starter models subjects, samples, assays, variants and governed QC/throughput metrics with terminology mappings.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"textqllabs/ontology-starter-kits","website":"GitHub","packages":"clinical-trials/SKILL.md; genomics/SKILL.md","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["clinical-trials/SKILL.md: Clinical trial ontology starter structures studies, subjects and safety/enrollment metrics with blinding boundaries.","genomics/SKILL.md: Genomics ontology starter models subjects, samples, assays, variants and governed QC/throughput metrics with terminology mappings."],"limitation":"clinical-trials: Requires local CTMS/EDC mappings; ready-to-run and governed metrics require validation. genomics: Data modeling component; pathogenic labels depend on source classification and no clinical variant interpretation validated.","url":"https://github.com/textqllabs/ontology-starter-kits","primarySourceURLs":["https://github.com/TextQLLabs/ontology-starter-kits/blob/72c9a5df9da1e52f094a7faf80d3eb5aebbc653e/clinical-trials/SKILL.md","https://github.com/TextQLLabs/ontology-starter-kits/blob/72c9a5df9da1e52f094a7faf80d3eb5aebbc653e/genomics/SKILL.md"],"id":"RWE-1286","relevance":{"id":"RWE-1286","decision":"Core","rationale":"The selected function directly supports clinical study design or trial evidence; the stated validation and implementation limitations remain in force.","relevanceBasis":"clinical-trials/SKILL.md: Clinical trial ontology starter structures studies, subjects and safety/enrollment metrics with blinding boundaries.; genomics/SKILL.md: Genomics ontology starter models subjects, samples, assays, variants and governed QC/throughput metrics with terminology mappings.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/TextQLLabs/ontology-starter-kits/blob/72c9a5df9da1e52f094a7faf80d3eb5aebbc653e/clinical-trials/SKILL.md","https://github.com/TextQLLabs/ontology-starter-kits/blob/72c9a5df9da1e52f094a7faf80d3eb5aebbc653e/genomics/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"haipingxu/social-science-claude-scholar — causal-inference-analysis, daily-paper-generator","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Reviewed components: skills/causal-inference-analysis/SKILL.md: Causal analysis guide documents DiD, IV, RDD and modern staggered-treatment methods in Python/Stata.; skills/daily-paper-generator/SKILL.md: Bilingual digest schema retains source date, identifier, identification strategy, replication link and limitations.; skills/citation-verification/SKILL.md: Selected instruction guide for citation existence/metadata matching and checking exact claim passages with section/page records.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"haipingxu/social-science-claude-scholar","website":"GitHub","packages":"skills/causal-inference-analysis/SKILL.md; skills/daily-paper-generator/SKILL.md; skills/citation-verification/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["skills/causal-inference-analysis/SKILL.md: Causal analysis guide documents DiD, IV, RDD and modern staggered-treatment methods in Python/Stata.","skills/daily-paper-generator/SKILL.md: Bilingual digest schema retains source date, identifier, identification strategy, replication link and limitations.","skills/citation-verification/SKILL.md: Selected instruction guide for citation existence/metadata matching and checking exact claim passages with section/page records."],"limitation":"causal-inference-analysis: Assumptions, clustering and numerical implementations require independent review. daily-paper-generator: Top-three digest is selective surveillance, not comprehensive discovery or econometric validation. citation-verification: Imported collection lineage declared to Galaxy-Dawn/claude-scholar; no distinct method-authorship claim. Citation counts and stated error-rate assertions are not validation criteria; other causal and software skills are not approved.","url":"https://github.com/haipingxu/social-science-claude-scholar","primarySourceURLs":["https://github.com/HaipingXu/social-science-claude-scholar/blob/955c66d288dda8bc696197bbaf91b30de59452bf/skills/causal-inference-analysis/SKILL.md","https://github.com/HaipingXu/social-science-claude-scholar/blob/955c66d288dda8bc696197bbaf91b30de59452bf/skills/daily-paper-generator/SKILL.md","https://raw.githubusercontent.com/HaipingXu/social-science-claude-scholar/main/.claude/skills/citation-verification/SKILL.md","https://raw.githubusercontent.com/HaipingXu/social-science-claude-scholar/main/skills/citation-verification/SKILL.md","https://github.com/HaipingXu/social-science-claude-scholar"],"id":"RWE-1288","relevance":{"id":"RWE-1288","decision":"Core","rationale":"The selected function directly supports explicit epidemiologic, causal, statistical or evidence-method work; the stated validation and implementation limitations remain in force.","relevanceBasis":"skills/causal-inference-analysis/SKILL.md: Causal analysis guide documents DiD, IV, RDD and modern staggered-treatment methods in Python/Stata.; skills/daily-paper-generator/SKILL.md: Bilingual digest schema retains source date, identifier, identification strategy, replication link and limitations.; skills/citation-verification/SKILL.md: Selected instruction guide for citation existence/metadata matching and checking exact claim passages with section/page records.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/HaipingXu/social-science-claude-scholar/blob/955c66d288dda8bc696197bbaf91b30de59452bf/skills/causal-inference-analysis/SKILL.md","https://github.com/HaipingXu/social-science-claude-scholar/blob/955c66d288dda8bc696197bbaf91b30de59452bf/skills/daily-paper-generator/SKILL.md","https://raw.githubusercontent.com/HaipingXu/social-science-claude-scholar/main/.claude/skills/citation-verification/SKILL.md","https://raw.githubusercontent.com/HaipingXu/social-science-claude-scholar/main/skills/citation-verification/SKILL.md","https://github.com/HaipingXu/social-science-claude-scholar"],"reviewGroup":"selected-health-and-method-components"}},{"name":"ecnu-icalk/autoskill — academic_research_writer_and_reviewer, systematic-qualitative-literature-review-on-us-police-mental-hea, dissertation-exclusion-criteria-writer","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: SkillBank/ConvSkill/english_gpt4_8_GLM4.7/academic_research_writer_and_reviewer/SKILL.md: Academic writer/reviewer workflow structures sections and reference constraints for research documents.; SkillBank/ConvSkill/english_gpt4_8/systematic-qualitative-literature-review-on-us-police-mental-hea/SKILL.md: Police mental-health qualitative review template specifies dissertation scope, screening and methodological reporting.; SkillBank/ConvSkill/english_gpt4_8/dissertation-exclusion-criteria-writer/SKILL.md: Dissertation exclusion-criteria writer translates supplied screening decisions into methodology paragraphs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ecnu-icalk/autoskill","website":"GitHub","packages":"SkillBank/ConvSkill/english_gpt4_8_GLM4.7/academic_research_writer_and_reviewer/SKILL.md; SkillBank/ConvSkill/english_gpt4_8/systematic-qualitative-literature-review-on-us-police-mental-hea/SKILL.md; SkillBank/ConvSkill/english_gpt4_8/dissertation-exclusion-criteria-writer/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["SkillBank/ConvSkill/english_gpt4_8_GLM4.7/academic_research_writer_and_reviewer/SKILL.md: Academic writer/reviewer workflow structures sections and reference constraints for research documents.","SkillBank/ConvSkill/english_gpt4_8/systematic-qualitative-literature-review-on-us-police-mental-hea/SKILL.md: Police mental-health qualitative review template specifies dissertation scope, screening and methodological reporting.","SkillBank/ConvSkill/english_gpt4_8/dissertation-exclusion-criteria-writer/SKILL.md: Dissertation exclusion-criteria writer translates supplied screening decisions into methodology paragraphs."],"limitation":"academic_research_writer_and_reviewer: Style and grading rubrics are editorial, not verification of data or cited claims. systematic-qualitative-literature-review-on-us-police-mental-hea: Topic-specific instructional review with language restrictions; completeness and qualitative synthesis quality require actual source review. dissertation-exclusion-criteria-writer: Reporting component cannot invent reasons or retroactively justify selection bias; no independent screening. Other discovered, held or excluded components are outside this approval. Excluded from approval — estimate_survival_time_conditional_weighted_r: Full method calls diff(S)/previous-S conditional survival probabilities and uses these as weighted event-time probabilities; this conflicts with stated estimand. Excluded from approval — r code for oncology survival prediction with piecewise hazard: Full method stratifies Cox model by observed event time while calling it piecewise exponential, and inserts censoring hazard as covariate without justification.","url":"https://github.com/ecnu-icalk/autoskill","primarySourceURLs":["https://github.com/ECNU-ICALK/AutoSkill/blob/94c47ca488d4ba4117d20272e66d49b9877e68cf/SkillBank/ConvSkill/english_gpt4_8_GLM4.7/academic_research_writer_and_reviewer/SKILL.md","https://github.com/ECNU-ICALK/AutoSkill/blob/94c47ca488d4ba4117d20272e66d49b9877e68cf/SkillBank/ConvSkill/english_gpt4_8/systematic-qualitative-literature-review-on-us-police-mental-hea/SKILL.md","https://github.com/ECNU-ICALK/AutoSkill/blob/94c47ca488d4ba4117d20272e66d49b9877e68cf/SkillBank/ConvSkill/english_gpt4_8/dissertation-exclusion-criteria-writer/SKILL.md"],"id":"RWE-1291","relevance":{"id":"RWE-1291","decision":"Core","rationale":"Retain the documented evidence function: Police mental-health qualitative-review eligibility and screening method only; generic academic writing and retrospective exclusion-paragraph generation excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Police mental-health qualitative-review eligibility and screening method only; generic academic writing and retrospective exclusion-paragraph generation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ecnu-icalk/autoskill","https://github.com/ECNU-ICALK/AutoSkill/blob/94c47ca488d4ba4117d20272e66d49b9877e68cf/SkillBank/ConvSkill/english_gpt4_8_GLM4.7/academic_research_writer_and_reviewer/SKILL.md","https://github.com/ECNU-ICALK/AutoSkill/blob/94c47ca488d4ba4117d20272e66d49b9877e68cf/SkillBank/ConvSkill/english_gpt4_8/systematic-qualitative-literature-review-on-us-police-mental-hea/SKILL.md","https://github.com/ECNU-ICALK/AutoSkill/blob/94c47ca488d4ba4117d20272e66d49b9877e68cf/SkillBank/ConvSkill/english_gpt4_8/dissertation-exclusion-criteria-writer/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yuchengzhang256/claude-code-workflow — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature review protocol records searches, screening counts, quality appraisal and DOI/arXiv citation verification.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yuchengzhang256/claude-code-workflow","website":"GitHub","packages":"skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature review protocol records searches, screening counts, quality appraisal and DOI/arXiv citation verification."],"limitation":"Instruction workflow; PRISMA conformity and completeness require actual execution and appropriate source coverage.","url":"https://github.com/yuchengzhang256/claude-code-workflow","primarySourceURLs":["https://github.com/YuchengZhang256/claude-code-workflow/blob/072fbbcf77b5934007443a260a52c5e0368689ff/skills/literature-review/SKILL.md"],"id":"RWE-1293","relevance":{"id":"RWE-1293","decision":"Core","rationale":"Retain the documented evidence function: Literature review protocol records searches, screening counts, quality appraisal and DOI/arXiv citation verification. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature review protocol records searches, screening counts, quality appraisal and DOI/arXiv citation verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yuchengzhang256/claude-code-workflow","https://github.com/YuchengZhang256/claude-code-workflow/blob/072fbbcf77b5934007443a260a52c5e0368689ff/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"floraelysia729-oss/research-companion — research-companion","kind":"Skill","category":"RWE Data & Analytics","summary":"arXiv MCP research companion routes search, candidate selection, full-text download and cited close reading into a local library.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"floraelysia729-oss/research-companion","website":"GitHub","packages":"plugins/research-companion/skills/research-companion/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["arXiv MCP research companion routes search, candidate selection, full-text download and cited close reading into a local library."],"limitation":"Dependent on external arXiv MCP; abstract-only findings must remain labeled and source coverage is arXiv-centric.","url":"https://github.com/floraelysia729-oss/research-companion","primarySourceURLs":["https://github.com/floraelysia729-oss/research-companion/blob/a81ab0a8cc7d949b73218b79220001fb7f4e2586/plugins/research-companion/skills/research-companion/SKILL.md"],"id":"RWE-1294","relevance":{"id":"RWE-1294","decision":"Core","rationale":"arXiv MCP research companion routes search, candidate selection, full-text download and cited close reading into a local library. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"arXiv MCP research companion routes search, candidate selection, full-text download and cited close reading into a local library. Limits: Dependent on external arXiv MCP; abstract-only findings must remain labeled and source coverage is arXiv-centric.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/floraelysia729-oss/research-companion/blob/a81ab0a8cc7d949b73218b79220001fb7f4e2586/plugins/research-companion/skills/research-companion/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"jason1232/snomedagentskill — root skill","kind":"Skill","category":"OMOP & terminology","summary":"SNOMED CT terminology query guide documents Ontoserver FHIR lookup, subtype, validation and expansion operations.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jason1232/snomedagentskill","website":"GitHub","packages":"SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["SNOMED CT terminology query guide documents Ontoserver FHIR lookup, subtype, validation and expansion operations."],"limitation":"Public research endpoint and edition availability require verification; terminology support is not clinical validation.","url":"https://github.com/jason1232/snomedagentskill","primarySourceURLs":["https://github.com/JAson1232/SNOMEDAGENTSKILL/blob/b41d3732ade1c420fb0c6e7d14f8a54477215e17/SKILL.md"],"id":"RWE-1295","relevance":{"id":"RWE-1295","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"SNOMED CT terminology query guide documents Ontoserver FHIR lookup, subtype, validation and expansion operations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/JAson1232/SNOMEDAGENTSKILL/blob/b41d3732ade1c420fb0c6e7d14f8a54477215e17/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"ruochen-z/sepo-literature — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature discovery workflow uses agent-papers CLI and citation links with extraction of method, evidence and limitations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ruochen-z/sepo-literature","website":"GitHub","packages":".skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature discovery workflow uses agent-papers CLI and citation links with extraction of method, evidence and limitations."],"limitation":"Includes nonscholarly discovery signals; screening and access remain dependent on external tools.","url":"https://github.com/ruochen-z/sepo-literature","primarySourceURLs":["https://github.com/ruochen-z/sepo-literature/blob/88f2766335532217ea71f77d2425be4b8f7cef7a/.skills/literature-review/SKILL.md"],"id":"RWE-1297","relevance":{"id":"RWE-1297","decision":"Core","rationale":"Retain the documented evidence function: Literature discovery workflow uses agent-papers CLI and citation links with extraction of method, evidence and limitations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature discovery workflow uses agent-papers CLI and citation links with extraction of method, evidence and limitations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ruochen-z/sepo-literature","https://github.com/ruochen-z/sepo-literature/blob/88f2766335532217ea71f77d2425be4b8f7cef7a/.skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yinum/analytical-skills — academic-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic search orchestration coordinates PubMed/Crossref/arXiv/Scopus retrieval, MeSH queries, citation conversion and OA downloads.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yinum/analytical-skills","website":"GitHub","packages":"skills/academic-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic search orchestration coordinates PubMed/Crossref/arXiv/Scopus retrieval, MeSH queries, citation conversion and OA downloads."],"limitation":"Router depends on listed MCP tools and shared modules; subscriptions and full-text access not tested.","url":"https://github.com/yinum/analytical-skills","primarySourceURLs":["https://github.com/yinum/analytical-skills/blob/80980bb7ddfc601a287426cdd06d315d16a97b50/skills/academic-search/SKILL.md"],"id":"RWE-1298","relevance":{"id":"RWE-1298","decision":"Core","rationale":"Retain the documented evidence function: Academic search orchestration coordinates PubMed/Crossref/arXiv/Scopus retrieval, MeSH queries, citation conversion and OA downloads. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic search orchestration coordinates PubMed/Crossref/arXiv/Scopus retrieval, MeSH queries, citation conversion and OA downloads.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yinum/analytical-skills","https://github.com/yinum/analytical-skills/blob/80980bb7ddfc601a287426cdd06d315d16a97b50/skills/academic-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dogekiki/sp-test — openalex","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"OpenAlex search workflow retrieves open academic metadata, citation links, affiliations and funding via a documented fetcher contract.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dogekiki/sp-test","website":"GitHub","packages":".trae/skills/openalex/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenAlex search workflow retrieves open academic metadata, citation links, affiliations and funding via a documented fetcher contract."],"limitation":"Metadata discovery only; shared fetcher and downstream synthesis not runtime tested.","url":"https://github.com/dogekiki/sp-test","primarySourceURLs":["https://github.com/dogekiki/SP-test/blob/9ed7c7fd5867e92680918618fed2681ccf5e79b4/.trae/skills/openalex/SKILL.md"],"id":"RWE-1299","relevance":{"id":"RWE-1299","decision":"Core","rationale":"Retain the documented evidence function: OpenAlex search workflow retrieves open academic metadata, citation links, affiliations and funding via a documented fetcher contract. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenAlex search workflow retrieves open academic metadata, citation links, affiliations and funding via a documented fetcher contract.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dogekiki/sp-test","https://github.com/dogekiki/SP-test/blob/9ed7c7fd5867e92680918618fed2681ccf5e79b4/.trae/skills/openalex/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"praveenkumarsaravanan/devcrew — fhir-health-interop","kind":"Skill","category":"Clinical Data & Interoperability","summary":"FHIR interoperability guide retrieves versioned standards packages and validates profiles and data exchange against dependency trees.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"praveenkumarsaravanan/devcrew","website":"GitHub","packages":".apm/skills/fhir-health-interop/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR interoperability guide retrieves versioned standards packages and validates profiles and data exchange against dependency trees."],"limitation":"Structural conformance guidance; LLM Markdown bundles are not validator authority or clinical correctness evidence.","url":"https://github.com/praveenkumarsaravanan/devcrew","primarySourceURLs":["https://github.com/praveenkumarsaravanan/devcrew/blob/0971e7bfd88629399ba3f6a10f503095584a4feb/.apm/skills/fhir-health-interop/SKILL.md"],"id":"RWE-1301","relevance":{"id":"RWE-1301","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"FHIR interoperability guide retrieves versioned standards packages and validates profiles and data exchange against dependency trees.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/praveenkumarsaravanan/devcrew/blob/0971e7bfd88629399ba3f6a10f503095584a4feb/.apm/skills/fhir-health-interop/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"shark0304/codex-science — scientific-connectors","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scientific connectors retrieve Crossref/PubMed/OpenAlex metadata into auditable normalized snapshots and reviewed evidence ledgers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shark0304/codex-science","website":"GitHub","packages":"plugins/codex-science/skills/scientific-connectors/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scientific connectors retrieve Crossref/PubMed/OpenAlex metadata into auditable normalized snapshots and reviewed evidence ledgers."],"limitation":"Metadata hits are not findings; downstream screening and API availability require execution.","url":"https://github.com/shark0304/codex-science","primarySourceURLs":["https://github.com/shark0304/codex-science/blob/76e91d093e4c3bd1c94e5f8e5d36da683da89e3d/plugins/codex-science/skills/scientific-connectors/SKILL.md"],"id":"RWE-1303","relevance":{"id":"RWE-1303","decision":"Core","rationale":"Retain the documented evidence function: Scientific connectors retrieve Crossref/PubMed/OpenAlex metadata into auditable normalized snapshots and reviewed evidence ledgers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scientific connectors retrieve Crossref/PubMed/OpenAlex metadata into auditable normalized snapshots and reviewed evidence ledgers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shark0304/codex-science","https://github.com/shark0304/codex-science/blob/76e91d093e4c3bd1c94e5f8e5d36da683da89e3d/plugins/codex-science/skills/scientific-connectors/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"btreemap/skills — lit-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature review workflow fixes criteria, retrieves OpenAlex/arXiv/Crossref papers, records exclusions and separates abstracts from full text.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"btreemap/skills","website":"GitHub","packages":"lit-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature review workflow fixes criteria, retrieves OpenAlex/arXiv/Crossref papers, records exclusions and separates abstracts from full text."],"limitation":"Referenced stage modules and retrieval scripts not tested; PRISMA-style output alone does not prove complete coverage.","url":"https://github.com/btreemap/skills","primarySourceURLs":["https://github.com/BTreeMap/SKILLs/blob/bdbf1563422d2329a289bf991d867985fbe0f52e/lit-review/SKILL.md"],"id":"RWE-1304","relevance":{"id":"RWE-1304","decision":"Core","rationale":"Retain the documented evidence function: Literature review workflow fixes criteria, retrieves OpenAlex/arXiv/Crossref papers, records exclusions and separates abstracts from full text. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature review workflow fixes criteria, retrieves OpenAlex/arXiv/Crossref papers, records exclusions and separates abstracts from full text.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/btreemap/skills","https://github.com/BTreeMap/SKILLs/blob/bdbf1563422d2329a289bf991d867985fbe0f52e/lit-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"linxira-os/linxira-skills — life-science-literature-search, biological-evidence-synthesis","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/life-science-literature-search/SKILL.md: Life-science literature search protocol defines question, databases, reproducible queries, export manifest and update plan.; skills/biological-evidence-synthesis/SKILL.md: Appraise included biological evidence and justify or reject pooling.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"linxira-os/linxira-skills","website":"GitHub","packages":"skills/life-science-literature-search/SKILL.md; skills/biological-evidence-synthesis/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/life-science-literature-search/SKILL.md: Life-science literature search protocol defines question, databases, reproducible queries, export manifest and update plan.","skills/biological-evidence-synthesis/SKILL.md: Appraise included biological evidence and justify or reject pooling."],"limitation":"life-science-literature-search: Search-design component explicitly excludes screening and evidence synthesis; database execution remains external. biological-evidence-synthesis: Requires screened studies and extraction data; not a search tool or certified meta-analysis.","url":"https://github.com/linxira-os/linxira-skills","primarySourceURLs":["https://github.com/Linxira-OS/linxira-skills/blob/ef9e635c156c2e18e4c7c5039998a7dda4371282/skills/life-science-literature-search/SKILL.md","https://github.com/Linxira-OS/linxira-skills/blob/ef9e635c156c2e18e4c7c5039998a7dda4371282/skills/biological-evidence-synthesis/SKILL.md"],"id":"RWE-1305","relevance":{"id":"RWE-1305","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/life-science-literature-search/SKILL.md: Life-science literature search protocol defines question, databases, reproducible queries, export manifest and update plan.; skills/biological-evidence-synthesis/SKILL.md: Appraise included biological evidence and justify or reject pooling. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/life-science-literature-search/SKILL.md: Life-science literature search protocol defines question, databases, reproducible queries, export manifest and update plan.; skills/biological-evidence-synthesis/SKILL.md: Appraise included biological evidence and justify or reject pooling.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/linxira-os/linxira-skills","https://github.com/Linxira-OS/linxira-skills/blob/ef9e635c156c2e18e4c7c5039998a7dda4371282/skills/life-science-literature-search/SKILL.md","https://github.com/Linxira-OS/linxira-skills/blob/ef9e635c156c2e18e4c7c5039998a7dda4371282/skills/biological-evidence-synthesis/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"proflow-labs-ai/medsyniq-lite — critical-appraisal, sample-size-calculation, hypothesis-testing","kind":"Skill collection","category":"RWE Data & Analytics","summary":"Reviewed components: skills/ebm/critical-appraisal/SKILL.md: Critical appraisal instruction component applies study-specific CASP questions and risk-of-bias frameworks to research validity and applicability.; skills/study-design/sample-size-calculation/SKILL.md: Clinical sample-size planning guide explains alpha, power, endpoint choices, dropout and specialized design adjustments.; skills/biostatistics/hypothesis-testing/SKILL.md: Guide hypothesis testing and distinguish statistical from substantive significance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"proflow-labs-ai/medsyniq-lite","website":"GitHub","packages":"skills/ebm/critical-appraisal/SKILL.md; skills/study-design/sample-size-calculation/SKILL.md; skills/biostatistics/hypothesis-testing/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["skills/ebm/critical-appraisal/SKILL.md: Critical appraisal instruction component applies study-specific CASP questions and risk-of-bias frameworks to research validity and applicability.","skills/study-design/sample-size-calculation/SKILL.md: Clinical sample-size planning guide explains alpha, power, endpoint choices, dropout and specialized design adjustments.","skills/biostatistics/hypothesis-testing/SKILL.md: Guide hypothesis testing and distinguish statistical from substantive significance."],"limitation":"critical-appraisal: Checklist guidance only, requiring source study review and trained judgment; imported ECMed origin recorded in body. sample-size-calculation: Instruction/formula guidance only; selected sections reviewed, assumptions and exact calculations need independent statistical verification. hypothesis-testing: Instruction reference, not a validated analysis implementation.","url":"https://github.com/proflow-labs-ai/medsyniq-lite","primarySourceURLs":["https://github.com/ProFlow-Labs-Ai/medsyniq-lite/blob/ed0f86c59830e064db6415f2e06b7b591bc6b69f/skills/ebm/critical-appraisal/SKILL.md","https://github.com/ProFlow-Labs-Ai/medsyniq-lite/blob/ed0f86c59830e064db6415f2e06b7b591bc6b69f/skills/study-design/sample-size-calculation/SKILL.md","https://github.com/ProFlow-Labs-Ai/medsyniq-lite/blob/ed0f86c59830e064db6415f2e06b7b591bc6b69f/skills/biostatistics/hypothesis-testing/SKILL.md"],"id":"RWE-1306","relevance":{"id":"RWE-1306","decision":"Core","rationale":"skills/ebm/critical-appraisal/SKILL.md: Critical appraisal instruction component applies study-specific CASP questions and risk-of-bias frameworks to research…. The actual component provides an identifiable statistical, causal, survival, survey-preparation or epidemiologic method; only that stated method scope is Core.","relevanceBasis":"Reviewed components: skills/ebm/critical-appraisal/SKILL.md: Critical appraisal instruction component applies study-specific CASP questions and risk-of-bias frameworks to research validity and applicability.; skills/study-design/sample-size-calculation/SKILL.md: Clinical sample-size planning guide explains alpha, power, endpoint choices, dropout and specialized design adjustments.; skills/biostatistics/hypothesis-testing/SKILL.md: Guide hypothesis testing and distinguish statistical from substantive significance. Limits: critical-appraisal: Checklist guidance only, requiring source study review and trained judgment; imported ECMed origin recorded in body. sample-size-calculation: Instruction/formula guidance only; selected sections reviewed, assumptions and exact calculations need independent statistical verification. hypothesis-testing: Instruction reference, not a validated analysis implementation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ProFlow-Labs-Ai/medsyniq-lite/blob/ed0f86c59830e064db6415f2e06b7b591bc6b69f/skills/ebm/critical-appraisal/SKILL.md","https://github.com/ProFlow-Labs-Ai/medsyniq-lite/blob/ed0f86c59830e064db6415f2e06b7b591bc6b69f/skills/study-design/sample-size-calculation/SKILL.md","https://github.com/ProFlow-Labs-Ai/medsyniq-lite/blob/ed0f86c59830e064db6415f2e06b7b591bc6b69f/skills/biostatistics/hypothesis-testing/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"yejunbin/darwin — retraction-check","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retraction check workflow searches paper identifiers/titles and tracks retraction, correction and concern notices before citation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yejunbin/darwin","website":"GitHub","packages":"skills/retraction-check/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retraction check workflow searches paper identifiers/titles and tracks retraction, correction and concern notices before citation."],"limitation":"Web-search based integrity screen can miss notices; PubPeer discussion alone is not a retraction determination.","url":"https://github.com/yejunbin/darwin","primarySourceURLs":["https://github.com/yejunbin/darwin/blob/19714b50c680ef6ea2d8b37b06cc8102ef7c8c1a/skills/retraction-check/SKILL.md"],"id":"RWE-1307","relevance":{"id":"RWE-1307","decision":"Core","rationale":"Retain the documented evidence function: Retraction check workflow searches paper identifiers/titles and tracks retraction, correction and concern notices before citation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retraction check workflow searches paper identifiers/titles and tracks retraction, correction and concern notices before citation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yejunbin/darwin","https://github.com/yejunbin/darwin/blob/19714b50c680ef6ea2d8b37b06cc8102ef7c8c1a/skills/retraction-check/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zfifteen/skills-catalog — scientific-fraud-investigator","kind":"Skill","category":"RWE Data & Analytics","summary":"Scientific integrity investigation workflow checks study claims, figures, statistics and conflict disclosures against source evidence.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zfifteen/skills-catalog","website":"GitHub","packages":"skills/scientific-fraud-investigator/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Scientific integrity investigation workflow checks study claims, figures, statistics and conflict disclosures against source evidence."],"limitation":"Red flags and social discussion are leads rather than established fraud; investigative conclusions need corroboration and expert review.","url":"https://github.com/zfifteen/skills-catalog","primarySourceURLs":["https://github.com/zfifteen/skills-catalog/blob/d9535210da9af28aa76bca80de80355197e1b6d6/skills/scientific-fraud-investigator/SKILL.md"],"id":"RWE-1308","relevance":{"id":"RWE-1308","decision":"Core","rationale":"Scientific integrity investigation workflow checks study claims, figures, statistics and conflict disclosures against source evidence. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Scientific integrity investigation workflow checks study claims, figures, statistics and conflict disclosures against source evidence. Limits: Red flags and social discussion are leads rather than established fraud; investigative conclusions need corroboration and expert review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zfifteen/skills-catalog/blob/d9535210da9af28aa76bca80de80355197e1b6d6/skills/scientific-fraud-investigator/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"prince-vince/claude-skills — valyu-best-practices","kind":"Skill","category":"RWE Data & Analytics","summary":"Valyu API guide documents academic and medical search, content extraction and cited research responses.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"prince-vince/claude-skills","website":"GitHub","packages":"skills/valyu-best-practices/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Valyu API guide documents academic and medical search, content extraction and cited research responses."],"limitation":"Imported vendor-authored guide; credentials, paid access and underlying corpus coverage not tested.","url":"https://github.com/prince-vince/claude-skills","primarySourceURLs":["https://github.com/Prince-Vince/claude-skills/blob/355a0db409f65f1ab823319980af0613394e60a6/skills/valyu-best-practices/SKILL.md"],"id":"RWE-1309","relevance":{"id":"RWE-1309","decision":"Core","rationale":"Valyu API guide documents academic and medical search, content extraction and cited research responses. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Valyu API guide documents academic and medical search, content extraction and cited research responses. Limits: Imported vendor-authored guide; credentials, paid access and underlying corpus coverage not tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Prince-Vince/claude-skills/blob/355a0db409f65f1ab823319980af0613394e60a6/skills/valyu-best-practices/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"jaechang-hits/sciagent-skills — peer-review-methodology","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Manuscript review planning and report structure","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jaechang-hits/sciagent-skills","website":"GitHub","packages":"skills/scientific-writing/peer-review-methodology/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Manuscript review planning and report structure","Reproducibility, reporting and figure-check prompts"],"limitation":"Checklist guidance, not validated automated peer review. Statistical prescriptions such as normality testing or blanket multiple-comparison correction require context; internal review should not omit ethics merely because the table suggests it.","url":"https://github.com/jaechang-hits/sciagent-skills","primarySourceURLs":["https://github.com/jaechang-hits/SciAgent-Skills/blob/fe505cae14d20b6c33be2e49666425be98f005bb/skills/scientific-writing/peer-review-methodology/SKILL.md"],"id":"RWE-1310","relevance":{"id":"RWE-1310","decision":"Core","rationale":"Retained full instruction body establishes this specific evidence-method function: Study-design and statistical appraisal checks for controls, sample size, randomization, blinding, assumptions and reporting transparency; grant, writing and editorial recommendation functions excluded.","relevanceBasis":"Study-design and statistical appraisal checks for controls, sample size, randomization, blinding, assumptions and reporting transparency; grant, writing and editorial recommendation functions excluded.","evidenceLevel":"retained-primary","evidenceRefs":["https://github.com/jaechang-hits/sciagent-skills","https://github.com/jaechang-hits/SciAgent-Skills/blob/fe505cae14d20b6c33be2e49666425be98f005bb/skills/scientific-writing/peer-review-methodology/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"arthur-plautz/research-toolkit — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scoped literature review persists about ten relevant papers and references with a thematic synthesis document.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arthur-plautz/research-toolkit","website":"GitHub","packages":".claude/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scoped literature review persists about ten relevant papers and references with a thematic synthesis document."],"limitation":"Purposive capped narrative review, not exhaustive systematic coverage; fetch-paper and reference components required.","url":"https://github.com/arthur-plautz/research-toolkit","primarySourceURLs":["https://github.com/arthur-plautz/research-toolkit/blob/55b7e2d7c828b79ba5fd12fb73df6a9471b36d19/.claude/skills/literature-review/SKILL.md"],"id":"RWE-1311","relevance":{"id":"RWE-1311","decision":"Core","rationale":"Retain the documented evidence function: Scoped literature review persists about ten relevant papers and references with a thematic synthesis document. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scoped literature review persists about ten relevant papers and references with a thematic synthesis document.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/arthur-plautz/research-toolkit","https://github.com/arthur-plautz/research-toolkit/blob/55b7e2d7c828b79ba5fd12fb73df6a9471b36d19/.claude/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"spiral-edwin/mcm-icm-2601000 — logistic-growth","kind":"Skill","category":"Public health & surveillance","summary":"Logistic growth instructional component demonstrates fitting and interpreting constrained population growth with epidemiology applications.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"spiral-edwin/mcm-icm-2601000","website":"GitHub","packages":"比赛期间-26B/.github/skills/logistic-growth/SKILL.md","workflowFit":["Public health & surveillance"],"capabilities":["Logistic growth instructional component demonstrates fitting and interpreting constrained population growth with epidemiology applications."],"limitation":"Simplified phenomenological model and mock data; no validated outbreak forecast or causal inference.","url":"https://github.com/spiral-edwin/mcm-icm-2601000","primarySourceURLs":["https://github.com/SPIRAL-EDWIN/MCM-ICM-2601000/blob/b8cd68b1399471238074835265681a2760e2dc2e/比赛期间-26B/.github/skills/logistic-growth/SKILL.md"],"id":"RWE-1312","relevance":{"id":"RWE-1312","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Logistic growth instructional component demonstrates fitting and interpreting constrained population growth with epidemiology applications.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/SPIRAL-EDWIN/MCM-ICM-2601000/blob/b8cd68b1399471238074835265681a2760e2dc2e/比赛期间-26B/.github/skills/logistic-growth/SKILL.md"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"firecrawl/cli — firecrawl-research-index","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Firecrawl research index workflow documents semantic search, expansion and in-body verification of academic abstracts including PubMed and preprints.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"firecrawl/cli","website":"GitHub","packages":"skills/firecrawl-research-index/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Firecrawl research index workflow documents semantic search, expansion and in-body verification of academic abstracts including PubMed and preprints."],"limitation":"Abstract index and external MCP dependency; full-text support and systematic completeness not established.","url":"https://github.com/firecrawl/cli","primarySourceURLs":["https://github.com/firecrawl/cli/blob/06e2fd59d3a78051c8fcb05223b00aaff131267c/skills/firecrawl-research-index/SKILL.md"],"id":"RWE-1313","relevance":{"id":"RWE-1313","decision":"Core","rationale":"Retain the documented evidence function: Firecrawl research index workflow documents semantic search, expansion and in-body verification of academic abstracts including PubMed and preprints. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Firecrawl research index workflow documents semantic search, expansion and in-body verification of academic abstracts including PubMed and preprints.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/firecrawl/cli","https://github.com/firecrawl/cli/blob/06e2fd59d3a78051c8fcb05223b00aaff131267c/skills/firecrawl-research-index/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"the-human-company/ai-receptionist — directory-generate-3lens","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"NGM directory workflow combines cited literature retrieval with local intervention knowledge-base cross-reference and structured evidence output.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"the-human-company/ai-receptionist","website":"GitHub","packages":"skills/generation/directory-generate-3lens/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["NGM directory workflow combines cited literature retrieval with local intervention knowledge-base cross-reference and structured evidence output."],"limitation":"Eligible only as evidence aggregation; arbitrary quality-gate counts and model grading do not establish clinical rigor or product efficacy, and minimum citation counts can bias selection.","url":"https://github.com/the-human-company/ai-receptionist","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/generation/directory-generate-3lens/SKILL.md"],"id":"RWE-1314","relevance":{"id":"RWE-1314","decision":"Core","rationale":"Retain the documented evidence function: Cited intervention literature retrieval and structured source aggregation only; directory management and model grading excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Cited intervention literature retrieval and structured source aggregation only; directory management and model grading excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/the-human-company/ai-receptionist","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/generation/directory-generate-3lens/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"internscience/scp — infectious_disease_analysis","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"SCP infectious disease adapter identifies NCBI virus/taxonomy, drug mechanism and PubMed retrieval tools and their service endpoints.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"internscience/scp","website":"GitHub","packages":"skills/infectious_disease_analysis/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["SCP infectious disease adapter identifies NCBI virus/taxonomy, drug mechanism and PubMed retrieval tools and their service endpoints."],"limitation":"Example calls pass empty arguments and do not bind test inputs; usable as tool-routing documentation only, not runnable analysis as shown.","url":"https://github.com/internscience/scp","primarySourceURLs":["https://github.com/InternScience/scp/blob/cea5398564032aea65a78e246d06c30ae945e03f/skills/infectious_disease_analysis/SKILL.md"],"id":"RWE-1315","relevance":{"id":"RWE-1315","decision":"Core","rationale":"Retain the documented evidence function: Named PubMed literature tool routing only; virus/taxonomy and drug-mechanism discovery do not independently qualify. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Named PubMed literature tool routing only; virus/taxonomy and drug-mechanism discovery do not independently qualify.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/internscience/scp","https://github.com/InternScience/scp/blob/cea5398564032aea65a78e246d06c30ae945e03f/skills/infectious_disease_analysis/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kocakburhan/asiye — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature review instruction module specifies eligibility criteria, search strategy, extraction and thematic synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kocakburhan/asiye","website":"GitHub","packages":".agents/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature review instruction module specifies eligibility criteria, search strategy, extraction and thematic synthesis."],"limitation":"Imported awesome-ai-agent-skills attribution; PRISMA-style reporting does not prove complete search execution.","url":"https://github.com/kocakburhan/asiye","primarySourceURLs":["https://github.com/kocakburhan/asiye/blob/3fd054b8238b4300028122524adf390ba9702932/.agents/skills/literature-review/SKILL.md"],"id":"RWE-1316","relevance":{"id":"RWE-1316","decision":"Core","rationale":"Retain the documented evidence function: Literature review instruction module specifies eligibility criteria, search strategy, extraction and thematic synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature review instruction module specifies eligibility criteria, search strategy, extraction and thematic synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kocakburhan/asiye","https://github.com/kocakburhan/asiye/blob/3fd054b8238b4300028122524adf390ba9702932/.agents/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"medizininformatik-initiative/kerndatensatzmodul-genetischetests — fhir-ig-analysis","kind":"Skill","category":"Clinical Data & Interoperability","summary":"FHIR implementation-guide analysis produces reproducible structural metrics and cross-guide comparisons for MII research data specifications.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"medizininformatik-initiative/kerndatensatzmodul-genetischetests","website":"GitHub","packages":".claude/skills/fhir-ig-analysis/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR implementation-guide analysis produces reproducible structural metrics and cross-guide comparisons for MII research data specifications."],"limitation":"Metadata/content quality metrics do not demonstrate semantic or clinical validity; analyzer not run and git-derived measures need full history. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/medizininformatik-initiative/kerndatensatzmodul-genetischetests","primarySourceURLs":["https://github.com/medizininformatik-initiative/kerndatensatzmodul-GenetischeTests/blob/c179619d687f6e06a6e62c668d5efc8ae2cb9d58/.claude/skills/fhir-ig-analysis/SKILL.md"],"id":"RWE-1318","relevance":{"id":"RWE-1318","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"FHIR implementation-guide analysis produces reproducible structural metrics and cross-guide comparisons for MII research data specifications.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/medizininformatik-initiative/kerndatensatzmodul-GenetischeTests/blob/c179619d687f6e06a6e62c668d5efc8ae2cb9d58/.claude/skills/fhir-ig-analysis/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"kangwang42/r_note_for_epidemiology — section-special","kind":"Skill","category":"RWE Data & Analytics","summary":"Epidemiology R tutorial-generation component specifies health economics and environmental methods with theory, implementation and interpretation outputs.","tags":["Health economics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kangwang42/r_note_for_epidemiology","website":"GitHub","packages":".opencode/skills/section-special/skill.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Epidemiology R tutorial-generation component specifies health economics and environmental methods with theory, implementation and interpretation outputs."],"limitation":"Educational router; linked method templates and generated analyses not validated as a complete statistical workflow.","url":"https://github.com/kangwang42/r_note_for_epidemiology","primarySourceURLs":["https://github.com/KangWang42/R_note_for_Epidemiology/blob/b451f68a939b11eed1f2a63a2309735696de489b/.opencode/skills/section-special/skill.md"],"id":"RWE-1320","relevance":{"id":"RWE-1320","decision":"Core","rationale":"Epidemiology R tutorial-generation component specifies health economics and environmental methods with theory, implementation and interpretation outputs. The actual component provides an identifiable statistical, causal, survival, survey-preparation or epidemiologic method; only that stated method scope is Core.","relevanceBasis":"Epidemiology R tutorial-generation component specifies health economics and environmental methods with theory, implementation and interpretation outputs. Limits: Educational router; linked method templates and generated analyses not validated as a complete statistical workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/KangWang42/R_note_for_Epidemiology/blob/b451f68a939b11eed1f2a63a2309735696de489b/.opencode/skills/section-special/skill.md"],"reviewGroup":"statistical-method"}},{"name":"chukadele/project-baracks — academic-verify","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic claim verification separates citation identity, direct source support, study design, statistical strength and replication.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chukadele/project-baracks","website":"GitHub","packages":"skills/internal/academic-verify/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic claim verification separates citation identity, direct source support, study design, statistical strength and replication."],"limitation":"Human/agent appraisal workflow dependent on actual paper access; no automatic truth or certainty guarantee.","url":"https://github.com/chukadele/project-baracks","primarySourceURLs":["https://github.com/ChukaDele/project-baracks/blob/9dc2970cb09bff591b33d8ae7c1b3ef86ad1c3a0/skills/internal/academic-verify/SKILL.md"],"id":"RWE-1322","relevance":{"id":"RWE-1322","decision":"Core","rationale":"Retain the documented evidence function: Academic claim verification separates citation identity, direct source support, study design, statistical strength and replication. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic claim verification separates citation identity, direct source support, study design, statistical strength and replication.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chukadele/project-baracks","https://github.com/ChukaDele/project-baracks/blob/9dc2970cb09bff591b33d8ae7c1b3ef86ad1c3a0/skills/internal/academic-verify/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"simoncreater/dongcheol_megasearch — scholar-megasearch","kind":"Skill","category":"RWE Data & Analytics","summary":"Multi-source academic search orchestration records source coverage, DOI/arXiv/title deduplication and ranked corpus synthesis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"simoncreater/dongcheol_megasearch","website":"GitHub","packages":"skills/scholar-megasearch/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Multi-source academic search orchestration records source coverage, DOI/arXiv/title deduplication and ranked corpus synthesis."],"limitation":"Dependent on available external search tools; broad or exhaustive labels require observed source completion, not fan-out alone.","url":"https://github.com/simoncreater/dongcheol_megasearch","primarySourceURLs":["https://github.com/SimonCreater/DongCheol_MegaSearch/blob/c8a6638ecfc09ec67de9bf6b3f05a01f9095ed30/skills/scholar-megasearch/SKILL.md"],"id":"RWE-1323","relevance":{"id":"RWE-1323","decision":"Core","rationale":"Multi-source academic search orchestration records source coverage, DOI/arXiv/title deduplication and ranked corpus synthesis. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Multi-source academic search orchestration records source coverage, DOI/arXiv/title deduplication and ranked corpus synthesis. Limits: Dependent on available external search tools; broad or exhaustive labels require observed source completion, not fan-out alone.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/SimonCreater/DongCheol_MegaSearch/blob/c8a6638ecfc09ec67de9bf6b3f05a01f9095ed30/skills/scholar-megasearch/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"terminallylazy/radsysx — researcher","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Medical research agent maps clinical questions to PubMed search, PMID detail retrieval and evidence summaries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"terminallylazy/radsysx","website":"GitHub","packages":"backend/skills/researcher/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medical research agent maps clinical questions to PubMed search, PMID detail retrieval and evidence summaries."],"limitation":"Literature retrieval and appraisal guidance; external tools and source access required, no clinical accuracy guarantee.","url":"https://github.com/terminallylazy/radsysx","primarySourceURLs":["https://github.com/TerminallyLazy/RadSysX/blob/3cbd337fa5f210e407b5028988e121515f4c6148/backend/skills/researcher/SKILL.md"],"id":"RWE-1327","relevance":{"id":"RWE-1327","decision":"Core","rationale":"Retain the documented evidence function: Medical research agent maps clinical questions to PubMed search, PMID detail retrieval and evidence summaries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Medical research agent maps clinical questions to PubMed search, PMID detail retrieval and evidence summaries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/terminallylazy/radsysx","https://github.com/TerminallyLazy/RadSysX/blob/3cbd337fa5f210e407b5028988e121515f4c6148/backend/skills/researcher/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yananlong/codex-skills — research-idea-discovery, research-systematic-literature-review, research-paper-review","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: research/research-idea-discovery/SKILL.md: Research idea discovery grounds ranked hypotheses in literature landscapes, source limitations and feasibility before handoff.; research/research-systematic-literature-review/SKILL.md: Systematic-review workflow specifies coverage assurance, seed/challenge testing, corpus freeze, extraction and PRISMA accounting.; research/research-paper-review/SKILL.md: Route extraction versus contextual review; preserve review workspace metadata and artifact index.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yananlong/codex-skills","website":"GitHub","packages":"research/research-idea-discovery/SKILL.md; research/research-systematic-literature-review/SKILL.md; research/research-paper-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["research/research-idea-discovery/SKILL.md: Research idea discovery grounds ranked hypotheses in literature landscapes, source limitations and feasibility before handoff.","research/research-systematic-literature-review/SKILL.md: Systematic-review workflow specifies coverage assurance, seed/challenge testing, corpus freeze, extraction and PRISMA accounting.","research/research-paper-review/SKILL.md: Route extraction versus contextual review; preserve review workspace metadata and artifact index."],"limitation":"research-idea-discovery: Novelty and publishability remain provisional until dedicated review and empirical testing. research-systematic-literature-review: Bounded map until every workflow step is completed; confidence and adversarial review require documented source evidence. research-paper-review: Selected quick-start workflow only; model review ratings, OCR helpers, and multi-agent critique quality not validated. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/yananlong/codex-skills","primarySourceURLs":["https://github.com/yananlong/codex-skills/blob/955fcc435e651834b03768c136dca6b16ccbae08/research/research-idea-discovery/SKILL.md","https://github.com/yananlong/codex-skills/blob/955fcc435e651834b03768c136dca6b16ccbae08/research/research-systematic-literature-review/SKILL.md","https://github.com/yananlong/codex-skills/blob/955fcc435e651834b03768c136dca6b16ccbae08/research/research-paper-review/SKILL.md"],"id":"RWE-1328","relevance":{"id":"RWE-1328","decision":"Core","rationale":"Retain the documented evidence function: Systematic-review query/corpus freeze/extraction and study-review records only; generic idea ranking excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Systematic-review query/corpus freeze/extraction and study-review records only; generic idea ranking excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yananlong/codex-skills","https://github.com/yananlong/codex-skills/blob/955fcc435e651834b03768c136dca6b16ccbae08/research/research-idea-discovery/SKILL.md","https://github.com/yananlong/codex-skills/blob/955fcc435e651834b03768c136dca6b16ccbae08/research/research-systematic-literature-review/SKILL.md","https://github.com/yananlong/codex-skills/blob/955fcc435e651834b03768c136dca6b16ccbae08/research/research-paper-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"503496348-ops/mischief-production — ecc-scientific-db-pubmed-database","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed E-utilities workflow supports MeSH queries, PMID metadata, citation retrieval and literature monitoring.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"503496348-ops/mischief-production","website":"GitHub","packages":"skills/ecc-scientific-db-pubmed-database/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed E-utilities workflow supports MeSH queries, PMID metadata, citation retrieval and literature monitoring."],"limitation":"Instruction component with community origin; live API execution and coverage not tested.","url":"https://github.com/503496348-ops/mischief-production","primarySourceURLs":["https://github.com/503496348-ops/mischief-production/blob/c9103dbad48ef3005f163584d0f2abd4591217f6/skills/ecc-scientific-db-pubmed-database/SKILL.md"],"id":"RWE-1329","relevance":{"id":"RWE-1329","decision":"Core","rationale":"Retain the documented evidence function: PubMed E-utilities workflow supports MeSH queries, PMID metadata, citation retrieval and literature monitoring. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed E-utilities workflow supports MeSH queries, PMID metadata, citation retrieval and literature monitoring.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/503496348-ops/mischief-production","https://github.com/503496348-ops/mischief-production/blob/c9103dbad48ef3005f163584d0f2abd4591217f6/skills/ecc-scientific-db-pubmed-database/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"qqfly1to19/awesome_proofreading_auto — medical_term_proofreading","kind":"Skill","category":"OMOP & terminology","summary":"Medical terminology proofreading documents lookup of normalized terms and aliases against a local clinical terminology knowledge base.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"qqfly1to19/awesome_proofreading_auto","website":"GitHub","packages":"proofread/references/skills/medical_term_proofreading/skill.md","workflowFit":["OMOP & terminology"],"capabilities":["Medical terminology proofreading documents lookup of normalized terms and aliases against a local clinical terminology knowledge base."],"limitation":"Editorial normalization only; authority/version and claimed term count not independently validated.","url":"https://github.com/qqfly1to19/awesome_proofreading_auto","primarySourceURLs":["https://github.com/qqfly1to19/awesome_proofreading_auto/blob/e610fc1e5e6c46d14d5ae36322eb324776bda294/proofread/references/skills/medical_term_proofreading/skill.md"],"id":"RWE-1330","relevance":{"id":"RWE-1330","decision":"Core","rationale":"Clinical terminology and alias normalization supports structured health-data preparation; editorial lookup does not establish semantic authority.","relevanceBasis":"Medical terminology proofreading documents lookup of normalized terms and aliases against a local clinical terminology knowledge base.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/qqfly1to19/awesome_proofreading_auto/blob/e610fc1e5e6c46d14d5ae36322eb324776bda294/proofread/references/skills/medical_term_proofreading/skill.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"elnatananbelu/elite-engineering-team — data-scientist","kind":"Skill","category":"Causal Inference & Analytics","summary":"Statistical experiment workflow defines metrics, randomization versus observational questions and uncertainty reporting for causal analysis.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"elnatananbelu/elite-engineering-team","website":"GitHub","packages":"skills/data-scientist/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Statistical experiment workflow defines metrics, randomization versus observational questions and uncertainty reporting for causal analysis."],"limitation":"General experimentation component; business context and downstream implementation do not establish clinical transferability.","url":"https://github.com/elnatananbelu/elite-engineering-team","primarySourceURLs":["https://github.com/ElnatanAnbelu/elite-engineering-team/blob/dedd0e0786f758e67d8d04fb19ab1f076d27a3e5/skills/data-scientist/SKILL.md"],"id":"RWE-1331","relevance":{"id":"RWE-1331","decision":"Core","rationale":"The selected function directly supports explicit epidemiologic, causal, statistical or evidence-method work; the stated validation and implementation limitations remain in force.","relevanceBasis":"Statistical experiment workflow defines metrics, randomization versus observational questions and uncertainty reporting for causal analysis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ElnatanAnbelu/elite-engineering-team/blob/dedd0e0786f758e67d8d04fb19ab1f076d27a3e5/skills/data-scientist/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"jurgendn/agent-skills — literature-triangulation","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature triangulation compares papers, benchmarks, implementations and contradictory findings using alternative queries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jurgendn/agent-skills","website":"GitHub","packages":"skills/research-evidence/literature-triangulation/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature triangulation compares papers, benchmarks, implementations and contradictory findings using alternative queries."],"limitation":"Source-grounded mapping protocol; software benchmark evidence is not automatically generalizable clinical evidence.","url":"https://github.com/jurgendn/agent-skills","primarySourceURLs":["https://github.com/jurgendn/agent-skills/blob/c3a8941b4f037682d04a90897364779d5dd1e0a5/skills/research-evidence/literature-triangulation/SKILL.md"],"id":"RWE-1332","relevance":{"id":"RWE-1332","decision":"Core","rationale":"Retain the documented evidence function: Literature triangulation compares papers, benchmarks, implementations and contradictory findings using alternative queries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature triangulation compares papers, benchmarks, implementations and contradictory findings using alternative queries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jurgendn/agent-skills","https://github.com/jurgendn/agent-skills/blob/c3a8941b4f037682d04a90897364779d5dd1e0a5/skills/research-evidence/literature-triangulation/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zxy19960316/engineering-research-copilot — research-literature-evidence","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scholarly evidence intake distinguishes discovery, verified identity, metadata, abstract and full-text evidence levels.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zxy19960316/engineering-research-copilot","website":"GitHub","packages":"skills/research-literature-evidence/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly evidence intake distinguishes discovery, verified identity, metadata, abstract and full-text evidence levels."],"limitation":"Does not execute study methods or draft final conclusions; requires access and verification at each evidence level.","url":"https://github.com/zxy19960316/engineering-research-copilot","primarySourceURLs":["https://github.com/zxy19960316/engineering-research-copilot/blob/df1a336376d4779668575bdcc9968b2412da9065/skills/research-literature-evidence/SKILL.md"],"id":"RWE-1333","relevance":{"id":"RWE-1333","decision":"Core","rationale":"Retain the documented evidence function: Scholarly evidence intake distinguishes discovery, verified identity, metadata, abstract and full-text evidence levels. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly evidence intake distinguishes discovery, verified identity, metadata, abstract and full-text evidence levels.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zxy19960316/engineering-research-copilot","https://github.com/zxy19960316/engineering-research-copilot/blob/df1a336376d4779668575bdcc9968b2412da9065/skills/research-literature-evidence/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mikkoparkkola/nab — research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic research orchestrator routes DOI, author, citation graph and literature requests to documented scholarly APIs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mikkoparkkola/nab","website":"GitHub","packages":"plugin/skills/research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic research orchestrator routes DOI, author, citation graph and literature requests to documented scholarly APIs."],"limitation":"Gateway dependency and claimed historical test table not reproduced; free/paid coverage may change.","url":"https://github.com/mikkoparkkola/nab","primarySourceURLs":["https://github.com/MikkoParkkola/nab/blob/d3b40cc71492383af987c82ac06a5566919c41ad/plugin/skills/research/SKILL.md"],"id":"RWE-1334","relevance":{"id":"RWE-1334","decision":"Core","rationale":"Retain the documented evidence function: Academic research orchestrator routes DOI, author, citation graph and literature requests to documented scholarly APIs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic research orchestrator routes DOI, author, citation graph and literature requests to documented scholarly APIs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mikkoparkkola/nab","https://github.com/MikkoParkkola/nab/blob/d3b40cc71492383af987c82ac06a5566919c41ad/plugin/skills/research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"topologyhealth/claudefhirskill — fhir-software","kind":"Skill","category":"OMOP & terminology","summary":"FHIR guide documents resource processing, terminology, profile validation and reference/include handling for health data exchange.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"topologyhealth/claudefhirskill","website":"GitHub","packages":"skills/data/fhir-software/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["FHIR guide documents resource processing, terminology, profile validation and reference/include handling for health data exchange."],"limitation":"Bounded interoperability component; server-building guidance and structural validation do not establish research or clinical validity.","url":"https://github.com/topologyhealth/claudefhirskill","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/data/fhir-software/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/development/fhir-software/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/development/fhir-software-topologyhealth-claudefhirskill/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/298804464ec672c8016fe2ce0a2ffb65a160584f/development/fhir-software/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/298804464ec672c8016fe2ce0a2ffb65a160584f/development/fhir-software-topologyhealth-claudefhirskill/SKILL.md"],"id":"RWE-1336","relevance":{"id":"RWE-1336","decision":"Core","rationale":"The selected function directly supports clinical-data preparation or terminology; the stated validation and implementation limitations remain in force.","relevanceBasis":"FHIR guide documents resource processing, terminology, profile validation and reference/include handling for health data exchange.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/data/fhir-software/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/development/fhir-software/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/development/fhir-software-topologyhealth-claudefhirskill/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/298804464ec672c8016fe2ce0a2ffb65a160584f/development/fhir-software/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/298804464ec672c8016fe2ce0a2ffb65a160584f/development/fhir-software-topologyhealth-claudefhirskill/SKILL.md"],"reviewGroup":"selected-health-and-method-components"}},{"name":"maps-research/claude-code-for-learning — paper-finder","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Paper Finder documents cross-disciplinary query decomposition, source routing, thematic mapping and forward/backward citation searching.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"maps-research/claude-code-for-learning","website":"GitHub","packages":"skills/paper-finder/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper Finder documents cross-disciplinary query decomposition, source routing, thematic mapping and forward/backward citation searching."],"limitation":"Adapted methods explicitly credited; limited snowball counts and selected themes are not exhaustive coverage.","url":"https://github.com/maps-research/claude-code-for-learning","primarySourceURLs":["https://github.com/MAPS-research/claude-code-for-learning/blob/b6486eaacd10152419d4e27dfef8d2233733edc8/skills/paper-finder/SKILL.md"],"id":"RWE-1337","relevance":{"id":"RWE-1337","decision":"Core","rationale":"Retain the documented evidence function: Paper Finder documents cross-disciplinary query decomposition, source routing, thematic mapping and forward/backward citation searching. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper Finder documents cross-disciplinary query decomposition, source routing, thematic mapping and forward/backward citation searching.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/maps-research/claude-code-for-learning","https://github.com/MAPS-research/claude-code-for-learning/blob/b6486eaacd10152419d4e27dfef8d2233733edc8/skills/paper-finder/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ianhussey/trustworthiness-assessment-skill — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Research trustworthiness workflow routes arithmetic, participant-flow and registration consistency checks before claim assessment.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ianhussey/trustworthiness-assessment-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Research trustworthiness workflow routes arithmetic, participant-flow and registration consistency checks before claim assessment."],"limitation":"Selected root workflow reviewed; referenced forensic/statistical modules not fully audited and anomalies do not establish misconduct.","url":"https://github.com/ianhussey/trustworthiness-assessment-skill","primarySourceURLs":["https://github.com/ianhussey/trustworthiness-assessment-skill/blob/d4dfe955da5c8930589d8781bd95e894af674516/SKILL.md"],"id":"RWE-1338","relevance":{"id":"RWE-1338","decision":"Core","rationale":"Research trustworthiness workflow routes arithmetic, participant-flow and registration consistency checks before claim assessment. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Research trustworthiness workflow routes arithmetic, participant-flow and registration consistency checks before claim assessment. Limits: Selected root workflow reviewed; referenced forensic/statistical modules not fully audited and anomalies do not establish misconduct.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ianhussey/trustworthiness-assessment-skill/blob/d4dfe955da5c8930589d8781bd95e894af674516/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"jameswong3388/oncoos — search-strategy","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search strategy workflow records database-specific PubMed/Europe PMC/trial/arXiv queries and observed hit counts for reproducibility.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jameswong3388/oncoos","website":"GitHub","packages":"frontend/lib/research/skills/search-strategy/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search strategy workflow records database-specific PubMed/Europe PMC/trial/arXiv queries and observed hit counts for reproducibility."],"limitation":"Query-design component; recall cannot be inferred from hit counts alone and full source execution required.","url":"https://github.com/jameswong3388/oncoos","primarySourceURLs":["https://github.com/jameswong3388/Oncoos/blob/38ea5755eec8750f934f944c024632fc96bc8f07/frontend/lib/research/skills/search-strategy/SKILL.md"],"id":"RWE-1339","relevance":{"id":"RWE-1339","decision":"Core","rationale":"Retain the documented evidence function: Search strategy workflow records database-specific PubMed/Europe PMC/trial/arXiv queries and observed hit counts for reproducibility. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search strategy workflow records database-specific PubMed/Europe PMC/trial/arXiv queries and observed hit counts for reproducibility.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jameswong3388/oncoos","https://github.com/jameswong3388/Oncoos/blob/38ea5755eec8750f934f944c024632fc96bc8f07/frontend/lib/research/skills/search-strategy/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cormac315/scientific-skills-for-cs — exa-search(Exa网页学术搜索)","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Exa scholarly search guide documents research-paper filtering and batch extraction of academic URLs/PDFs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cormac315/scientific-skills-for-cs","website":"GitHub","packages":"skills/exa-search(Exa网页学术搜索)/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Exa scholarly search guide documents research-paper filtering and batch extraction of academic URLs/PDFs."],"limitation":"Vendor API credentials and corpus access required; web extraction is not study appraisal.","url":"https://github.com/cormac315/scientific-skills-for-cs","primarySourceURLs":["https://github.com/Cormac315/scientific-skills-for-cs/blob/719d8484e3f06032f5493eb760e958bacb6bc709/skills/exa-search(Exa网页学术搜索)/SKILL.md"],"id":"RWE-1340","relevance":{"id":"RWE-1340","decision":"Core","rationale":"Retain the documented evidence function: Exa scholarly search guide documents research-paper filtering and batch extraction of academic URLs/PDFs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Exa scholarly search guide documents research-paper filtering and batch extraction of academic URLs/PDFs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cormac315/scientific-skills-for-cs","https://github.com/Cormac315/scientific-skills-for-cs/blob/719d8484e3f06032f5493eb760e958bacb6bc709/skills/exa-search(Exa网页学术搜索)/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"damarisdeng/paper-writing-system — statistical-analysis, literature-review","kind":"Skill collection","category":"Causal Inference & Analytics","summary":"Reviewed components: workflow/skills/statistical-analysis/SKILL.md: Statistical analysis orchestration specifies analysis plans, descriptive tables, regression/survival/causal estimators and sensitivity outputs.; workflow/skills/literature-review/SKILL.md: Retrieve verified bibliographic entries and search logs for medical manuscripts.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"damarisdeng/paper-writing-system","website":"GitHub","packages":"workflow/skills/statistical-analysis/SKILL.md; workflow/skills/literature-review/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["workflow/skills/statistical-analysis/SKILL.md: Statistical analysis orchestration specifies analysis plans, descriptive tables, regression/survival/causal estimators and sensitivity outputs.","workflow/skills/literature-review/SKILL.md: Retrieve verified bibliographic entries and search logs for medical manuscripts."],"limitation":"statistical-analysis: Reviewed workflow contract only; extensive helper implementations not executed or fully audited, causal identification and model assumptions require study-specific checks. literature-review: Time-boxed focused bibliography, not systematic review; minimum count must not imply relevance.","url":"https://github.com/damarisdeng/paper-writing-system","primarySourceURLs":["https://github.com/DamarisDeng/paper-writing-system/blob/3153c1edae678774bdbfc09bcc14988b572cd91d/workflow/skills/statistical-analysis/SKILL.md","https://github.com/DamarisDeng/paper-writing-system/blob/3153c1edae678774bdbfc09bcc14988b572cd91d/workflow/skills/literature-review/SKILL.md"],"id":"RWE-1341","relevance":{"id":"RWE-1341","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"workflow/skills/statistical-analysis/SKILL.md: Statistical analysis orchestration specifies analysis plans, descriptive tables, regression/survival/causal estimators and sensitivity outputs.; workflow/skills/literature-review/SKILL.md: Retrieve verified bibliographic entries and search logs for medical manuscripts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/DamarisDeng/paper-writing-system/blob/3153c1edae678774bdbfc09bcc14988b572cd91d/workflow/skills/statistical-analysis/SKILL.md","https://github.com/DamarisDeng/paper-writing-system/blob/3153c1edae678774bdbfc09bcc14988b572cd91d/workflow/skills/literature-review/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"idossha/.dotfiles — librarian","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic librarian workflow searches and organizes local/OA papers with consistent filenames and manuscript-oriented source summaries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"idossha/.dotfiles","website":"GitHub","packages":"agent/skills/librarian/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic librarian workflow searches and organizes local/OA papers with consistent filenames and manuscript-oriented source summaries."],"limitation":"Citation strategy and summaries require source reading; access and bibliographic identity not runtime verified.","url":"https://github.com/idossha/.dotfiles","primarySourceURLs":["https://github.com/idossha/.dotfiles/blob/19f5a8d8a83c31c3eeff91595c9fb0cce6bc8639/agent/skills/librarian/SKILL.md"],"id":"RWE-1342","relevance":{"id":"RWE-1342","decision":"Core","rationale":"Retain the documented evidence function: Academic librarian workflow searches and organizes local/OA papers with consistent filenames and manuscript-oriented source summaries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic librarian workflow searches and organizes local/OA papers with consistent filenames and manuscript-oriented source summaries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/idossha/.dotfiles","https://github.com/idossha/.dotfiles/blob/19f5a8d8a83c31c3eeff91595c9fb0cce6bc8639/agent/skills/librarian/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"advaitpaliwal/feynman — indication-dossier","kind":"Skill","category":"Causal Inference & Analytics","summary":"Indication dossier workflow combines literature, trials, target and cancer resources with patient segments, confounders and assay limitations.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"advaitpaliwal/feynman","website":"GitHub","packages":"skills/indication-dossier/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Indication dossier workflow combines literature, trials, target and cancer resources with patient segments, confounders and assay limitations."],"limitation":"Evidence packet instruction component; external Feynman tools required and biological rationale does not establish therapy benefit.","url":"https://github.com/advaitpaliwal/feynman","primarySourceURLs":["https://github.com/advaitpaliwal/feynman/blob/dfdcb7cf2c73183cff7b10aa8ea8ce370c8b152c/skills/indication-dossier/SKILL.md"],"id":"RWE-1343","relevance":{"id":"RWE-1343","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Indication dossier workflow combines literature, trials, target and cancer resources with patient segments, confounders and assay limitations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/advaitpaliwal/feynman/blob/dfdcb7cf2c73183cff7b10aa8ea8ce370c8b152c/skills/indication-dossier/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"keaven/gsdesignnb — gsdesignnb","kind":"Skill","category":"Trials & Study Design","summary":"Negative-binomial recurrent-event trial planning guidance","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"keaven/gsdesignnb","website":"GitHub","packages":".agents/skills/gsdesignnb/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Negative-binomial recurrent-event trial planning guidance","Group sequential and sample-size re-estimation simulation workflows","Function and time-unit reference for gsDesignNB"],"limitation":"Package functions and numerical calibration were not run or independently validated; design-specific assumptions, dispersion conventions and operating characteristics require statistical review.","url":"https://github.com/keaven/gsdesignnb","primarySourceURLs":["https://github.com/keaven/gsDesignNB/blob/28f5e576fb8913e7fca4e58a135b89c6a44be35f/.agents/skills/gsdesignnb/SKILL.md"],"id":"RWE-1344","relevance":{"id":"RWE-1344","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Negative-binomial recurrent-event trial planning guidance; Group sequential and sample-size re-estimation simulation workflows; Function and time-unit reference for gsDesignNB","evidenceLevel":"published-card","evidenceRefs":["https://github.com/keaven/gsDesignNB/blob/28f5e576fb8913e7fca4e58a135b89c6a44be35f/.agents/skills/gsdesignnb/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"pan185618-cloud/autoclaw-medresearch-assistant — literature-fulltext-acquisition, codex-paper-reviewer","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/literature-fulltext-acquisition/SKILL.md: Full-text acquisition workflow uses Unpaywall OA downloads and publisher/library request lists through ra CLI.; skills/codex-paper-reviewer/SKILL.md: Obtain structured independent critique of research manuscripts and analysis files.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pan185618-cloud/autoclaw-medresearch-assistant","website":"GitHub","packages":"skills/literature-fulltext-acquisition/SKILL.md; skills/codex-paper-reviewer/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/literature-fulltext-acquisition/SKILL.md: Full-text acquisition workflow uses Unpaywall OA downloads and publisher/library request lists through ra CLI.","skills/codex-paper-reviewer/SKILL.md: Obtain structured independent critique of research manuscripts and analysis files."],"limitation":"literature-fulltext-acquisition: Subscription full text remains manual; document availability and identity need verification. codex-paper-reviewer: Requires authenticated Codex CLI; model review is not expert validation.","url":"https://github.com/pan185618-cloud/autoclaw-medresearch-assistant","primarySourceURLs":["https://github.com/pan185618-cloud/AutoClaw-MedResearch-Assistant/blob/de7d633d596c0ab507476c62036f9616974af4f2/skills/literature-fulltext-acquisition/SKILL.md","https://github.com/pan185618-cloud/AutoClaw-MedResearch-Assistant/blob/de7d633d596c0ab507476c62036f9616974af4f2/skills/codex-paper-reviewer/SKILL.md"],"id":"RWE-1345","relevance":{"id":"RWE-1345","decision":"Core","rationale":"Retain the documented evidence function: Lawful scholarly full-text acquisition only; generic model manuscript critique is not independently retained. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Lawful scholarly full-text acquisition only; generic model manuscript critique is not independently retained.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pan185618-cloud/autoclaw-medresearch-assistant","https://github.com/pan185618-cloud/AutoClaw-MedResearch-Assistant/blob/de7d633d596c0ab507476c62036f9616974af4f2/skills/literature-fulltext-acquisition/SKILL.md","https://github.com/pan185618-cloud/AutoClaw-MedResearch-Assistant/blob/de7d633d596c0ab507476c62036f9616974af4f2/skills/codex-paper-reviewer/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"softnanolab/softnano-plugins — edison","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Edison API adapter submits scientific questions, polls task status and returns cited literature responses with failed-answer handling.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"softnanolab/softnano-plugins","website":"GitHub","packages":"plugins/softnano/skills/edison/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Edison API adapter submits scientific questions, polls task status and returns cited literature responses with failed-answer handling."],"limitation":"Hosted service dependency; claims about papers searched and response correctness not independently reproduced.","url":"https://github.com/softnanolab/softnano-plugins","primarySourceURLs":["https://github.com/softnanolab/softnano-plugins/blob/eba9bf03dbcf16b792c9577e0f258ef8d89f7bd2/plugins/softnano/skills/edison/SKILL.md"],"id":"RWE-1346","relevance":{"id":"RWE-1346","decision":"Core","rationale":"Retain the documented evidence function: Edison API adapter submits scientific questions, polls task status and returns cited literature responses with failed-answer handling. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Edison API adapter submits scientific questions, polls task status and returns cited literature responses with failed-answer handling.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/softnanolab/softnano-plugins","https://github.com/softnanolab/softnano-plugins/blob/eba9bf03dbcf16b792c9577e0f258ef8d89f7bd2/plugins/softnano/skills/edison/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zoumingzhu2001-wq/review-topic-generator — literature-review-topic-generator, literature-survey-generator","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: .agents/skills/literature-review-topic-generator/SKILL.md: Biomedical review-topic generator iteratively narrows and critiques source-grounded review questions.; .agents/skills/literature-survey-generator/SKILL.md: Literature survey generator records multi-phase source searching, bibliography construction and grounded revision outputs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zoumingzhu2001-wq/review-topic-generator","website":"GitHub","packages":".agents/skills/literature-review-topic-generator/SKILL.md; .agents/skills/literature-survey-generator/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":[".agents/skills/literature-review-topic-generator/SKILL.md: Biomedical review-topic generator iteratively narrows and critiques source-grounded review questions.",".agents/skills/literature-survey-generator/SKILL.md: Literature survey generator records multi-phase source searching, bibliography construction and grounded revision outputs."],"limitation":"literature-review-topic-generator: Ideation guidance only; novelty, feasibility and source availability remain to be verified. literature-survey-generator: Instruction pipeline; actual source execution and bibliographic checks required for completeness.","url":"https://github.com/zoumingzhu2001-wq/review-topic-generator","primarySourceURLs":["https://github.com/zoumingzhu2001-wq/review-topic-generator/blob/06216fffda1ece4c8c7b4c5af82f9380e2ade4d4/.agents/skills/literature-review-topic-generator/SKILL.md","https://github.com/zoumingzhu2001-wq/review-topic-generator/blob/06216fffda1ece4c8c7b4c5af82f9380e2ade4d4/.agents/skills/literature-survey-generator/SKILL.md"],"id":"RWE-1347","relevance":{"id":"RWE-1347","decision":"Core","rationale":"Retain the documented evidence function: Multi-phase scholarly search and source/bibliography records only; review-topic ideation is not independently Core. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Multi-phase scholarly search and source/bibliography records only; review-topic ideation is not independently Core.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zoumingzhu2001-wq/review-topic-generator","https://github.com/zoumingzhu2001-wq/review-topic-generator/blob/06216fffda1ece4c8c7b4c5af82f9380e2ade4d4/.agents/skills/literature-review-topic-generator/SKILL.md","https://github.com/zoumingzhu2001-wq/review-topic-generator/blob/06216fffda1ece4c8c7b4c5af82f9380e2ade4d4/.agents/skills/literature-survey-generator/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ldeng-ustc/my_skills — paper-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Paper-search CLI guide documents multi-source scholarly search, identifier lookup, PDF retrieval and full-text extraction.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ldeng-ustc/my_skills","website":"GitHub","packages":"skills/paper-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper-search CLI guide documents multi-source scholarly search, identifier lookup, PDF retrieval and full-text extraction."],"limitation":"External paper-search-mcp package and source-specific credentials/access required; source count not equivalent to coverage.","url":"https://github.com/ldeng-ustc/my_skills","primarySourceURLs":["https://github.com/ldeng-ustc/my_skills/blob/896f0b86ce5eaead49559f8f1dee5e11f09e656f/skills/paper-search/SKILL.md"],"id":"RWE-1348","relevance":{"id":"RWE-1348","decision":"Core","rationale":"Retain the documented evidence function: Paper-search CLI guide documents multi-source scholarly search, identifier lookup, PDF retrieval and full-text extraction. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper-search CLI guide documents multi-source scholarly search, identifier lookup, PDF retrieval and full-text extraction.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ldeng-ustc/my_skills","https://github.com/ldeng-ustc/my_skills/blob/896f0b86ce5eaead49559f8f1dee5e11f09e656f/skills/paper-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"akashisensei/paper-vault — paper-discover","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Paper discovery workflow screens, deduplicates and ranks scholarly candidates for a local vault using requirements and citation neighborhoods.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"akashisensei/paper-vault","website":"GitHub","packages":"skills/paper-discover/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper discovery workflow screens, deduplicates and ranks scholarly candidates for a local vault using requirements and citation neighborhoods."],"limitation":"Deliberately small prioritized candidate set, not exhaustive search; ingestion and full reading are separate.","url":"https://github.com/akashisensei/paper-vault","primarySourceURLs":["https://github.com/AkashiSensei/paper-vault/blob/8fad72003fe7a684dce3f2fb44dde3bacb5aa32d/skills/paper-discover/SKILL.md"],"id":"RWE-1351","relevance":{"id":"RWE-1351","decision":"Core","rationale":"Retain the documented evidence function: Paper discovery workflow screens, deduplicates and ranks scholarly candidates for a local vault using requirements and citation neighborhoods. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper discovery workflow screens, deduplicates and ranks scholarly candidates for a local vault using requirements and citation neighborhoods.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/akashisensei/paper-vault","https://github.com/AkashiSensei/paper-vault/blob/8fad72003fe7a684dce3f2fb44dde3bacb5aa32d/skills/paper-discover/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"neo4j/studio-agent-use-cases — patient-journey","kind":"Skill","category":"RWE Data & Analytics","summary":"Neo4j patient-journey component models longitudinal encounters and diagnoses for pathway, comorbidity and treatment-pattern queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"neo4j/studio-agent-use-cases","website":"GitHub","packages":"patient-journey/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Neo4j patient-journey component models longitudinal encounters and diagnoses for pathway, comorbidity and treatment-pattern queries."],"limitation":"Descriptive graph analysis depends on authorized clinical data and mapping quality; not causal treatment-effect estimation.","url":"https://github.com/neo4j/studio-agent-use-cases","primarySourceURLs":["https://github.com/neo4j/studio-agent-use-cases/blob/a0e70169b4a856879ffed29d2205f89c035b2aa7/patient-journey/SKILL.md"],"id":"RWE-1353","relevance":{"id":"RWE-1353","decision":"Core","rationale":"Neo4j patient-journey component models longitudinal encounters and diagnoses for pathway, comorbidity and treatment-pattern queries. The documented clinical, epidemiologic, health-economic or research-data preparation function has an explicit role in health evidence workflows; source and method limitations remain applicable.","relevanceBasis":"Neo4j patient-journey component models longitudinal encounters and diagnoses for pathway, comorbidity and treatment-pattern queries. Limits: Descriptive graph analysis depends on authorized clinical data and mapping quality; not causal treatment-effect estimation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/neo4j/studio-agent-use-cases/blob/a0e70169b4a856879ffed29d2205f89c035b2aa7/patient-journey/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"saithat/protofuse — paperclip","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Paperclip CLI entrypoint documents biomedical full-text, regulatory and clinical-trial virtual filesystem with dynamic routine routing.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"saithat/protofuse","website":"GitHub","packages":".cursor/skills/paperclip/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paperclip CLI entrypoint documents biomedical full-text, regulatory and clinical-trial virtual filesystem with dynamic routine routing."],"limitation":"Thin adapter; account-enabled commands must be loaded from service and remote routines are not individually reviewed.","url":"https://github.com/saithat/protofuse","primarySourceURLs":["https://github.com/saithat/ProtoFuse/blob/8c2b58efa509ff95dec71eac7fa6252673319d91/.cursor/skills/paperclip/SKILL.md"],"id":"RWE-1354","relevance":{"id":"RWE-1354","decision":"Core","rationale":"Retain the documented evidence function: Paperclip CLI entrypoint documents biomedical full-text, regulatory and clinical-trial virtual filesystem with dynamic routine routing. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paperclip CLI entrypoint documents biomedical full-text, regulatory and clinical-trial virtual filesystem with dynamic routine routing.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/saithat/protofuse","https://github.com/saithat/ProtoFuse/blob/8c2b58efa509ff95dec71eac7fa6252673319d91/.cursor/skills/paperclip/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hezaohezao/poirot — systematic-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"arXiv review workflow searches papers, extracts structured notes and synthesizes cited themes.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hezaohezao/poirot","website":"GitHub","packages":"poirot/backend/agents/skill/builtin_skills/research/systematic-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["arXiv review workflow searches papers, extracts structured notes and synthesizes cited themes."],"limitation":"arXiv-only literature mapping; systematic label does not imply comprehensive biomedical source coverage.","url":"https://github.com/hezaohezao/poirot","primarySourceURLs":["https://github.com/HezaoHezao/poirot/blob/86bf279ad90c180f0ba696755620dd7d6661465e/poirot/backend/agents/skill/builtin_skills/research/systematic-literature-review/SKILL.md"],"id":"RWE-1355","relevance":{"id":"RWE-1355","decision":"Core","rationale":"Retain the documented evidence function: arXiv review workflow searches papers, extracts structured notes and synthesizes cited themes. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"arXiv review workflow searches papers, extracts structured notes and synthesizes cited themes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hezaohezao/poirot","https://github.com/HezaoHezao/poirot/blob/86bf279ad90c180f0ba696755620dd7d6661465e/poirot/backend/agents/skill/builtin_skills/research/systematic-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"coferlandia/coferlandia-skills — sagan-scientific-debunker","kind":"Skill","category":"Causal Inference & Analytics","summary":"Scientific claim appraisal decomposes empirical/causal assertions and reports traceable study evidence, uncertainty and counterevidence.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"coferlandia/coferlandia-skills","website":"GitHub","packages":"skills/content/sagan-scientific-debunker/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Scientific claim appraisal decomposes empirical/causal assertions and reports traceable study evidence, uncertainty and counterevidence."],"limitation":"Instruction framework; source prioritization is not automatic truth determination or clinical advice validation.","url":"https://github.com/coferlandia/coferlandia-skills","primarySourceURLs":["https://github.com/coferlandia/coferlandia-skills/blob/892131cf5ceca5001cc128caeb9fdc3347abcab1/skills/content/sagan-scientific-debunker/SKILL.md"],"id":"RWE-1356","relevance":{"id":"RWE-1356","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Scientific claim appraisal decomposes empirical/causal assertions and reports traceable study evidence, uncertainty and counterevidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/coferlandia/coferlandia-skills/blob/892131cf5ceca5001cc128caeb9fdc3347abcab1/skills/content/sagan-scientific-debunker/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"stanfish06/apimanac — skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"APImanac catalog executor guide documents inspection and bounded calls for scholarly DOI/biomedical metadata and committed workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stanfish06/apimanac","website":"GitHub","packages":"skill/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["APImanac catalog executor guide documents inspection and bounded calls for scholarly DOI/biomedical metadata and committed workflows."],"limitation":"Eligible only for documented scholarly retrieval routes; catalog-wide approval and runtime availability not inferred.","url":"https://github.com/stanfish06/apimanac","primarySourceURLs":["https://github.com/stanfish06/APImanac/blob/f9027b7dc9c7faae985a3ab8863915fa86f1e351/skill/SKILL.md"],"id":"RWE-1357","relevance":{"id":"RWE-1357","decision":"Core","rationale":"Retain the documented evidence function: APImanac catalog executor guide documents inspection and bounded calls for scholarly DOI/biomedical metadata and committed workflows. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"APImanac catalog executor guide documents inspection and bounded calls for scholarly DOI/biomedical metadata and committed workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/stanfish06/apimanac","https://github.com/stanfish06/APImanac/blob/f9027b7dc9c7faae985a3ab8863915fa86f1e351/skill/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"poemswe/co-researcher — systematic-review, academic-writing","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: poemswe--co-researcher/skills/systematic-review/SKILL.md: Prepare review protocol and tracked screening/risk-of-bias workflow.; skills/academic-writing/SKILL.md: Evidence-specific scholarly prose editing guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"poemswe/co-researcher","website":"GitHub","packages":"poemswe--co-researcher/skills/systematic-review/SKILL.md; skills/academic-writing/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["poemswe--co-researcher/skills/systematic-review/SKILL.md: Prepare review protocol and tracked screening/risk-of-bias workflow.","skills/academic-writing/SKILL.md: Evidence-specific scholarly prose editing guidance"],"limitation":"systematic-review: High-level workflow support, not certified PRISMA compliance or completed review. academic-writing: No approval of AI detection heuristics or significance-vote counting as synthesis; quoted example numbers are illustrations.","url":"https://github.com/poemswe/co-researcher","primarySourceURLs":["https://github.com/tomevault-io/tomes/blob/348287624e5bc3295a9b7c7d983e99d98309c77a/poemswe--co-researcher/skills/systematic-review/SKILL.md","https://github.com/tomevault-io/tomes/blob/ace915e9b5af33d468673a3cdc8883e9950b01e3/poemswe--co-researcher/skills/systematic-review/SKILL.md","https://github.com/tomevault-io/tomes/blob/756daa7af07e716df156df29c9601d9340289b80/poemswe--co-researcher/skills/systematic-review/SKILL.md","https://github.com/poemswe/co-researcher/blob/88d4c87ff5bb79ccd053247a28c6f2f27e708467/skills/academic-writing/SKILL.md"],"id":"RWE-1358","relevance":{"id":"RWE-1358","decision":"Core","rationale":"Retain the documented evidence function: Systematic-review protocol, screening and risk-of-bias workflow only; academic prose editing excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Systematic-review protocol, screening and risk-of-bias workflow only; academic prose editing excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/poemswe/co-researcher","https://github.com/tomevault-io/tomes/blob/348287624e5bc3295a9b7c7d983e99d98309c77a/poemswe--co-researcher/skills/systematic-review/SKILL.md","https://github.com/tomevault-io/tomes/blob/ace915e9b5af33d468673a3cdc8883e9950b01e3/poemswe--co-researcher/skills/systematic-review/SKILL.md","https://github.com/tomevault-io/tomes/blob/756daa7af07e716df156df29c9601d9340289b80/poemswe--co-researcher/skills/systematic-review/SKILL.md","https://github.com/poemswe/co-researcher/blob/88d4c87ff5bb79ccd053247a28c6f2f27e708467/skills/academic-writing/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"heidihelena/citevahti — citevahti-dev","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"CiteVahti manuscript claim workflow records human, AI and adjudication judgments with audited citation support and Zotero references.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"heidihelena/citevahti","website":"GitHub","packages":"skills/citevahti-dev/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["CiteVahti manuscript claim workflow records human, AI and adjudication judgments with audited citation support and Zotero references."],"limitation":"Audit-chain integrity does not establish claim truth; human evidence review and source access remain necessary. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/heidihelena/citevahti","primarySourceURLs":["https://github.com/heidihelena/citevahti/blob/a2655ae75c813f495cd3dffa5877eb3a15c3e370/skills/citevahti-dev/SKILL.md"],"id":"RWE-1360","relevance":{"id":"RWE-1360","decision":"Core","rationale":"Retain the documented evidence function: CiteVahti manuscript claim workflow records human, AI and adjudication judgments with audited citation support and Zotero references. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"CiteVahti manuscript claim workflow records human, AI and adjudication judgments with audited citation support and Zotero references.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/heidihelena/citevahti","https://github.com/heidihelena/citevahti/blob/a2655ae75c813f495cd3dffa5877eb3a15c3e370/skills/citevahti-dev/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hollis36/claude-skill — review-paper-writing","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Review-paper guide orchestrates biomedical literature search, screening, drafting and citation management across named research tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hollis36/claude-skill","website":"GitHub","packages":"review-paper-writing/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Review-paper guide orchestrates biomedical literature search, screening, drafting and citation management across named research tools."],"limitation":"Integration guidance only; downstream plugins and subscriptions required, full review execution untested.","url":"https://github.com/hollis36/claude-skill","primarySourceURLs":["https://github.com/Hollis36/claude-skill/blob/040e530a22725ef76de502189642f312b1aa797c/review-paper-writing/SKILL.md"],"id":"RWE-1361","relevance":{"id":"RWE-1361","decision":"Core","rationale":"Retain the documented evidence function: Review-paper guide orchestrates biomedical literature search, screening, drafting and citation management across named research tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Review-paper guide orchestrates biomedical literature search, screening, drafting and citation management across named research tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hollis36/claude-skill","https://github.com/Hollis36/claude-skill/blob/040e530a22725ef76de502189642f312b1aa797c/review-paper-writing/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hugofsco/oceano — academic-literature-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic search component documents PubMed/OpenAlex retrieval with structured bibliographic metadata and explicit adapted origin.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hugofsco/oceano","website":"GitHub","packages":"skills/academic-literature-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic search component documents PubMed/OpenAlex retrieval with structured bibliographic metadata and explicit adapted origin."],"limitation":"Metadata retrieval not appraisal; bundled search script not executed.","url":"https://github.com/hugofsco/oceano","primarySourceURLs":["https://github.com/Hugofsco/oceano/blob/9b157fd5ff9aa1f6745732dcebcc3778779dfbad/skills/academic-literature-search/SKILL.md"],"id":"RWE-1362","relevance":{"id":"RWE-1362","decision":"Core","rationale":"Retain the documented evidence function: Academic search component documents PubMed/OpenAlex retrieval with structured bibliographic metadata and explicit adapted origin. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic search component documents PubMed/OpenAlex retrieval with structured bibliographic metadata and explicit adapted origin.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hugofsco/oceano","https://github.com/Hugofsco/oceano/blob/9b157fd5ff9aa1f6745732dcebcc3778779dfbad/skills/academic-literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"anencka/mcw-skills-hub — literature-alerts, biosketch-and-other-support","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/literature-alerts/SKILL.md: Living literature alerts maintain saved PubMed/preprint queries, seen-record deduplication and new-paper digests.; skills/biosketch-and-other-support/SKILL.md: Build verified scholarly publication and funding records for research applications.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anencka/mcw-skills-hub","website":"GitHub","packages":"skills/literature-alerts/SKILL.md; skills/biosketch-and-other-support/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/literature-alerts/SKILL.md: Living literature alerts maintain saved PubMed/preprint queries, seen-record deduplication and new-paper digests.","skills/biosketch-and-other-support/SKILL.md: Build verified scholarly publication and funding records for research applications."],"limitation":"literature-alerts: Requires scheduler and persistent state; query coverage and novelty depend on prior record history. biosketch-and-other-support: Author confirmation needed; submission format currency and retrieval untested.","url":"https://github.com/anencka/mcw-skills-hub","primarySourceURLs":["https://github.com/anencka/mcw-skills-hub/blob/5add90e91fe8f7b7741b42211e78bd7ff4bb66c4/skills/literature-alerts/SKILL.md","https://github.com/anencka/mcw-skills-hub/blob/5add90e91fe8f7b7741b42211e78bd7ff4bb66c4/skills/biosketch-and-other-support/SKILL.md"],"id":"RWE-1363","relevance":{"id":"RWE-1363","decision":"Core","rationale":"Retain the documented evidence function: Saved literature queries, deduplication and new-paper retrieval only; biosketch/funding application preparation excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Saved literature queries, deduplication and new-paper retrieval only; biosketch/funding application preparation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/anencka/mcw-skills-hub","https://github.com/anencka/mcw-skills-hub/blob/5add90e91fe8f7b7741b42211e78bd7ff4bb66c4/skills/literature-alerts/SKILL.md","https://github.com/anencka/mcw-skills-hub/blob/5add90e91fe8f7b7741b42211e78bd7ff4bb66c4/skills/biosketch-and-other-support/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jmandel/write-clinical-notes.skill — fhir-connectathon-notes","kind":"Skill","category":"Clinical Data & Interoperability","summary":"FHIR clinical-note testing component documents DocumentReference conformance scenarios for provider and patient notes.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jmandel/write-clinical-notes.skill","website":"GitHub","packages":"skills/data/fhir-connectathon-notes/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR clinical-note testing component documents DocumentReference conformance scenarios for provider and patient notes."],"limitation":"Interoperability testing scope only; note write capability does not validate clinical content or research findings.","url":"https://github.com/jmandel/write-clinical-notes.skill","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/fhir-connectathon-notes/SKILL.md"],"id":"RWE-1364","relevance":{"id":"RWE-1364","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR clinical-note testing component documents DocumentReference conformance scenarios for provider and patient notes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/fhir-connectathon-notes/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"onourimpram/claude-code-for-social-scientists — apa-doi-verifier","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"APA DOI verifier checks bibliography identities against Crossref/PubMed and records citation hygiene results.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"onourimpram/claude-code-for-social-scientists","website":"GitHub","packages":".claude/skills/apa-doi-verifier/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["APA DOI verifier checks bibliography identities against Crossref/PubMed and records citation hygiene results."],"limitation":"Establishes identity/format only, not whether the paper supports the manuscript claim.","url":"https://github.com/onourimpram/claude-code-for-social-scientists","primarySourceURLs":["https://github.com/OnourImpram/claude-code-for-social-scientists/blob/796895e9510b5393a542844e2d5417c636003f8b/.claude/skills/apa-doi-verifier/SKILL.md"],"id":"RWE-1365","relevance":{"id":"RWE-1365","decision":"Core","rationale":"Retain the documented evidence function: APA DOI verifier checks bibliography identities against Crossref/PubMed and records citation hygiene results. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"APA DOI verifier checks bibliography identities against Crossref/PubMed and records citation hygiene results.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/onourimpram/claude-code-for-social-scientists","https://github.com/OnourImpram/claude-code-for-social-scientists/blob/796895e9510b5393a542844e2d5417c636003f8b/.claude/skills/apa-doi-verifier/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ruiwuniu/my-academic-skills — literature-review-complex-networks, academic-research","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: literature-review-complex-networks/SKILL.md: Complex-networks literature workflow cross-checks bibliographic identity and maps methods and open questions including mathematical epidemiology.; academic-research/SKILL.md: Organize source-backed research notes and manuscript critique.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ruiwuniu/my-academic-skills","website":"GitHub","packages":"literature-review-complex-networks/SKILL.md; academic-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["literature-review-complex-networks/SKILL.md: Complex-networks literature workflow cross-checks bibliographic identity and maps methods and open questions including mathematical epidemiology.","academic-research/SKILL.md: Organize source-backed research notes and manuscript critique."],"limitation":"literature-review-complex-networks: Venue/citation constraints may bias selection; no exhaustive coverage or clinical model validation inferred. academic-research: Instruction-level support requiring source verification.","url":"https://github.com/ruiwuniu/my-academic-skills","primarySourceURLs":["https://github.com/ruiwuniu/My-Academic-Skills/blob/297515bfd9948cf6aa5232020cc186dbcb769dbd/literature-review-complex-networks/SKILL.md","https://github.com/ruiwuniu/My-Academic-Skills/blob/297515bfd9948cf6aa5232020cc186dbcb769dbd/academic-research/SKILL.md"],"id":"RWE-1366","relevance":{"id":"RWE-1366","decision":"Core","rationale":"Retain the documented evidence function: Complex-networks evidence mapping with explicit mathematical epidemiology and bibliographic checks only; generic manuscript critique excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Complex-networks evidence mapping with explicit mathematical epidemiology and bibliographic checks only; generic manuscript critique excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ruiwuniu/my-academic-skills","https://github.com/ruiwuniu/My-Academic-Skills/blob/297515bfd9948cf6aa5232020cc186dbcb769dbd/literature-review-complex-networks/SKILL.md","https://github.com/ruiwuniu/My-Academic-Skills/blob/297515bfd9948cf6aa5232020cc186dbcb769dbd/academic-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"vanius0525/skillflow — senior-data-scientist","kind":"Skill","category":"RWE Data & Analytics","summary":"Statistical workflow guide covers controlled experiments, sample sizing, DiD and predictive model evaluation with uncertainty.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vanius0525/skillflow","website":"GitHub","packages":"scibench_skills/senior-data-scientist/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Statistical workflow guide covers controlled experiments, sample sizing, DiD and predictive model evaluation with uncertainty."],"limitation":"Root instruction contract only; causal assumptions and detailed helper correctness require study-specific validation.","url":"https://github.com/vanius0525/skillflow","primarySourceURLs":["https://github.com/Vanius0525/SkillFlow/blob/52ca7cbbcfbb9622d11f7b08bf7c15906ea57474/scibench_skills/senior-data-scientist/SKILL.md"],"id":"RWE-1368","relevance":{"id":"RWE-1368","decision":"Core","rationale":"Statistical workflow guide covers controlled experiments, sample sizing, DiD and predictive model evaluation with uncertainty. The actual component provides an identifiable statistical, causal, survival, survey-preparation or epidemiologic method; only that stated method scope is Core.","relevanceBasis":"Statistical workflow guide covers controlled experiments, sample sizing, DiD and predictive model evaluation with uncertainty. Limits: Root instruction contract only; causal assumptions and detailed helper correctness require study-specific validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Vanius0525/SkillFlow/blob/52ca7cbbcfbb9622d11f7b08bf7c15906ea57474/scibench_skills/senior-data-scientist/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"grasberg/sofia-workspace — academic-researcher","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic researcher instruction component specifies review criteria, structured paper summaries and limitations-aware arguments.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"grasberg/sofia-workspace","website":"GitHub","packages":"skills/academic-researcher/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic researcher instruction component specifies review criteria, structured paper summaries and limitations-aware arguments."],"limitation":"General scholarly methodology/writing guide; references and actual study designs require independent verification.","url":"https://github.com/grasberg/sofia-workspace","primarySourceURLs":["https://github.com/grasberg/sofia-workspace/blob/d5f9553305d1397cdec69d1e098edd43dd88fe2b/skills/academic-researcher/SKILL.md"],"id":"RWE-1370","relevance":{"id":"RWE-1370","decision":"Core","rationale":"Retain the documented evidence function: Academic researcher instruction component specifies review criteria, structured paper summaries and limitations-aware arguments. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic researcher instruction component specifies review criteria, structured paper summaries and limitations-aware arguments.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/grasberg/sofia-workspace","https://github.com/grasberg/sofia-workspace/blob/d5f9553305d1397cdec69d1e098edd43dd88fe2b/skills/academic-researcher/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"microbiomedata/nmdc-metadata-suggestor-ai-tool — doi-ingestion","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"DOI ingestion adapter retrieves abstract/description and full-text links through DataCite/Crossref/OpenAlex/PubMed provider waterfall.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"microbiomedata/nmdc-metadata-suggestor-ai-tool","website":"GitHub","packages":".claude/skills/doi-ingestion/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["DOI ingestion adapter retrieves abstract/description and full-text links through DataCite/Crossref/OpenAlex/PubMed provider waterfall."],"limitation":"Metadata/abstract extraction only; caller must handle provider errors and cannot assume full-text availability.","url":"https://github.com/microbiomedata/nmdc-metadata-suggestor-ai-tool","primarySourceURLs":["https://github.com/microbiomedata/nmdc-metadata-suggestor-ai-tool/blob/e6e9021229137065ad7ac32592a5a16d9fcebbeb/.claude/skills/doi-ingestion/SKILL.md"],"id":"RWE-1372","relevance":{"id":"RWE-1372","decision":"Core","rationale":"Retain the documented evidence function: DOI ingestion adapter retrieves abstract/description and full-text links through DataCite/Crossref/OpenAlex/PubMed provider waterfall. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"DOI ingestion adapter retrieves abstract/description and full-text links through DataCite/Crossref/OpenAlex/PubMed provider waterfall.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/microbiomedata/nmdc-metadata-suggestor-ai-tool","https://github.com/microbiomedata/nmdc-metadata-suggestor-ai-tool/blob/e6e9021229137065ad7ac32592a5a16d9fcebbeb/.claude/skills/doi-ingestion/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"c-kraus/thws-skills — literatursuche","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic literature search queries Semantic Scholar/Crossref/arXiv/PubMed and curates sources for Zotero and teaching notes.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"c-kraus/thws-skills","website":"GitHub","packages":"literatursuche/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic literature search queries Semantic Scholar/Crossref/arXiv/PubMed and curates sources for Zotero and teaching notes."],"limitation":"Teaching-relevance selection not systematic evidence synthesis; source access and summaries not tested.","url":"https://github.com/c-kraus/thws-skills","primarySourceURLs":["https://github.com/c-kraus/thws-skills/blob/8a0d75a90522d72a782b8308556a0de1d30dd22b/literatursuche/SKILL.md"],"id":"RWE-1374","relevance":{"id":"RWE-1374","decision":"Core","rationale":"Retain the documented evidence function: Academic literature search queries Semantic Scholar/Crossref/arXiv/PubMed and curates sources for Zotero and teaching notes. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic literature search queries Semantic Scholar/Crossref/arXiv/PubMed and curates sources for Zotero and teaching notes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/c-kraus/thws-skills","https://github.com/c-kraus/thws-skills/blob/8a0d75a90522d72a782b8308556a0de1d30dd22b/literatursuche/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mattmuller0/agent-toolkit — research-briefing","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Cardiovascular/computational-biology briefing searches PubMed by journal, fetches metadata and curates summarized paper digests.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mattmuller0/agent-toolkit","website":"GitHub","packages":"skills/research-briefing/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Cardiovascular/computational-biology briefing searches PubMed by journal, fetches metadata and curates summarized paper digests."],"limitation":"Journal-targeted update service; high-impact selection is not evidence certainty or comprehensive coverage.","url":"https://github.com/mattmuller0/agent-toolkit","primarySourceURLs":["https://github.com/mattmuller0/agent-toolkit/blob/95cf3922fc09f015d1366ae1c37e2c33fbbfde01/skills/research-briefing/SKILL.md"],"id":"RWE-1375","relevance":{"id":"RWE-1375","decision":"Core","rationale":"Retain the documented evidence function: Cardiovascular/computational-biology briefing searches PubMed by journal, fetches metadata and curates summarized paper digests. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Cardiovascular/computational-biology briefing searches PubMed by journal, fetches metadata and curates summarized paper digests.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mattmuller0/agent-toolkit","https://github.com/mattmuller0/agent-toolkit/blob/95cf3922fc09f015d1366ae1c37e2c33fbbfde01/skills/research-briefing/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"n1healthcare/easy-chr — research-agent","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Medical claim evidence agent extracts assertions, searches current literature/guidelines and returns structured citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"n1healthcare/easy-chr","website":"GitHub","packages":"skills/testing/research-agent/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medical claim evidence agent extracts assertions, searches current literature/guidelines and returns structured citations."],"limitation":"Eligible source-support checking only; patient-report conclusions and clinical advice not validated by matching citations.","url":"https://github.com/n1healthcare/easy-chr","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/testing/research-agent/SKILL.md"],"id":"RWE-1376","relevance":{"id":"RWE-1376","decision":"Core","rationale":"Retain the documented evidence function: Medical claim evidence agent extracts assertions, searches current literature/guidelines and returns structured citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Medical claim evidence agent extracts assertions, searches current literature/guidelines and returns structured citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/n1healthcare/easy-chr","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/testing/research-agent/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nandigama/smart-claude-setup — lit-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature review instruction component records research question, database plan, eligibility and paper synthesis with gaps.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nandigama/smart-claude-setup","website":"GitHub","packages":"templates/.claude/skills/lit-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature review instruction component records research question, database plan, eligibility and paper synthesis with gaps."],"limitation":"Requires actual documented searching; short template and systematic label do not establish protocol completion.","url":"https://github.com/nandigama/smart-claude-setup","primarySourceURLs":["https://github.com/nandigama/smart-claude-setup/blob/1202651d48a131acf441552e25c884e4a0b642f4/templates/.claude/skills/lit-review/SKILL.md"],"id":"RWE-1377","relevance":{"id":"RWE-1377","decision":"Core","rationale":"Retain the documented evidence function: Literature review instruction component records research question, database plan, eligibility and paper synthesis with gaps. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature review instruction component records research question, database plan, eligibility and paper synthesis with gaps.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nandigama/smart-claude-setup","https://github.com/nandigama/smart-claude-setup/blob/1202651d48a131acf441552e25c884e4a0b642f4/templates/.claude/skills/lit-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"verasuperhub/stat-research-pipeline — vera-data-meta-reviewing","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Meta-analysis orchestrator specifies study diagnostics, fixed/random pooled estimates, heterogeneity, prediction intervals and forest plots.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"verasuperhub/stat-research-pipeline","website":"GitHub","packages":"vera-stat-research-skillset/vera-data-meta-reviewing/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Meta-analysis orchestrator specifies study diagnostics, fixed/random pooled estimates, heterogeneity, prediction intervals and forest plots."],"limitation":"Root input/output workflow only; referenced step methods and estimators require statistical review and execution.","url":"https://github.com/verasuperhub/stat-research-pipeline","primarySourceURLs":["https://github.com/VeraSuperHub/stat-research-pipeline/blob/b1d376bb9a07bbee0eca9b30c35a40ab60944284/vera-stat-research-skillset/vera-data-meta-reviewing/SKILL.md"],"id":"RWE-1378","relevance":{"id":"RWE-1378","decision":"Core","rationale":"Retain the documented evidence function: Meta-analysis orchestrator specifies study diagnostics, fixed/random pooled estimates, heterogeneity, prediction intervals and forest plots. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Meta-analysis orchestrator specifies study diagnostics, fixed/random pooled estimates, heterogeneity, prediction intervals and forest plots.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/verasuperhub/stat-research-pipeline","https://github.com/VeraSuperHub/stat-research-pipeline/blob/b1d376bb9a07bbee0eca9b30c35a40ab60944284/vera-stat-research-skillset/vera-data-meta-reviewing/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mavenbio/maven-bio-plugin — size-market","kind":"Skill","category":"Public health & surveillance","summary":"Maven Bio population-sizing primitive documents prevalence/incidence and eligible patient estimates with explicit assumptions and evidence strength.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mavenbio/maven-bio-plugin","website":"GitHub","packages":"plugins/maven-bio/skills/size-market/SKILL.md","workflowFit":["Public health & surveillance"],"capabilities":["Maven Bio population-sizing primitive documents prevalence/incidence and eligible patient estimates with explicit assumptions and evidence strength."],"limitation":"Eligible patient-population research scope only; market sizing and financial forecasts not clinical evidence.","url":"https://github.com/mavenbio/maven-bio-plugin","primarySourceURLs":["https://github.com/MavenBio/maven-bio-plugin/blob/885259378b239f9a4d3fe628ccea91d490edc3e9/plugins/maven-bio/skills/size-market/SKILL.md"],"id":"RWE-1381","relevance":{"id":"RWE-1381","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Maven Bio population-sizing primitive documents prevalence/incidence and eligible patient estimates with explicit assumptions and evidence strength.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/MavenBio/maven-bio-plugin/blob/885259378b239f9a4d3fe628ccea91d490edc3e9/plugins/maven-bio/skills/size-market/SKILL.md"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"davidelaverga/sophia-agent — systematic-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"arXiv paper extraction and thematic review workflow produces citation-formatted synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"davidelaverga/sophia-agent","website":"GitHub","packages":"skills/public/systematic-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["arXiv paper extraction and thematic review workflow produces citation-formatted synthesis."],"limitation":"Explicit exactly-once search constraint makes this a bounded literature map, not systematic saturation or comprehensive discovery.","url":"https://github.com/davidelaverga/sophia-agent","primarySourceURLs":["https://github.com/davidelaverga/Sophia-Agent/blob/b489ac0be4a3ee3d5acd69e2fd05ba20a1d5bbd7/skills/public/systematic-literature-review/SKILL.md"],"id":"RWE-1382","relevance":{"id":"RWE-1382","decision":"Core","rationale":"Retain the documented evidence function: arXiv paper extraction and thematic review workflow produces citation-formatted synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"arXiv paper extraction and thematic review workflow produces citation-formatted synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/davidelaverga/sophia-agent","https://github.com/davidelaverga/Sophia-Agent/blob/b489ac0be4a3ee3d5acd69e2fd05ba20a1d5bbd7/skills/public/systematic-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lexideck-technologies/lexideck2026 — deep-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Lexideck research workflow freezes evidence lines and uses WonderScholar-first source comparison for cited literature investigations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lexideck-technologies/lexideck2026","website":"GitHub","packages":".agents/skills/deep-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Lexideck research workflow freezes evidence lines and uses WonderScholar-first source comparison for cited literature investigations."],"limitation":"Bounded orchestration depends on external services; no hosted-product equivalence or completeness claim.","url":"https://github.com/lexideck-technologies/lexideck2026","primarySourceURLs":["https://github.com/Lexideck-Technologies/Lexideck2026/blob/f1e364a3c09dd494a521c1a898a26eca52534407/.agents/skills/deep-research/SKILL.md","https://github.com/OpenCnid/black-tie-federation/blob/5f0df11ec09d02d81412e06af6b5bd77e6b0938e/.agents/skills/deep-research/SKILL.md"],"id":"RWE-1383","relevance":{"id":"RWE-1383","decision":"Core","rationale":"Retain the documented evidence function: Lexideck research workflow freezes evidence lines and uses WonderScholar-first source comparison for cited literature investigations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Lexideck research workflow freezes evidence lines and uses WonderScholar-first source comparison for cited literature investigations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lexideck-technologies/lexideck2026","https://github.com/Lexideck-Technologies/Lexideck2026/blob/f1e364a3c09dd494a521c1a898a26eca52534407/.agents/skills/deep-research/SKILL.md","https://github.com/OpenCnid/black-tie-federation/blob/5f0df11ec09d02d81412e06af6b5bd77e6b0938e/.agents/skills/deep-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pymc-labs/agent-skills — pymc-modeling","kind":"Skill","category":"RWE Data & Analytics","summary":"PyMC modeling guide specifies priors, posterior sampling, convergence diagnostics and predictive/model comparisons.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pymc-labs/agent-skills","website":"GitHub","packages":"skills/data/pymc-modeling/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["PyMC modeling guide specifies priors, posterior sampling, convergence diagnostics and predictive/model comparisons."],"limitation":"Library workflow instruction; diagnostics do not prove model truth or identify causal effects absent assumptions.","url":"https://github.com/pymc-labs/agent-skills","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/pymc-modeling/SKILL.md"],"id":"RWE-1384","relevance":{"id":"RWE-1384","decision":"Core","rationale":"PyMC modeling guide specifies priors, posterior sampling, convergence diagnostics and predictive/model comparisons. The actual component provides an identifiable statistical, causal, survival, survey-preparation or epidemiologic method; only that stated method scope is Core.","relevanceBasis":"PyMC modeling guide specifies priors, posterior sampling, convergence diagnostics and predictive/model comparisons. Limits: Library workflow instruction; diagnostics do not prove model truth or identify causal effects absent assumptions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/pymc-modeling/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"rosetears520/aili-workflows — systematic-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature review workflow records discovery, screening, comparable study fields and explicitly unverified limitations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rosetears520/aili-workflows","website":"GitHub","packages":".agents/skills/systematic-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature review workflow records discovery, screening, comparable study fields and explicitly unverified limitations."],"limitation":"Clean-room adaptation credited; systematic label depends on executed source coverage and protocol adherence.","url":"https://github.com/rosetears520/aili-workflows","primarySourceURLs":["https://github.com/Rosetears520/aili-workflows/blob/a69f3149d8f1db81726128c2819a3ccc954b9ccc/.agents/skills/systematic-literature-review/SKILL.md"],"id":"RWE-1385","relevance":{"id":"RWE-1385","decision":"Core","rationale":"Retain the documented evidence function: Literature review workflow records discovery, screening, comparable study fields and explicitly unverified limitations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature review workflow records discovery, screening, comparable study fields and explicitly unverified limitations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rosetears520/aili-workflows","https://github.com/Rosetears520/aili-workflows/blob/a69f3149d8f1db81726128c2819a3ccc954b9ccc/.agents/skills/systematic-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"comeonoliver/skillshub — pubmed-summariser","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed summariser searches genes/diseases and generates structured recent-paper briefings.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"comeonoliver/skillshub","website":"GitHub","packages":"skills/ClawBio/ClawBio/pubmed-summariser/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed summariser searches genes/diseases and generates structured recent-paper briefings."],"limitation":"English/top-recent filtering restricts coverage; ClawBio attribution and placeholder contact email require proper packaging/configuration. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/comeonoliver/skillshub","primarySourceURLs":["https://github.com/ComeOnOliver/skillshub/blob/def8531e65114c0fca8fb8551c1871ee0eed705c/skills/ClawBio/ClawBio/pubmed-summariser/SKILL.md"],"id":"RWE-1386","relevance":{"id":"RWE-1386","decision":"Core","rationale":"Retain the documented evidence function: PubMed summariser searches genes/diseases and generates structured recent-paper briefings. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed summariser searches genes/diseases and generates structured recent-paper briefings.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/comeonoliver/skillshub","https://github.com/ComeOnOliver/skillshub/blob/def8531e65114c0fca8fb8551c1871ee0eed705c/skills/ClawBio/ClawBio/pubmed-summariser/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jamesfincher/hermes-agents — literature-sweep","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature sweep adapter coordinates scholar search, Crossref, Unpaywall and PDF text into evidence records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jamesfincher/hermes-agents","website":"GitHub","packages":"agents/research-bot/skills/literature-sweep/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature sweep adapter coordinates scholar search, Crossref, Unpaywall and PDF text into evidence records."],"limitation":"Requires Hermes toolset and polite-pool/contact configuration; corpus completeness not inferred.","url":"https://github.com/jamesfincher/hermes-agents","primarySourceURLs":["https://github.com/JamesFincher/hermes-agents/blob/9af016e6810bac82821b882d98b8f197ba8a3ad2/agents/research-bot/skills/literature-sweep/SKILL.md"],"id":"RWE-1387","relevance":{"id":"RWE-1387","decision":"Core","rationale":"Retain the documented evidence function: Literature sweep adapter coordinates scholar search, Crossref, Unpaywall and PDF text into evidence records. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature sweep adapter coordinates scholar search, Crossref, Unpaywall and PDF text into evidence records.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jamesfincher/hermes-agents","https://github.com/JamesFincher/hermes-agents/blob/9af016e6810bac82821b882d98b8f197ba8a3ad2/agents/research-bot/skills/literature-sweep/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yf8578/claude-skills-collection — citation-grabber","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Citation grabber resolves titles/DOIs/PMIDs through PubMed/Crossref into BibTeX/NBIB with explicit upstream repository.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yf8578/claude-skills-collection","website":"GitHub","packages":"citation-grabber/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Citation grabber resolves titles/DOIs/PMIDs through PubMed/Crossref into BibTeX/NBIB with explicit upstream repository."],"limitation":"Citation identity/export only; library and search behavior not executed.","url":"https://github.com/yf8578/claude-skills-collection","primarySourceURLs":["https://github.com/yf8578/claude-skills-collection/blob/0d53846ebfe248589e81efd2c7317daf3e5ff6b3/citation-grabber/SKILL.md"],"id":"RWE-1388","relevance":{"id":"RWE-1388","decision":"Core","rationale":"Retain the documented evidence function: Citation grabber resolves titles/DOIs/PMIDs through PubMed/Crossref into BibTeX/NBIB with explicit upstream repository. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Citation grabber resolves titles/DOIs/PMIDs through PubMed/Crossref into BibTeX/NBIB with explicit upstream repository.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yf8578/claude-skills-collection","https://github.com/yf8578/claude-skills-collection/blob/0d53846ebfe248589e81efd2c7317daf3e5ff6b3/citation-grabber/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"clawic/skills — pubmed, scholar","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/pubmed/SKILL.md: PubMed search/appraisal instruction guide covers query construction, filters and critical reading.; skills/scholar/SKILL.md: Plan and perform Google Scholar literature discovery.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"clawic/skills","website":"GitHub","packages":"skills/pubmed/SKILL.md; skills/scholar/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/pubmed/SKILL.md: PubMed search/appraisal instruction guide covers query construction, filters and critical reading.","skills/scholar/SKILL.md: Plan and perform Google Scholar literature discovery."],"limitation":"pubmed: Query heuristics and database behavior require verification; controlled vocabulary alone does not guarantee recall. scholar: Browser access and source coverage limitations apply; no automated endpoint tested. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/clawic/skills","primarySourceURLs":["https://github.com/clawic/skills/blob/f825206afbf1c697202533a9187be68c7b697e0e/skills/pubmed/SKILL.md","https://github.com/clawic/skills/blob/f825206afbf1c697202533a9187be68c7b697e0e/skills/scholar/SKILL.md"],"id":"RWE-1389","relevance":{"id":"RWE-1389","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/pubmed/SKILL.md: PubMed search/appraisal instruction guide covers query construction, filters and critical reading.; skills/scholar/SKILL.md: Plan and perform Google Scholar literature discovery. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/pubmed/SKILL.md: PubMed search/appraisal instruction guide covers query construction, filters and critical reading.; skills/scholar/SKILL.md: Plan and perform Google Scholar literature discovery.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/clawic/skills","https://github.com/clawic/skills/blob/f825206afbf1c697202533a9187be68c7b697e0e/skills/pubmed/SKILL.md","https://github.com/clawic/skills/blob/f825206afbf1c697202533a9187be68c7b697e0e/skills/scholar/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"n-garai/skillgrad — healthcare-analytics","kind":"Skill","category":"Biomedical & Bioinformatics","summary":"Biomedical analytics guide documents DICOM/FHIR processing and survival/genomic analysis examples.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"n-garai/skillgrad","website":"GitHub","packages":"skills/healthcare-analytics/SKILL.md","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Biomedical analytics guide documents DICOM/FHIR processing and survival/genomic analysis examples."],"limitation":"Thresholded pixel mask is only illustrative segmentation, not validated tumor volume; full method accuracy and clinical use not established.","url":"https://github.com/n-garai/skillgrad","primarySourceURLs":["https://github.com/N-Garai/SkillGrad/blob/15672e3760b101d4b1014e21fa97ba895e33f7a4/skills/healthcare-analytics/SKILL.md"],"id":"RWE-1392","relevance":{"id":"RWE-1392","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Biomedical analytics guide documents DICOM/FHIR processing and survival/genomic analysis examples.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/N-Garai/SkillGrad/blob/15672e3760b101d4b1014e21fa97ba895e33f7a4/skills/healthcare-analytics/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"fhir-rust/fhir-rust — fhir-skill","kind":"Skill","category":"Clinical Data & Interoperability","summary":"FHIR concept guide grounds resource, reference and search explanations in repository examples for health data users.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fhir-rust/fhir-rust","website":"GitHub","packages":"fhir-skill/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR concept guide grounds resource, reference and search explanations in repository examples for health data users."],"limitation":"Educational interoperability scope; no independent validator or clinical evidence evaluation. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/fhir-rust/fhir-rust","primarySourceURLs":["https://github.com/fhir-rust/fhir-rust/blob/5e98b2de0073e7d494759203e995d58fb15d972f/fhir-skill/SKILL.md"],"id":"RWE-1394","relevance":{"id":"RWE-1394","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR concept guide grounds resource, reference and search explanations in repository examples for health data users.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fhir-rust/fhir-rust/blob/5e98b2de0073e7d494759203e995d58fb15d972f/fhir-skill/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"paperpile/agent-plugins-staging — find-papers","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Paperpile search strategy interface documents library and external paper search with citation traversal.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"paperpile/agent-plugins-staging","website":"GitHub","packages":"codex/skills/find-papers/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paperpile search strategy interface documents library and external paper search with citation traversal."],"limitation":"Staging plugin and account/tool availability untested; search strategy does not establish complete source coverage.","url":"https://github.com/paperpile/agent-plugins-staging","primarySourceURLs":["https://github.com/Paperpile/agent-plugins-staging/blob/35369dda682cb7d97e0188f1b67967042d15c0fb/codex/skills/find-papers/SKILL.md"],"id":"RWE-1395","relevance":{"id":"RWE-1395","decision":"Core","rationale":"Retain the documented evidence function: Paperpile search strategy interface documents library and external paper search with citation traversal. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paperpile search strategy interface documents library and external paper search with citation traversal.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/paperpile/agent-plugins-staging","https://github.com/Paperpile/agent-plugins-staging/blob/35369dda682cb7d97e0188f1b67967042d15c0fb/codex/skills/find-papers/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zhaoy2020/alphascholar — pubmed-database-skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed search skill constructs tagged Boolean queries, retries sparse results and returns deduplicated citation JSON.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhaoy2020/alphascholar","website":"GitHub","packages":"skills/pubmed-database-skill/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed search skill constructs tagged Boolean queries, retries sparse results and returns deduplicated citation JSON."],"limitation":"Small5–10 result batches and truncated abstracts; bounded discovery only, external search tool required.","url":"https://github.com/zhaoy2020/alphascholar","primarySourceURLs":["https://github.com/zhaoy2020/AlphaScholar/blob/d475aa4179f885861b83509e013143732d21b3e8/skills/pubmed-database-skill/SKILL.md"],"id":"RWE-1396","relevance":{"id":"RWE-1396","decision":"Core","rationale":"Retain the documented evidence function: PubMed search skill constructs tagged Boolean queries, retries sparse results and returns deduplicated citation JSON. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search skill constructs tagged Boolean queries, retries sparse results and returns deduplicated citation JSON.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zhaoy2020/alphascholar","https://github.com/zhaoy2020/AlphaScholar/blob/d475aa4179f885861b83509e013143732d21b3e8/skills/pubmed-database-skill/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"steadfastasart/citation-verification-skill — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Citation verification workflow compares bibliographic records across databases and reports match evidence rather than binary authenticity.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"steadfastasart/citation-verification-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Citation verification workflow compares bibliographic records across databases and reports match evidence rather than binary authenticity."],"limitation":"Matching/confidence scores are not calibrated probabilities or proof of claim support; incomplete indexes can miss genuine papers.","url":"https://github.com/steadfastasart/citation-verification-skill","primarySourceURLs":["https://github.com/SteadfastAsArt/citation-verification-skill/blob/4f88c05c058b8b02ababb37c6256e20829545165/SKILL.md"],"id":"RWE-1398","relevance":{"id":"RWE-1398","decision":"Core","rationale":"Retain the documented evidence function: Citation verification workflow compares bibliographic records across databases and reports match evidence rather than binary authenticity. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Citation verification workflow compares bibliographic records across databases and reports match evidence rather than binary authenticity.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/steadfastasart/citation-verification-skill","https://github.com/SteadfastAsArt/citation-verification-skill/blob/4f88c05c058b8b02ababb37c6256e20829545165/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mrtsels/skills — openaire-api","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"OpenAIRE Graph API guide searches publications/datasets and linked EU projects/researchers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mrtsels/skills","website":"GitHub","packages":"research/search-skills/openaire-api/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenAIRE Graph API guide searches publications/datasets and linked EU projects/researchers."],"limitation":"Scholarly metadata retrieval; record coverage, authentication and endpoints not runtime tested.","url":"https://github.com/mrtsels/skills","primarySourceURLs":["https://github.com/mrtsels/skills/blob/48204bedeb9362a092a46549c7b1bbce88d4f33f/research/search-skills/openaire-api/SKILL.md"],"id":"RWE-1399","relevance":{"id":"RWE-1399","decision":"Core","rationale":"Retain the documented evidence function: OpenAIRE Graph API guide searches publications/datasets and linked EU projects/researchers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenAIRE Graph API guide searches publications/datasets and linked EU projects/researchers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mrtsels/skills","https://github.com/mrtsels/skills/blob/48204bedeb9362a092a46549c7b1bbce88d4f33f/research/search-skills/openaire-api/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"miller-jensen-lab/claude-code-marketplace — local-lit-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Local literature corpus workflow builds SQLite FTS5 from PubMed, citation enrichment and PMC full text with PMID-grounded answers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"miller-jensen-lab/claude-code-marketplace","website":"GitHub","packages":"plugins/mjlab/skills/local-lit-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Local literature corpus workflow builds SQLite FTS5 from PubMed, citation enrichment and PMC full text with PMID-grounded answers."],"limitation":"Corpus boundaries and selection biases must remain explicit; local scripts and synthesis accuracy not tested.","url":"https://github.com/miller-jensen-lab/claude-code-marketplace","primarySourceURLs":["https://github.com/miller-jensen-lab/claude-code-marketplace/blob/fea608323c8e6f45ce5850e5f29d689c6aefcc34/plugins/mjlab/skills/local-lit-search/SKILL.md"],"id":"RWE-1400","relevance":{"id":"RWE-1400","decision":"Core","rationale":"Retain the documented evidence function: Local literature corpus workflow builds SQLite FTS5 from PubMed, citation enrichment and PMC full text with PMID-grounded answers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Local literature corpus workflow builds SQLite FTS5 from PubMed, citation enrichment and PMC full text with PMID-grounded answers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/miller-jensen-lab/claude-code-marketplace","https://github.com/miller-jensen-lab/claude-code-marketplace/blob/fea608323c8e6f45ce5850e5f29d689c6aefcc34/plugins/mjlab/skills/local-lit-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nicowyn/paper-audit-skills — openalex, causal-inference-mixtape","kind":"Skill collection","category":"Causal Inference & Analytics","summary":"Reviewed components: .agents/skills/openalex/SKILL.md: OpenAlex CLI workflow retrieves auditable paper/author/institution/citation metadata and retraction flags.; .agents/skills/causal-inference-mixtape/SKILL.md: Implement or audit DiD, IV, RDD, matching and related causal designs.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nicowyn/paper-audit-skills","website":"GitHub","packages":".agents/skills/openalex/SKILL.md; .agents/skills/causal-inference-mixtape/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":[".agents/skills/openalex/SKILL.md: OpenAlex CLI workflow retrieves auditable paper/author/institution/citation metadata and retraction flags.",".agents/skills/causal-inference-mixtape/SKILL.md: Implement or audit DiD, IV, RDD, matching and related causal designs."],"limitation":"openalex: Absence of a retraction flag is not proof of integrity; metadata is not authoritative full text. causal-inference-mixtape: Examples are adaptation starting points and require identification and code verification.","url":"https://github.com/nicowyn/paper-audit-skills","primarySourceURLs":["https://github.com/Nicowyn/paper-audit-skills/blob/70a737b5a1d7b33c03ad104e306c0811a279db2a/.agents/skills/openalex/SKILL.md","https://github.com/Nicowyn/paper-audit-skills/blob/70a737b5a1d7b33c03ad104e306c0811a279db2a/.agents/skills/causal-inference-mixtape/SKILL.md"],"id":"RWE-1401","relevance":{"id":"RWE-1401","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":".agents/skills/openalex/SKILL.md: OpenAlex CLI workflow retrieves auditable paper/author/institution/citation metadata and retraction flags.; .agents/skills/causal-inference-mixtape/SKILL.md: Implement or audit DiD, IV, RDD, matching and related causal designs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Nicowyn/paper-audit-skills/blob/70a737b5a1d7b33c03ad104e306c0811a279db2a/.agents/skills/openalex/SKILL.md","https://github.com/Nicowyn/paper-audit-skills/blob/70a737b5a1d7b33c03ad104e306c0811a279db2a/.agents/skills/causal-inference-mixtape/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"citrus-bit/anaxa — empirical-research-methods, nature-paper2ppt","kind":"Skill collection","category":"Causal Inference & Analytics","summary":"Reviewed components: skills/public/empirical-research-methods/SKILL.md: Empirical research adapter routes causal/epidemiologic study plans, robustness and replication artifacts to MedrixFlow workflows.; skills/public/nature-paper2ppt/SKILL.md: Prepare evidence-linked scholarly paper presentations.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"citrus-bit/anaxa","website":"GitHub","packages":"skills/public/empirical-research-methods/SKILL.md; skills/public/nature-paper2ppt/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["skills/public/empirical-research-methods/SKILL.md: Empirical research adapter routes causal/epidemiologic study plans, robustness and replication artifacts to MedrixFlow workflows.","skills/public/nature-paper2ppt/SKILL.md: Prepare evidence-linked scholarly paper presentations."],"limitation":"empirical-research-methods: Router only; downstream estimators not individually validated and identifying assumptions required. nature-paper2ppt: Presentation instruction; source interpretation and generated deck quality untested.","url":"https://github.com/citrus-bit/anaxa","primarySourceURLs":["https://github.com/Citrus-bit/Anaxa/blob/d57c708c4e3609130a0e42c2dc339f2e5d843470/skills/public/empirical-research-methods/SKILL.md","https://github.com/Citrus-bit/Anaxa/blob/d57c708c4e3609130a0e42c2dc339f2e5d843470/skills/public/nature-paper2ppt/SKILL.md"],"id":"RWE-1403","relevance":{"id":"RWE-1403","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"skills/public/empirical-research-methods/SKILL.md: Empirical research adapter routes causal/epidemiologic study plans, robustness and replication artifacts to MedrixFlow workflows.; skills/public/nature-paper2ppt/SKILL.md: Prepare evidence-linked scholarly paper presentations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Citrus-bit/Anaxa/blob/d57c708c4e3609130a0e42c2dc339f2e5d843470/skills/public/empirical-research-methods/SKILL.md","https://github.com/Citrus-bit/Anaxa/blob/d57c708c4e3609130a0e42c2dc339f2e5d843470/skills/public/nature-paper2ppt/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"iandol/dotfiles — firecrawl-research-index","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Firecrawl research-index guide documents scholarly abstract search and expansion with source-body verification.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"iandol/dotfiles","website":"GitHub","packages":"ai/skills/firecrawl-research-index/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Firecrawl research-index guide documents scholarly abstract search and expansion with source-body verification."],"limitation":"Imported guide; reconcile with Firecrawl canonical1439, no independent corpus or full-text guarantee.","url":"https://github.com/iandol/dotfiles","primarySourceURLs":["https://github.com/iandol/dotfiles/blob/07b4ac99fe25d2306ffea93b284d9d746376c2a7/ai/skills/firecrawl-research-index/SKILL.md"],"id":"RWE-1404","relevance":{"id":"RWE-1404","decision":"Core","rationale":"Retain the documented evidence function: Firecrawl research-index guide documents scholarly abstract search and expansion with source-body verification. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Firecrawl research-index guide documents scholarly abstract search and expansion with source-body verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/iandol/dotfiles","https://github.com/iandol/dotfiles/blob/07b4ac99fe25d2306ffea93b284d9d746376c2a7/ai/skills/firecrawl-research-index/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"side-peng/clinpub — clinpub-data2idea","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"ClinPub topic discovery inspects clinical table structure and missingness then uses PubMed to propose research questions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"side-peng/clinpub","website":"GitHub","packages":"codex/clinpub/skills/clinpub-data2idea/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ClinPub topic discovery inspects clinical table structure and missingness then uses PubMed to propose research questions."],"limitation":"Feasibility/topic mining only; not statistical inference and exploratory correlation cannot justify post-hoc confirmatory claims.","url":"https://github.com/side-peng/clinpub","primarySourceURLs":["https://github.com/Side-Peng/clinpub/blob/eb6e9f4bbf9eb71405d0c0bb44c934451d006c92/codex/clinpub/skills/clinpub-data2idea/SKILL.md"],"id":"RWE-1405","relevance":{"id":"RWE-1405","decision":"Core","rationale":"Retain the documented evidence function: ClinPub topic discovery inspects clinical table structure and missingness then uses PubMed to propose research questions. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ClinPub topic discovery inspects clinical table structure and missingness then uses PubMed to propose research questions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/side-peng/clinpub","https://github.com/Side-Peng/clinpub/blob/eb6e9f4bbf9eb71405d0c0bb44c934451d006c92/codex/clinpub/skills/clinpub-data2idea/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sasank-desaraju/rct-visualization — rct-notebook","kind":"Skill","category":"Trials & Study Design","summary":"RCT notebook workflow maps trial sources to CONSORT checklist sections and traceable quantitative visualizations.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sasank-desaraju/rct-visualization","website":"GitHub","packages":"skills/rct-notebook/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["RCT notebook workflow maps trial sources to CONSORT checklist sections and traceable quantitative visualizations."],"limitation":"Reporting-shaped source extraction, not a trial bias score; source numbers and visual precision require validation.","url":"https://github.com/sasank-desaraju/rct-visualization","primarySourceURLs":["https://github.com/sasank-desaraju/rct-visualization/blob/8285abaa902e0691fa724f425060b0ae3e4bd327/skills/rct-notebook/SKILL.md"],"id":"RWE-1407","relevance":{"id":"RWE-1407","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"RCT notebook workflow maps trial sources to CONSORT checklist sections and traceable quantitative visualizations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sasank-desaraju/rct-visualization/blob/8285abaa902e0691fa724f425060b0ae3e4bd327/skills/rct-notebook/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"ricardo-kui/claude-skills — stata","kind":"Skill","category":"RWE Data & Analytics","summary":"Stata reference workflow routes econometric data management, regression, DiD/RD and publication outputs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ricardo-kui/claude-skills","website":"GitHub","packages":"stata/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Stata reference workflow routes econometric data management, regression, DiD/RD and publication outputs."],"limitation":"Instruction/reference component; licensed Stata and community packages required, all linked methods not audited.","url":"https://github.com/ricardo-kui/claude-skills","primarySourceURLs":["https://github.com/Ricardo-kui/claude-skills/blob/0ed8ead25526898a9a00571f5e89f1ceadeff477/stata/SKILL.md"],"id":"RWE-1408","relevance":{"id":"RWE-1408","decision":"Core","rationale":"Stata reference workflow routes econometric data management, regression, DiD/RD and publication outputs. The actual component provides an identifiable statistical, causal, survival, survey-preparation or epidemiologic method; only that stated method scope is Core.","relevanceBasis":"Stata reference workflow routes econometric data management, regression, DiD/RD and publication outputs. Limits: Instruction/reference component; licensed Stata and community packages required, all linked methods not audited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Ricardo-kui/claude-skills/blob/0ed8ead25526898a9a00571f5e89f1ceadeff477/stata/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"langchain-ai/deepagentsjs — arxiv-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"arXiv search skill retrieves scholarly preprints including quantitative biology and statistics.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"langchain-ai/deepagentsjs","website":"GitHub","packages":"examples/skills/arxiv-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["arXiv search skill retrieves scholarly preprints including quantitative biology and statistics."],"limitation":"Preprint discovery only; no peer-review or comprehensive field coverage guarantee.","url":"https://github.com/langchain-ai/deepagentsjs","primarySourceURLs":["https://github.com/langchain-ai/deepagentsjs/blob/59b95c6ffd2beeb03117e8e7a9d00d6e05927179/examples/skills/arxiv-search/SKILL.md"],"id":"RWE-1409","relevance":{"id":"RWE-1409","decision":"Core","rationale":"Retain the documented evidence function: arXiv search skill retrieves scholarly preprints including quantitative biology and statistics. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"arXiv search skill retrieves scholarly preprints including quantitative biology and statistics.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/langchain-ai/deepagentsjs","https://github.com/langchain-ai/deepagentsjs/blob/59b95c6ffd2beeb03117e8e7a9d00d6e05927179/examples/skills/arxiv-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kensaku63/paper-search — paper-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Paper-search CLI adapter documents multi-source scholarly search, reading and summaries with explicit openags upstream.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kensaku63/paper-search","website":"GitHub","packages":".claude/skills/paper-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper-search CLI adapter documents multi-source scholarly search, reading and summaries with explicit openags upstream."],"limitation":"Wrapper distinct from underlying package;20+ available sources not automatically searched in each run.","url":"https://github.com/kensaku63/paper-search","primarySourceURLs":["https://github.com/kensaku63/paper-search/blob/cb6e6b25cdf68e46bb4be114c2c389f52872f9e4/.claude/skills/paper-search/SKILL.md"],"id":"RWE-1410","relevance":{"id":"RWE-1410","decision":"Core","rationale":"Retain the documented evidence function: Paper-search CLI adapter documents multi-source scholarly search, reading and summaries with explicit openags upstream. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper-search CLI adapter documents multi-source scholarly search, reading and summaries with explicit openags upstream.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kensaku63/paper-search","https://github.com/kensaku63/paper-search/blob/cb6e6b25cdf68e46bb4be114c2c389f52872f9e4/.claude/skills/paper-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kangning-huang/knhuang-research-skills — manage-refs","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Reference management workflow resolves DOI metadata through Crossref and validates bibliography pools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kangning-huang/knhuang-research-skills","website":"GitHub","packages":"skills/manage-refs/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Reference management workflow resolves DOI metadata through Crossref and validates bibliography pools."],"limitation":"DOI identity is not evidence support; DOI-only policy can exclude legitimate non-DOI sources.","url":"https://github.com/kangning-huang/knhuang-research-skills","primarySourceURLs":["https://github.com/kangning-huang/knhuang-research-skills/blob/47162b6ecf3a3872f61a021b0759925ebcfe8f7c/skills/manage-refs/SKILL.md"],"id":"RWE-1411","relevance":{"id":"RWE-1411","decision":"Core","rationale":"Retain the documented evidence function: Reference management workflow resolves DOI metadata through Crossref and validates bibliography pools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reference management workflow resolves DOI metadata through Crossref and validates bibliography pools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kangning-huang/knhuang-research-skills","https://github.com/kangning-huang/knhuang-research-skills/blob/47162b6ecf3a3872f61a021b0759925ebcfe8f7c/skills/manage-refs/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hvkshetry/stewardos — medical-records","kind":"Skill","category":"Biomedical & Bioinformatics","summary":"Health-graph MCP adapter maps genomic/lab artifact ingestion, genotype queries, PharmCAT output loading and document evidence links.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hvkshetry/stewardos","website":"GitHub","packages":"skills/personas/wellness-advisor/medical-records/SKILL.md","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Health-graph MCP adapter maps genomic/lab artifact ingestion, genotype queries, PharmCAT output loading and document evidence links."],"limitation":"Record retrieval and provenance scope; pharmacogenomic interpretation and coverage advice not independently validated.","url":"https://github.com/hvkshetry/stewardos","primarySourceURLs":["https://github.com/hvkshetry/StewardOS/blob/f9359b30c9390e17638606929f3c543987b7e052/skills/personas/wellness-advisor/medical-records/SKILL.md"],"id":"RWE-1412","relevance":{"id":"RWE-1412","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Health-graph MCP adapter maps genomic/lab artifact ingestion, genotype queries, PharmCAT output loading and document evidence links.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hvkshetry/StewardOS/blob/f9359b30c9390e17638606929f3c543987b7e052/skills/personas/wellness-advisor/medical-records/SKILL.md"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"cancerdao/cancer-buddy-skill — cancer-buddy-case-precedent","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/cancer-buddy-case-precedent/SKILL.md: Cancer case-report retrieval documents neutral PubMed/Europe PMC search, per-case extraction, differences and adverse outcomes.; https://github.com/CancerDAO/cancer-buddy-skill: Cancer Buddy collection documents source-traceable record organization, public resource lookup and source-only case-report retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cancerdao/cancer-buddy-skill","website":"GitHub","packages":"skills/cancer-buddy-case-precedent/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/cancer-buddy-case-precedent/SKILL.md: Cancer case-report retrieval documents neutral PubMed/Europe PMC search, per-case extraction, differences and adverse outcomes.","https://github.com/CancerDAO/cancer-buddy-skill: Cancer Buddy collection documents source-traceable record organization, public resource lookup and source-only case-report retrieval."],"limitation":"cancer-buddy-case-precedent: Case reports explicitly nongeneralizable; no similarity ranking, treatment recommendation or benefit prediction. https://github.com/CancerDAO/cancer-buddy-skill: Cancer Buddy collection documents source-traceable record organization, public resource lookup and source-only case-report retrieval. One nonclinical navigation/data-organization collection; no personal treatment, staging, prognosis or trial-eligibility approval.","url":"https://github.com/cancerdao/cancer-buddy-skill","primarySourceURLs":["https://github.com/CancerDAO/cancer-buddy-skill/blob/d84b7ebb1db6eea9685f95fbc8a13ba9c5e11201/skills/cancer-buddy-case-precedent/SKILL.md","https://raw.githubusercontent.com/CancerDAO/cancer-buddy-skill/main/README.md","https://github.com/CancerDAO/cancer-buddy-skill"],"id":"RWE-1413","relevance":{"id":"RWE-1413","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/cancer-buddy-case-precedent/SKILL.md: Cancer case-report retrieval documents neutral PubMed/Europe PMC search, per-case extraction, differences and adverse outcomes.; https://github.com/CancerDAO/cancer-buddy-skill: Cancer Buddy collection documents source-traceable record organization, public resource lookup and source-only case-report retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/cancer-buddy-case-precedent/SKILL.md: Cancer case-report retrieval documents neutral PubMed/Europe PMC search, per-case extraction, differences and adverse outcomes.; https://github.com/CancerDAO/cancer-buddy-skill: Cancer Buddy collection documents source-traceable record organization, public resource lookup and source-only case-report retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cancerdao/cancer-buddy-skill","https://github.com/CancerDAO/cancer-buddy-skill/blob/d84b7ebb1db6eea9685f95fbc8a13ba9c5e11201/skills/cancer-buddy-case-precedent/SKILL.md","https://raw.githubusercontent.com/CancerDAO/cancer-buddy-skill/main/README.md","https://github.com/CancerDAO/cancer-buddy-skill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"poco-ai/agentero — deep-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature research workflow freezes questions, searches contrasting perspectives and verifies citations before synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"poco-ai/agentero","website":"GitHub","packages":"templates/vault/.agents/skills/deep-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature research workflow freezes questions, searches contrasting perspectives and verifies citations before synthesis."],"limitation":"Survey protocol dependent on real search execution; taxonomy and source count do not establish exhaustive coverage.","url":"https://github.com/poco-ai/agentero","primarySourceURLs":["https://github.com/poco-ai/Agentero/blob/0316b0c813167a9bf5501f389ad6457692bca5a5/templates/vault/.agents/skills/deep-research/SKILL.md"],"id":"RWE-1415","relevance":{"id":"RWE-1415","decision":"Core","rationale":"Retain the documented evidence function: Literature research workflow freezes questions, searches contrasting perspectives and verifies citations before synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature research workflow freezes questions, searches contrasting perspectives and verifies citations before synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/poco-ai/agentero","https://github.com/poco-ai/Agentero/blob/0316b0c813167a9bf5501f389ad6457692bca5a5/templates/vault/.agents/skills/deep-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"emilmirzayev/academic-llm-wiki — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic wiki workflow ingests paper PDFs/Markdown and extracts constructs, methods, findings and source-linked relationships.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"emilmirzayev/academic-llm-wiki","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic wiki workflow ingests paper PDFs/Markdown and extracts constructs, methods, findings and source-linked relationships."],"limitation":"Persistent synthesis store, not empirical verification; PDF parsing and relation extraction need source checks.","url":"https://github.com/emilmirzayev/academic-llm-wiki","primarySourceURLs":["https://github.com/emilmirzayev/academic-llm-wiki/blob/0f84eacc8dc7a71df024d90cf30c41545cd15403/SKILL.md"],"id":"RWE-1416","relevance":{"id":"RWE-1416","decision":"Core","rationale":"Retain the documented evidence function: Academic wiki workflow ingests paper PDFs/Markdown and extracts constructs, methods, findings and source-linked relationships. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic wiki workflow ingests paper PDFs/Markdown and extracts constructs, methods, findings and source-linked relationships.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/emilmirzayev/academic-llm-wiki","https://github.com/emilmirzayev/academic-llm-wiki/blob/0f84eacc8dc7a71df024d90cf30c41545cd15403/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"linxule/interpretive-orchestration — literature-sweep","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature sweep documents tiered search/fetch/organization with fallback tools for theoretical pattern extraction.","tags":["Health economics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"linxule/interpretive-orchestration","website":"GitHub","packages":"plugin-cowork/skills/literature-sweep/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature sweep documents tiered search/fetch/organization with fallback tools for theoretical pattern extraction."],"limitation":"Fallback coverage differs by tool availability; extracted patterns need full-source appraisal.","url":"https://github.com/linxule/interpretive-orchestration","primarySourceURLs":["https://github.com/linxule/interpretive-orchestration/blob/eddc0a1fdc3c921b318c33fd109c10dfb00f3431/plugin-cowork/skills/literature-sweep/SKILL.md"],"id":"RWE-1417","relevance":{"id":"RWE-1417","decision":"Core","rationale":"Retain the documented evidence function: Literature sweep documents tiered search/fetch/organization with fallback tools for theoretical pattern extraction. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature sweep documents tiered search/fetch/organization with fallback tools for theoretical pattern extraction.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/linxule/interpretive-orchestration","https://github.com/linxule/interpretive-orchestration/blob/eddc0a1fdc3c921b318c33fd109c10dfb00f3431/plugin-cowork/skills/literature-sweep/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wanlanglin/spec-driven-vibe-research-skills — research-lookup","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Research lookup guide distinguishes academic database searches and web discovery for paper/data verification.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wanlanglin/spec-driven-vibe-research-skills","website":"GitHub","packages":"skills/ideation/research-lookup/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research lookup guide distinguishes academic database searches and web discovery for paper/data verification."],"limitation":"Instruction component; broad-web findings need primary scholarly verification and coverage accounting.","url":"https://github.com/wanlanglin/spec-driven-vibe-research-skills","primarySourceURLs":["https://github.com/WanLanglin/spec-driven-vibe-research-skills/blob/368cfa7aed1a5f0aa7d77eef5b062d46a025750c/skills/ideation/research-lookup/SKILL.md"],"id":"RWE-1418","relevance":{"id":"RWE-1418","decision":"Core","rationale":"Retain the documented evidence function: Research lookup guide distinguishes academic database searches and web discovery for paper/data verification. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research lookup guide distinguishes academic database searches and web discovery for paper/data verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wanlanglin/spec-driven-vibe-research-skills","https://github.com/WanLanglin/spec-driven-vibe-research-skills/blob/368cfa7aed1a5f0aa7d77eef5b062d46a025750c/skills/ideation/research-lookup/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"eirkkk/winland-android — senior-data-scientist","kind":"Skill","category":"RWE Data & Analytics","summary":"Statistical data-science instruction component outlines controlled tests, DiD and predictive evaluation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eirkkk/winland-android","website":"GitHub","packages":".opencode/skills/senior-data-scientist/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Statistical data-science instruction component outlines controlled tests, DiD and predictive evaluation."],"limitation":"Selected method workflow only; imported packaging and helper implementations need appropriate attribution and testing.","url":"https://github.com/eirkkk/winland-android","primarySourceURLs":["https://github.com/eirkkk/winland-Android/blob/a6dc61d03ac67df4cedc598d474d2962475783f2/.opencode/skills/senior-data-scientist/SKILL.md"],"id":"RWE-1419","relevance":{"id":"RWE-1419","decision":"Core","rationale":"Statistical data-science instruction component outlines controlled tests, DiD and predictive evaluation. The actual component provides an identifiable statistical, causal, survival, survey-preparation or epidemiologic method; only that stated method scope is Core.","relevanceBasis":"Statistical data-science instruction component outlines controlled tests, DiD and predictive evaluation. Limits: Selected method workflow only; imported packaging and helper implementations need appropriate attribution and testing.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/eirkkk/winland-Android/blob/a6dc61d03ac67df4cedc598d474d2962475783f2/.opencode/skills/senior-data-scientist/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"kinhluan/skills — sota-survey, paper-audit","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: .agent-skills/sota-survey/SKILL.md: SOTA literature survey workflow specifies query expansion, three-pass reading and gap matrix extraction.; .agent-skills/paper-audit/paper-audit/SKILL.md: Review research implementation gaps and claim/code mismatches.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kinhluan/skills","website":"GitHub","packages":".agent-skills/sota-survey/SKILL.md; .agent-skills/paper-audit/paper-audit/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":[".agent-skills/sota-survey/SKILL.md: SOTA literature survey workflow specifies query expansion, three-pass reading and gap matrix extraction.",".agent-skills/paper-audit/paper-audit/SKILL.md: Review research implementation gaps and claim/code mismatches."],"limitation":"sota-survey: Exhaustive is an aspiration; real source coverage and full-text review must be documented. paper-audit: Audit workflow; runtime reproduction not executed here.","url":"https://github.com/kinhluan/skills","primarySourceURLs":["https://github.com/kinhluan/skills/blob/26636cd923a7a7214507c1550cacaee652c9a2a5/.agent-skills/sota-survey/SKILL.md","https://github.com/kinhluan/skills/blob/26636cd923a7a7214507c1550cacaee652c9a2a5/.agent-skills/paper-audit/paper-audit/SKILL.md"],"id":"RWE-1420","relevance":{"id":"RWE-1420","decision":"Core","rationale":"Retain the documented evidence function: Literature query expansion, structured reading and evidence-gap extraction only; generic implementation/code audit excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature query expansion, structured reading and evidence-gap extraction only; generic implementation/code audit excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kinhluan/skills","https://github.com/kinhluan/skills/blob/26636cd923a7a7214507c1550cacaee652c9a2a5/.agent-skills/sota-survey/SKILL.md","https://github.com/kinhluan/skills/blob/26636cd923a7a7214507c1550cacaee652c9a2a5/.agent-skills/paper-audit/paper-audit/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mulatta/skillz — skills","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed search and PMID/PMCID/DOI workflow guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mulatta/skillz","website":"GitHub","packages":"biorefs-cli/skills/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed search and PMID/PMCID/DOI workflow guidance","Citation export and entity-linking command reference"],"limitation":"Instruction interface reviewed; CLI implementation and runtime not tested. Full-text workflow is expressly PMC-only; Europe PMC, publisher fallback, Semantic Scholar and cross-entity graph expansion are deferred and must not be advertised as implemented.","url":"https://github.com/mulatta/skillz","primarySourceURLs":["https://github.com/mulatta/skillz/blob/ac155c4bfd780714b2f31df0b05934f625a4f9bf/biorefs-cli/skills/SKILL.md"],"id":"RWE-1421","relevance":{"id":"RWE-1421","decision":"Core","rationale":"Retain the documented evidence function: PubMed search and PMID/PMCID/DOI workflow guidance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search and PMID/PMCID/DOI workflow guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mulatta/skillz","https://github.com/mulatta/skillz/blob/ac155c4bfd780714b2f31df0b05934f625a4f9bf/biorefs-cli/skills/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"alexchwong/ngscards — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"NGS evidence-card extraction ties quotes and interpretations to one supplied hematopoietic-neoplasm paper with gene/disease tags.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alexchwong/ngscards","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["NGS evidence-card extraction ties quotes and interpretations to one supplied hematopoietic-neoplasm paper with gene/disease tags."],"limitation":"Closed-book supplied-document scope; schema validation does not establish pathogenicity or verify outside citations.","url":"https://github.com/alexchwong/ngscards","primarySourceURLs":["https://github.com/alexchwong/ngscards/blob/daa38f6eec23acff093110b2a3da132d40525a10/SKILL.md"],"id":"RWE-1423","relevance":{"id":"RWE-1423","decision":"Core","rationale":"Retain the documented evidence function: NGS evidence-card extraction ties quotes and interpretations to one supplied hematopoietic-neoplasm paper with gene/disease tags. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"NGS evidence-card extraction ties quotes and interpretations to one supplied hematopoietic-neoplasm paper with gene/disease tags.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alexchwong/ngscards","https://github.com/alexchwong/ngscards/blob/daa38f6eec23acff093110b2a3da132d40525a10/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hinna0818/ukbanalytica — ukbsci-plot","kind":"Skill","category":"RWE Data & Analytics","summary":"UKBAnalytica plotting component renders aggregate model/calibration/survival results with source privacy boundaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hinna0818/ukbanalytica","website":"GitHub","packages":"inst/skills/UKBAnalytica_skills/ukbsci-plot/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["UKBAnalytica plotting component renders aggregate model/calibration/survival results with source privacy boundaries."],"limitation":"Visualization of existing analysis only; plotted results and model validity not independently checked, RAP authorization required.","url":"https://github.com/hinna0818/ukbanalytica","primarySourceURLs":["https://github.com/Hinna0818/UKBAnalytica/blob/40258f9f0a6d59dcdb86da6b79265b71cbf406f7/inst/skills/UKBAnalytica_skills/ukbsci-plot/SKILL.md"],"id":"RWE-1424","relevance":{"id":"RWE-1424","decision":"Core","rationale":"UKBAnalytica plotting component renders aggregate model/calibration/survival results with source privacy boundaries. The documented clinical, epidemiologic, health-economic or research-data preparation function has an explicit role in health evidence workflows; source and method limitations remain applicable.","relevanceBasis":"UKBAnalytica plotting component renders aggregate model/calibration/survival results with source privacy boundaries. Limits: Visualization of existing analysis only; plotted results and model validity not independently checked, RAP authorization required.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Hinna0818/UKBAnalytica/blob/40258f9f0a6d59dcdb86da6b79265b71cbf406f7/inst/skills/UKBAnalytica_skills/ukbsci-plot/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"huangwb8/chineseresearchlatex — systematic-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"OpenAlex literature mapping pipeline logs queries, deduplicates and extracts abstract-level fields into cited writing outputs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"huangwb8/chineseresearchlatex","website":"GitHub","packages":"skills/analysis/systematic-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenAlex literature mapping pipeline logs queries, deduplicates and extracts abstract-level fields into cited writing outputs."],"limitation":"Relevance-score quotas and fixed citation budgets make this purposive narrative mapping, not an unbiased complete systematic review. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/huangwb8/chineseresearchlatex","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/analysis/systematic-literature-review/SKILL.md"],"id":"RWE-1425","relevance":{"id":"RWE-1425","decision":"Core","rationale":"Retain the documented evidence function: OpenAlex literature mapping pipeline logs queries, deduplicates and extracts abstract-level fields into cited writing outputs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenAlex literature mapping pipeline logs queries, deduplicates and extracts abstract-level fields into cited writing outputs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/huangwb8/chineseresearchlatex","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/analysis/systematic-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"amaniagent/skills — healthkit","kind":"Skill","category":"RWE Data & Analytics","summary":"HealthKit data guide documents sample/statistics queries and nutrition mappings for health-data exchange.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"amaniagent/skills","website":"GitHub","packages":"apple/healthkit/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["HealthKit data guide documents sample/statistics queries and nutrition mappings for health-data exchange."],"limitation":"Personal-device interoperability scope; platform/permission behavior not tested, no research outcome validity inferred.","url":"https://github.com/amaniagent/skills","primarySourceURLs":["https://github.com/amaniagent/skills/blob/07d763ed8bf8c3b95d297d8e810fb3eb43532bb7/apple/healthkit/SKILL.md"],"id":"RWE-1426","relevance":{"id":"RWE-1426","decision":"Core","rationale":"HealthKit data guide documents sample/statistics queries and nutrition mappings for health-data exchange. The documented clinical, epidemiologic, health-economic or research-data preparation function has an explicit role in health evidence workflows; source and method limitations remain applicable.","relevanceBasis":"HealthKit data guide documents sample/statistics queries and nutrition mappings for health-data exchange. Limits: Personal-device interoperability scope; platform/permission behavior not tested, no research outcome validity inferred.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/amaniagent/skills/blob/07d763ed8bf8c3b95d297d8e810fb3eb43532bb7/apple/healthkit/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"beril-doe/beril-research-observatory — literature-review","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reviewed components: .claude/skills/literature-review/SKILL.md: BERIL biological literature workflow documents PubMed/arXiv/bioRxiv/Scholar search, full-text reading and citation/PaperBLAST expansion.; https://github.com/beril-doe/BERIL-research-observatory: Microbial Discovery Forge documents BERDL biological lakehouse agent access, literature review and query workflows with KBase authentication.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"beril-doe/beril-research-observatory","website":"GitHub","packages":".claude/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":[".claude/skills/literature-review/SKILL.md: BERIL biological literature workflow documents PubMed/arXiv/bioRxiv/Scholar search, full-text reading and citation/PaperBLAST expansion.","https://github.com/beril-doe/BERIL-research-observatory: Microbial Discovery Forge documents BERDL biological lakehouse agent access, literature review and query workflows with KBase authentication."],"limitation":"literature-review: Literature component only; BERDL research/data methods not blanket approved and MCP availability/source coverage require execution. https://github.com/beril-doe/BERIL-research-observatory: Microbial Discovery Forge documents BERDL biological lakehouse agent access, literature review and query workflows with KBase authentication. One collection scoped to data discovery/retrieval and provenance; no blanket analytical approval.","url":"https://github.com/beril-doe/beril-research-observatory","primarySourceURLs":["https://github.com/beril-doe/BERIL-research-observatory/blob/002d8dd6788bc346345a88a9735ab931d96e8316/.claude/skills/literature-review/SKILL.md","https://raw.githubusercontent.com/beril-doe/BERIL-research-observatory/main/README.md","https://github.com/beril-doe/BERIL-research-observatory"],"id":"RWE-1427","relevance":{"id":"RWE-1427","decision":"Core","rationale":"Retain the documented evidence function: Named scholarly-source search, full-text reading and citation expansion only; microbial lakehouse/discovery methods excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Named scholarly-source search, full-text reading and citation expansion only; microbial lakehouse/discovery methods excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/beril-doe/beril-research-observatory","https://github.com/beril-doe/BERIL-research-observatory/blob/002d8dd6788bc346345a88a9735ab931d96e8316/.claude/skills/literature-review/SKILL.md","https://raw.githubusercontent.com/beril-doe/BERIL-research-observatory/main/README.md","https://github.com/beril-doe/BERIL-research-observatory"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"xiangdong-415/codex-stem-paper-skills — stem-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"STEM literature workflow creates source comparison matrices and research-gap positioning from studies.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xiangdong-415/codex-stem-paper-skills","website":"GitHub","packages":"stem-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["STEM literature workflow creates source comparison matrices and research-gap positioning from studies."],"limitation":"Writing/mapping instruction; novelty and study quality need verified sources and adequate search coverage.","url":"https://github.com/xiangdong-415/codex-stem-paper-skills","primarySourceURLs":["https://github.com/Xiangdong-415/codex-stem-paper-skills/blob/557775045e8531bb6d8099a9f8e94a2478377a16/stem-literature-review/SKILL.md"],"id":"RWE-1428","relevance":{"id":"RWE-1428","decision":"Core","rationale":"Retain the documented evidence function: STEM literature workflow creates source comparison matrices and research-gap positioning from studies. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"STEM literature workflow creates source comparison matrices and research-gap positioning from studies.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xiangdong-415/codex-stem-paper-skills","https://github.com/Xiangdong-415/codex-stem-paper-skills/blob/557775045e8531bb6d8099a9f8e94a2478377a16/stem-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dougtrajano/pydantic-ai-skills — arxiv-search","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: examples/skills/arxiv-search/SKILL.md: arXiv search adapter documents Python-based scholarly preprint discovery.; Reviewed component: Plan research subquestions, collect web sources and synthesize a cited report with stated gaps; methodology guidance only.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dougtrajano/pydantic-ai-skills","website":"GitHub","packages":"examples/skills/arxiv-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["examples/skills/arxiv-search/SKILL.md: arXiv search adapter documents Python-based scholarly preprint discovery.","Reviewed component: Plan research subquestions, collect web sources and synthesize a cited report with stated gaps; methodology guidance only."],"limitation":"arxiv-search: Requires arxiv library/network; no peer-review or field completeness guarantee. Reviewed component: No runtime test; citations and multi-agent agreement do not guarantee correctness, coverage or clinical validity.","url":"https://github.com/dougtrajano/pydantic-ai-skills","primarySourceURLs":["https://github.com/DougTrajano/pydantic-ai-skills/blob/c2e576176677b0ef3960f29950a29b7a6ef3c913/examples/skills/arxiv-search/SKILL.md","https://github.com/DougTrajano/pydantic-ai-skills/tree/main/examples/skills/web-research"],"id":"RWE-1429","relevance":{"id":"RWE-1429","decision":"Core","rationale":"Retain the documented evidence function: arXiv scholarly preprint search only; generic cited web-report workflow excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"arXiv scholarly preprint search only; generic cited web-report workflow excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dougtrajano/pydantic-ai-skills","https://github.com/DougTrajano/pydantic-ai-skills/blob/c2e576176677b0ef3960f29950a29b7a6ef3c913/examples/skills/arxiv-search/SKILL.md","https://github.com/DougTrajano/pydantic-ai-skills/tree/main/examples/skills/web-research"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"peterpine83/tools — pubmed","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed E-utilities guide searches PMIDs and fetches article details for medical claim sourcing.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"peterpine83/tools","website":"GitHub","packages":"mdlinx-trends/agent/workspace/skills/pubmed/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed E-utilities guide searches PMIDs and fetches article details for medical claim sourcing."],"limitation":"Top10 discovery and abstracts only unless further fetched; PubMed inclusion does not universally certify peer review or claim support.","url":"https://github.com/peterpine83/tools","primarySourceURLs":["https://github.com/peterpine83/tools/blob/33725c6fcef48b163dbff06bc5ca32e996e33923/mdlinx-trends/agent/workspace/skills/pubmed/SKILL.md"],"id":"RWE-1430","relevance":{"id":"RWE-1430","decision":"Core","rationale":"Retain the documented evidence function: PubMed E-utilities guide searches PMIDs and fetches article details for medical claim sourcing. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed E-utilities guide searches PMIDs and fetches article details for medical claim sourcing.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/peterpine83/tools","https://github.com/peterpine83/tools/blob/33725c6fcef48b163dbff06bc5ca32e996e33923/mdlinx-trends/agent/workspace/skills/pubmed/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zeni-y/dotfiles — research-survey","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Research survey workflow uses paper-search MCP and registers individual paper identities into structured notes and survey folders.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zeni-y/dotfiles","website":"GitHub","packages":"home/.chezmoitemplates/ai/skills/research-survey/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research survey workflow uses paper-search MCP and registers individual paper identities into structured notes and survey folders."],"limitation":"External tool dependency; registration and summaries do not establish full-text appraisal or systematic coverage.","url":"https://github.com/zeni-y/dotfiles","primarySourceURLs":["https://github.com/Zeni-Y/dotfiles/blob/63914e062eedae1abf7e0c27ae38d705c6594991/home/.chezmoitemplates/ai/skills/research-survey/SKILL.md"],"id":"RWE-1431","relevance":{"id":"RWE-1431","decision":"Core","rationale":"Retain the documented evidence function: Research survey workflow uses paper-search MCP and registers individual paper identities into structured notes and survey folders. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research survey workflow uses paper-search MCP and registers individual paper identities into structured notes and survey folders.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zeni-y/dotfiles","https://github.com/Zeni-Y/dotfiles/blob/63914e062eedae1abf7e0c27ae38d705c6594991/home/.chezmoitemplates/ai/skills/research-survey/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"agentscope-ai/qwenpaw-data — data-science-analysis","kind":"Skill","category":"RWE Data & Analytics","summary":"Scientific data-analysis workflow reads supplied tabular/array datasets and documents quantitative cleaning and calculations including biomedical tasks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"agentscope-ai/qwenpaw-data","website":"GitHub","packages":"packages/qwenpaw-data-skills/skills/workflows/data-science-analysis/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Scientific data-analysis workflow reads supplied tabular/array datasets and documents quantitative cleaning and calculations including biomedical tasks."],"limitation":"General analysis instruction; method appropriateness, units and statistical assumptions need domain-specific checks.","url":"https://github.com/agentscope-ai/qwenpaw-data","primarySourceURLs":["https://github.com/agentscope-ai/QwenPaw-Data/blob/a1ab91a10d6bd0cd5924b44e25683b16eff82775/packages/qwenpaw-data-skills/skills/workflows/data-science-analysis/SKILL.md"],"id":"RWE-1432","relevance":{"id":"RWE-1432","decision":"Core","rationale":"Scientific data-analysis workflow reads supplied tabular/array datasets and documents quantitative cleaning and calculations including biomedical tasks. The actual component provides an identifiable statistical, causal, survival, survey-preparation or epidemiologic method; only that stated method scope is Core.","relevanceBasis":"Scientific data-analysis workflow reads supplied tabular/array datasets and documents quantitative cleaning and calculations including biomedical tasks. Limits: General analysis instruction; method appropriateness, units and statistical assumptions need domain-specific checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/agentscope-ai/QwenPaw-Data/blob/a1ab91a10d6bd0cd5924b44e25683b16eff82775/packages/qwenpaw-data-skills/skills/workflows/data-science-analysis/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"ohjerryho/econ-paper-reader — epr-causal-inference","kind":"Skill","category":"Causal Inference & Analytics","summary":"Economics paper reading guide interrogates DiD/IV/RD/matching identification assumptions and diagnostics.","tags":["Health economics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ohjerryho/econ-paper-reader","website":"GitHub","packages":"subskills/epr-causal-inference/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Economics paper reading guide interrogates DiD/IV/RD/matching identification assumptions and diagnostics."],"limitation":"Appraisal instruction component, not estimator implementation; observed diagnostics cannot prove all causal assumptions.","url":"https://github.com/ohjerryho/econ-paper-reader","primarySourceURLs":["https://github.com/ohjerryho/econ-paper-reader/blob/4a3bcc96fa3408a5d2622d340f0ecf010ca669c5/subskills/epr-causal-inference/SKILL.md"],"id":"RWE-1433","relevance":{"id":"RWE-1433","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Economics paper reading guide interrogates DiD/IV/RD/matching identification assumptions and diagnostics.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ohjerryho/econ-paper-reader/blob/4a3bcc96fa3408a5d2622d340f0ecf010ca669c5/subskills/epr-causal-inference/SKILL.md"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"chosenx-gpu/paper2arm_cfd_harness — paper-retrieval","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic retrieval map documents multi-source search and OA download waterfall with PDF preview checks.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chosenx-gpu/paper2arm_cfd_harness","website":"GitHub","packages":".agents/skills/paper-retrieval/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic retrieval map documents multi-source search and OA download waterfall with PDF preview checks."],"limitation":"Paper acquisition only; CFD methods outside health scope and page count does not verify paper identity or complete text.","url":"https://github.com/chosenx-gpu/paper2arm_cfd_harness","primarySourceURLs":["https://github.com/CHOSENX-GPU/Paper2ARM_CFD_Harness/blob/ebaa958aafaea17df22d9a44a8e03aafb698329f/.agents/skills/paper-retrieval/SKILL.md"],"id":"RWE-1434","relevance":{"id":"RWE-1434","decision":"Core","rationale":"Retain the documented evidence function: Academic retrieval map documents multi-source search and OA download waterfall with PDF preview checks. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic retrieval map documents multi-source search and OA download waterfall with PDF preview checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chosenx-gpu/paper2arm_cfd_harness","https://github.com/CHOSENX-GPU/Paper2ARM_CFD_Harness/blob/ebaa958aafaea17df22d9a44a8e03aafb698329f/.agents/skills/paper-retrieval/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"immortalqx/my_codex_skills — novelty-check","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Research novelty check decomposes core claims and compares against recent scholarly literature.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"immortalqx/my_codex_skills","website":"GitHub","packages":"novelty-check/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research novelty check decomposes core claims and compares against recent scholarly literature."],"limitation":"Negative searches support provisional novelty only; no guarantee that prior work is absent.","url":"https://github.com/immortalqx/my_codex_skills","primarySourceURLs":["https://github.com/Immortalqx/my_codex_skills/blob/81379ff5858a328e0333b01f9f3c2be965fac9cc/novelty-check/SKILL.md"],"id":"RWE-1435","relevance":{"id":"RWE-1435","decision":"Core","rationale":"Retain the documented evidence function: Research novelty check decomposes core claims and compares against recent scholarly literature. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research novelty check decomposes core claims and compares against recent scholarly literature.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/immortalqx/my_codex_skills","https://github.com/Immortalqx/my_codex_skills/blob/81379ff5858a328e0333b01f9f3c2be965fac9cc/novelty-check/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dostos/skills-research — citationchaser","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Citation Chaser guide documents forward/backward citation discovery and RIS handoff for reviews.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dostos/skills-research","website":"GitHub","packages":"literature-search/citationchaser/skill.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Citation Chaser guide documents forward/backward citation discovery and RIS handoff for reviews."],"limitation":"Third-party Research Skills command guide distinct from underlying software; citation index coverage and wrapper commands untested.","url":"https://github.com/dostos/skills-research","primarySourceURLs":["https://github.com/dostos/skills-research/blob/05d7d5d0f4334a627a0f80a08424f82fa8766a3f/literature-search/citationchaser/skill.md"],"id":"RWE-1436","relevance":{"id":"RWE-1436","decision":"Core","rationale":"Retain the documented evidence function: Citation Chaser guide documents forward/backward citation discovery and RIS handoff for reviews. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Citation Chaser guide documents forward/backward citation discovery and RIS handoff for reviews.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dostos/skills-research","https://github.com/dostos/skills-research/blob/05d7d5d0f4334a627a0f80a08424f82fa8766a3f/literature-search/citationchaser/skill.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zchee/agent — exa-research-paper","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Exa research-paper search adapter documents scholarly category and date/text filters with explicit vendor origin link.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zchee/agent","website":"GitHub","packages":"codex/skills/exa-research-paper/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Exa research-paper search adapter documents scholarly category and date/text filters with explicit vendor origin link."],"limitation":"Vendor MCP dependency; search filtering not appraisal or guaranteed coverage.","url":"https://github.com/zchee/agent","primarySourceURLs":["https://github.com/zchee/agent/blob/a299e50917a23b44641728c82ab70931619246c2/codex/skills/exa-research-paper/SKILL.md"],"id":"RWE-1438","relevance":{"id":"RWE-1438","decision":"Core","rationale":"Retain the documented evidence function: Exa research-paper search adapter documents scholarly category and date/text filters with explicit vendor origin link. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Exa research-paper search adapter documents scholarly category and date/text filters with explicit vendor origin link.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zchee/agent","https://github.com/zchee/agent/blob/a299e50917a23b44641728c82ab70931619246c2/codex/skills/exa-research-paper/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"madnessfish/phantom — bias-lit-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Bounded bias literature survey extracts bias-related prior art into a citation table with verification flags.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"madnessfish/phantom","website":"GitHub","packages":"skills/bias-lit-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Bounded bias literature survey extracts bias-related prior art into a citation table with verification flags."],"limitation":"Explicit single pass and human verification required; cannot claim exhaustive or validated citations before checking.","url":"https://github.com/madnessfish/phantom","primarySourceURLs":["https://github.com/madnessfish/phantom/blob/5be7e0924050d3ea59113ad92d7dc0528a724fa9/skills/bias-lit-search/SKILL.md"],"id":"RWE-1439","relevance":{"id":"RWE-1439","decision":"Core","rationale":"Retain the documented evidence function: Bounded bias literature survey extracts bias-related prior art into a citation table with verification flags. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Bounded bias literature survey extracts bias-related prior art into a citation table with verification flags.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/madnessfish/phantom","https://github.com/madnessfish/phantom/blob/5be7e0924050d3ea59113ad92d7dc0528a724fa9/skills/bias-lit-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zackz2025/evidence-first-research — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Evidence-first research workflow compares prior papers, protocols and tools before method selection and study planning.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zackz2025/evidence-first-research","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Evidence-first research workflow compares prior papers, protocols and tools before method selection and study planning."],"limitation":"Instruction guidance; actual quality and reproducibility depend on source appraisal and experiments.","url":"https://github.com/zackz2025/evidence-first-research","primarySourceURLs":["https://github.com/ZackZ2025/evidence-first-research/blob/aeb6fc87424ec5f59de7b674268123b788e08d17/SKILL.md"],"id":"RWE-1440","relevance":{"id":"RWE-1440","decision":"Core","rationale":"Retain the documented evidence function: Evidence-first research workflow compares prior papers, protocols and tools before method selection and study planning. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Evidence-first research workflow compares prior papers, protocols and tools before method selection and study planning.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zackz2025/evidence-first-research","https://github.com/ZackZ2025/evidence-first-research/blob/aeb6fc87424ec5f59de7b674268123b788e08d17/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"o0000-code/paper-search-pro — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Paper-search-pro documents English and native-Chinese scholarly retrieval with adjustable depth and source filters.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"o0000-code/paper-search-pro","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper-search-pro documents English and native-Chinese scholarly retrieval with adjustable depth and source filters."],"limitation":"Selected retrieval contract reviewed; journal-tier filters can bias coverage and deeper modes do not certify systematic completeness.","url":"https://github.com/o0000-code/paper-search-pro","primarySourceURLs":["https://github.com/O0000-code/paper-search-pro/blob/d60dc10110e9efda934d3bb50796a01eab6f2fed/SKILL.md"],"id":"RWE-1441","relevance":{"id":"RWE-1441","decision":"Core","rationale":"Retain the documented evidence function: Paper-search-pro documents English and native-Chinese scholarly retrieval with adjustable depth and source filters. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper-search-pro documents English and native-Chinese scholarly retrieval with adjustable depth and source filters.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/o0000-code/paper-search-pro","https://github.com/O0000-code/paper-search-pro/blob/d60dc10110e9efda934d3bb50796a01eab6f2fed/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kamilseghrouchni/crovi-builders-tomorrow — vcro-cohort-map","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Cohort intelligence workflow searches PubMed/Europe PMC/trials, expands named-cohort links and extracts scope-driven paper sections/site locations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kamilseghrouchni/crovi-builders-tomorrow","website":"GitHub","packages":"skills/vcro-cohort-map/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Cohort intelligence workflow searches PubMed/Europe PMC/trials, expands named-cohort links and extracts scope-driven paper sections/site locations."],"limitation":"Cohort discovery and characterization only; reported population access and suitability need direct source verification.","url":"https://github.com/kamilseghrouchni/crovi-builders-tomorrow","primarySourceURLs":["https://github.com/kamilseghrouchni/crovi-builders-tomorrow/blob/ad3338c2c6422ec8196be396705e40bbb3b145f8/skills/vcro-cohort-map/SKILL.md"],"id":"RWE-1442","relevance":{"id":"RWE-1442","decision":"Core","rationale":"Retain the documented evidence function: Cohort intelligence workflow searches PubMed/Europe PMC/trials, expands named-cohort links and extracts scope-driven paper sections/site locations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Cohort intelligence workflow searches PubMed/Europe PMC/trials, expands named-cohort links and extracts scope-driven paper sections/site locations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kamilseghrouchni/crovi-builders-tomorrow","https://github.com/kamilseghrouchni/crovi-builders-tomorrow/blob/ad3338c2c6422ec8196be396705e40bbb3b145f8/skills/vcro-cohort-map/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hmbown/rlmagents — arxiv-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"arXiv scholarly preprint search component includes computational-biology applications.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hmbown/rlmagents","website":"GitHub","packages":"libs/cli/examples/skills/arxiv-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["arXiv scholarly preprint search component includes computational-biology applications."],"limitation":"Source access and retrieval execution untested; preprints not validated studies.","url":"https://github.com/hmbown/rlmagents","primarySourceURLs":["https://github.com/Hmbown/rlmagents/blob/d98f0f710d343654c4828b2acfa48d909736266f/libs/cli/examples/skills/arxiv-search/SKILL.md"],"id":"RWE-1443","relevance":{"id":"RWE-1443","decision":"Core","rationale":"Retain the documented evidence function: arXiv scholarly preprint search component includes computational-biology applications. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"arXiv scholarly preprint search component includes computational-biology applications.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hmbown/rlmagents","https://github.com/Hmbown/rlmagents/blob/d98f0f710d343654c4828b2acfa48d909736266f/libs/cli/examples/skills/arxiv-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"arashsharifi8282-create/ai-medical-assistant — pharma-reference","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Pharmaceutical reference-layer guide specifies PubMed/DailyMed/PubChem/openFDA query routing, normalization and citation handling.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arashsharifi8282-create/ai-medical-assistant","website":"GitHub","packages":".opencode/skills/pharma-reference/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pharmaceutical reference-layer guide specifies PubMed/DailyMed/PubChem/openFDA query routing, normalization and citation handling."],"limitation":"Architecture-bound adapter documentation; no clinical interaction advice or live service correctness validated.","url":"https://github.com/arashsharifi8282-create/ai-medical-assistant","primarySourceURLs":["https://github.com/arashsharifi8282-create/AI-medical-assistant/blob/e491440366037be33a4b86e0a569877b6a210561/.opencode/skills/pharma-reference/SKILL.md"],"id":"RWE-1444","relevance":{"id":"RWE-1444","decision":"Core","rationale":"Retain the documented evidence function: Pharmaceutical reference-layer guide specifies PubMed/DailyMed/PubChem/openFDA query routing, normalization and citation handling. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pharmaceutical reference-layer guide specifies PubMed/DailyMed/PubChem/openFDA query routing, normalization and citation handling.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/arashsharifi8282-create/ai-medical-assistant","https://github.com/arashsharifi8282-create/AI-medical-assistant/blob/e491440366037be33a4b86e0a569877b6a210561/.opencode/skills/pharma-reference/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bvdh/hl7eu-imaging-manifest-ai-implementer — extract-mado-ms-obligations","kind":"Skill","category":"Clinical Data & Interoperability","summary":"FHIR imaging profile extraction produces versioned field/obligation crosswalks and DICOM mappings across IHE/EU/EHDS specifications.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bvdh/hl7eu-imaging-manifest-ai-implementer","website":"GitHub","packages":".github/skills/extract-mado-ms-obligations/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR imaging profile extraction produces versioned field/obligation crosswalks and DICOM mappings across IHE/EU/EHDS specifications."],"limitation":"Structural research-data interoperability support; mappings need source/version checking, not clinical correctness validation. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/bvdh/hl7eu-imaging-manifest-ai-implementer","primarySourceURLs":["https://github.com/bvdh/hl7eu-imaging-manifest-ai-implementer/blob/f66ebebcb0d7ecc597e53fcb9cd906da770cc4f8/.github/skills/extract-mado-ms-obligations/SKILL.md"],"id":"RWE-1447","relevance":{"id":"RWE-1447","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR imaging profile extraction produces versioned field/obligation crosswalks and DICOM mappings across IHE/EU/EHDS specifications.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bvdh/hl7eu-imaging-manifest-ai-implementer/blob/f66ebebcb0d7ecc597e53fcb9cd906da770cc4f8/.github/skills/extract-mado-ms-obligations/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"epireve/coscientist — paper-discovery","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Create ranked scholarly paper manifests.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"epireve/coscientist","website":"GitHub","packages":"plugin/coscientist-deep-research/skills/paper-discovery/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Create ranked scholarly paper manifests."],"limitation":"Does not fetch PDFs, review full text or synthesize findings. Other discovered, held or excluded components are outside this approval. Excluded from approval — systematic-review: Full contract says PRISMA records identified uses search-string count as a proxy, which is not retrieved-record count; it labels legacy selection/performance/detection domains and unclear ratings as RoB2. These are central reporting validity defects.","url":"https://github.com/epireve/coscientist","primarySourceURLs":["https://github.com/epireve/coscientist/blob/54ec84439193de94ccd02e187d2826248d3b44a8/plugin/coscientist-deep-research/skills/paper-discovery/SKILL.md"],"id":"RWE-1448","relevance":{"id":"RWE-1448","decision":"Core","rationale":"Retain the documented evidence function: Create ranked scholarly paper manifests. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Create ranked scholarly paper manifests.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/epireve/coscientist","https://github.com/epireve/coscientist/blob/54ec84439193de94ccd02e187d2826248d3b44a8/plugin/coscientist-deep-research/skills/paper-discovery/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rubentalstra/ferrobridge — spec-lookup","kind":"Skill","category":"OMOP & terminology","summary":"Specification lookup guide retrieves authoritative FHIR/OMOP/openEHR requirements with document-section citations.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rubentalstra/ferrobridge","website":"GitHub","packages":".claude/skills/spec-lookup/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["Specification lookup guide retrieves authoritative FHIR/OMOP/openEHR requirements with document-section citations."],"limitation":"Standards interpretation aid; bridge behavior and conformance not tested.","url":"https://github.com/rubentalstra/ferrobridge","primarySourceURLs":["https://github.com/rubentalstra/FerroBRIDGE/blob/5fc567df829f280d0fb436aa8625a45634071555/.claude/skills/spec-lookup/SKILL.md"],"id":"RWE-1449","relevance":{"id":"RWE-1449","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Specification lookup guide retrieves authoritative FHIR/OMOP/openEHR requirements with document-section citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rubentalstra/FerroBRIDGE/blob/5fc567df829f280d0fb436aa8625a45634071555/.claude/skills/spec-lookup/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"akzelch/akzelchcc — scientific-thinking-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scientific literature workflow differentiates narrative/scoping/systematic profiles with evidence logs and study comparison fields.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"akzelch/akzelchcc","website":"GitHub","packages":"skills/scientific-thinking-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scientific literature workflow differentiates narrative/scoping/systematic profiles with evidence logs and study comparison fields."],"limitation":"Actual profile completion and citations require execution; community packaging not an independent research engine.","url":"https://github.com/akzelch/akzelchcc","primarySourceURLs":["https://github.com/Akzelch/AkzelchCC/blob/8ff0da04632baef3bf0e52f916ec73d7488479cc/skills/scientific-thinking-literature-review/SKILL.md"],"id":"RWE-1451","relevance":{"id":"RWE-1451","decision":"Core","rationale":"Retain the documented evidence function: Scientific literature workflow differentiates narrative/scoping/systematic profiles with evidence logs and study comparison fields. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scientific literature workflow differentiates narrative/scoping/systematic profiles with evidence logs and study comparison fields.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/akzelch/akzelchcc","https://github.com/Akzelch/AkzelchCC/blob/8ff0da04632baef3bf0e52f916ec73d7488479cc/skills/scientific-thinking-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"chrishuffman5/gcpcliskills — healthcare","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Cloud Healthcare CLI guide documents FHIR/HL7/DICOM datasets and stores for health-data access and processing.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chrishuffman5/gcpcliskills","website":"GitHub","packages":"skills/gcloud-cli/healthcare/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Cloud Healthcare CLI guide documents FHIR/HL7/DICOM datasets and stores for health-data access and processing."],"limitation":"Infrastructure adapter only; authorized cloud resources required and no research or clinical validity inferred.","url":"https://github.com/chrishuffman5/gcpcliskills","primarySourceURLs":["https://github.com/chrishuffman5/gcpcliskills/blob/889f3723aa75282e63601938e14c6b151f5a678c/skills/gcloud-cli/healthcare/SKILL.md"],"id":"RWE-1452","relevance":{"id":"RWE-1452","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Cloud Healthcare CLI guide documents FHIR/HL7/DICOM datasets and stores for health-data access and processing.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chrishuffman5/gcpcliskills/blob/889f3723aa75282e63601938e14c6b151f5a678c/skills/gcloud-cli/healthcare/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"thefellandes/langgraphplayground — scientific-paper-researcher","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scientific paper researcher workflow combines biomedical sources, citation snowballing and structured study reading.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thefellandes/langgraphplayground","website":"GitHub","packages":"skills/scientific-paper-researcher/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scientific paper researcher workflow combines biomedical sources, citation snowballing and structured study reading."],"limitation":"GRADE-lite is an informal rubric, not formal GRADE certainty; search and full-source appraisal not executed.","url":"https://github.com/thefellandes/langgraphplayground","primarySourceURLs":["https://github.com/theFellandes/LanggraphPlayground/blob/74c50f149ec6f63e18372591fca7da3651ab179f/skills/scientific-paper-researcher/SKILL.md"],"id":"RWE-1453","relevance":{"id":"RWE-1453","decision":"Core","rationale":"Retain the documented evidence function: Scientific paper researcher workflow combines biomedical sources, citation snowballing and structured study reading. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scientific paper researcher workflow combines biomedical sources, citation snowballing and structured study reading.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/thefellandes/langgraphplayground","https://github.com/theFellandes/LanggraphPlayground/blob/74c50f149ec6f63e18372591fca7da3651ab179f/skills/scientific-paper-researcher/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bowers-illinois-edu/ai_workflow — verify-citations","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Bibliography verification workflow documents multi-level Crossref/OpenAlex/arXiv/ORCID identity checks and audit results.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bowers-illinois-edu/ai_workflow","website":"GitHub","packages":"plugins/ai-workflow/skills/verify-citations/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Bibliography verification workflow documents multi-level Crossref/OpenAlex/arXiv/ORCID identity checks and audit results."],"limitation":"Selected interface sections only; scripts not run and bibliographic existence does not imply claim support.","url":"https://github.com/bowers-illinois-edu/ai_workflow","primarySourceURLs":["https://github.com/bowers-illinois-edu/ai_workflow/blob/0d6ce42cbf9efad48af0534399fdd522ac0f378c/plugins/ai-workflow/skills/verify-citations/SKILL.md"],"id":"RWE-1454","relevance":{"id":"RWE-1454","decision":"Core","rationale":"Retain the documented evidence function: Bibliography verification workflow documents multi-level Crossref/OpenAlex/arXiv/ORCID identity checks and audit results. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Bibliography verification workflow documents multi-level Crossref/OpenAlex/arXiv/ORCID identity checks and audit results.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bowers-illinois-edu/ai_workflow","https://github.com/bowers-illinois-edu/ai_workflow/blob/0d6ce42cbf9efad48af0534399fdd522ac0f378c/plugins/ai-workflow/skills/verify-citations/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"samba/agentic-data — population-data-research","kind":"Skill","category":"Public health & surveillance","summary":"Population data workflow discovers authoritative demographic/public-health datasets and preserves normalized observations with provenance.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"samba/agentic-data","website":"GitHub","packages":"skills/population-data-research/SKILL.md","workflowFit":["Public health & surveillance"],"capabilities":["Population data workflow discovers authoritative demographic/public-health datasets and preserves normalized observations with provenance."],"limitation":"Cross-source indicator comparability, denominators and time definitions require review; trend associations are not causal.","url":"https://github.com/samba/agentic-data","primarySourceURLs":["https://github.com/samba/agentic-data/blob/bdf132ff11a2bce142f7c4f39cbd421ec0e28fbd/skills/population-data-research/SKILL.md"],"id":"RWE-1456","relevance":{"id":"RWE-1456","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Population data workflow discovers authoritative demographic/public-health datasets and preserves normalized observations with provenance.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/samba/agentic-data/blob/bdf132ff11a2bce142f7c4f39cbd421ec0e28fbd/skills/population-data-research/SKILL.md"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"cyf08/feishu-paper-repository-skill — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Feishu paper repository workflow archives scholarly PDFs, metadata, bibliography and notes with academic-search integration.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cyf08/feishu-paper-repository-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Feishu paper repository workflow archives scholarly PDFs, metadata, bibliography and notes with academic-search integration."],"limitation":"External permissions and tooling required; storage/curation does not independently verify research findings.","url":"https://github.com/cyf08/feishu-paper-repository-skill","primarySourceURLs":["https://github.com/cyf08/feishu-paper-repository-skill/blob/fc59e1a9818281833466773eee4ce131fa9bc8a8/SKILL.md"],"id":"RWE-1457","relevance":{"id":"RWE-1457","decision":"Core","rationale":"Retain the documented evidence function: Feishu paper repository workflow archives scholarly PDFs, metadata, bibliography and notes with academic-search integration. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Feishu paper repository workflow archives scholarly PDFs, metadata, bibliography and notes with academic-search integration.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cyf08/feishu-paper-repository-skill","https://github.com/cyf08/feishu-paper-repository-skill/blob/fc59e1a9818281833466773eee4ce131fa9bc8a8/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"omer-metin/skills-for-antigravity — causal-scientist","kind":"Skill","category":"Causal Inference & Analytics","summary":"Causal reasoning instruction component places identification and DAG assumptions before estimation and counterfactual claims.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"omer-metin/skills-for-antigravity","website":"GitHub","packages":"skills/causal-scientist/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal reasoning instruction component places identification and DAG assumptions before estimation and counterfactual claims."],"limitation":"Conceptual method checklist, not executable estimator or proof that observational causal assumptions hold. Other discovered, held or excluded components are outside this approval. Excluded from approval — clinical-trial-analysis: Body delegates entirely to patterns, sharp_edges, and validations references without exposing any clinical-trial method or interface contract.","url":"https://github.com/omer-metin/skills-for-antigravity","primarySourceURLs":["https://github.com/omer-metin/skills-for-antigravity/blob/e8dcf4e8737921a10088bd5c9eb65e81f74c051f/skills/causal-scientist/SKILL.md"],"id":"RWE-1458","relevance":{"id":"RWE-1458","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Causal reasoning instruction component places identification and DAG assumptions before estimation and counterfactual claims.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/omer-metin/skills-for-antigravity/blob/e8dcf4e8737921a10088bd5c9eb65e81f74c051f/skills/causal-scientist/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"indfn/opencodeconfig — systematic-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"arXiv paper review workflow extracts methods/results and synthesizes cited literature.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"indfn/opencodeconfig","website":"GitHub","packages":"skills/research/systematic-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["arXiv paper review workflow extracts methods/results and synthesizes cited literature."],"limitation":"Exactly-once search rule restricts this to bounded mapping, not systematic saturation or comprehensive evidence review.","url":"https://github.com/indfn/opencodeconfig","primarySourceURLs":["https://github.com/indfn/OpencodeConfig/blob/2be9adaed967fb1ef3bb173af6af9cf06a747fce/skills/research/systematic-literature-review/SKILL.md"],"id":"RWE-1459","relevance":{"id":"RWE-1459","decision":"Core","rationale":"Retain the documented evidence function: arXiv paper review workflow extracts methods/results and synthesizes cited literature. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"arXiv paper review workflow extracts methods/results and synthesizes cited literature.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/indfn/opencodeconfig","https://github.com/indfn/OpencodeConfig/blob/2be9adaed967fb1ef3bb173af6af9cf06a747fce/skills/research/systematic-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jinze-lee/codex-skills-workbench — keyword-literature-download","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Keyword literature harvest documents PubMed/Europe PMC/Crossref search, candidate records and accessible PDF deduplication.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jinze-lee/codex-skills-workbench","website":"GitHub","packages":"skills/keyword-literature-download/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Keyword literature harvest documents PubMed/Europe PMC/Crossref search, candidate records and accessible PDF deduplication."],"limitation":"Acquisition workflow only; PDF identity, full-text completeness and actual source coverage need verification.","url":"https://github.com/jinze-lee/codex-skills-workbench","primarySourceURLs":["https://github.com/Jinze-Lee/codex-skills-workbench/blob/7aa34a5039d52a062152db56eabcd3b72893c851/skills/keyword-literature-download/SKILL.md"],"id":"RWE-1460","relevance":{"id":"RWE-1460","decision":"Core","rationale":"Retain the documented evidence function: Keyword literature harvest documents PubMed/Europe PMC/Crossref search, candidate records and accessible PDF deduplication. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Keyword literature harvest documents PubMed/Europe PMC/Crossref search, candidate records and accessible PDF deduplication.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jinze-lee/codex-skills-workbench","https://github.com/Jinze-Lee/codex-skills-workbench/blob/7aa34a5039d52a062152db56eabcd3b72893c851/skills/keyword-literature-download/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"windmewest/papersmart — papersmart-airef","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PaperSmart citation-marker workflow verifies manuscript claims, finds source support and logs revised claim/citation decisions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"windmewest/papersmart","website":"GitHub","packages":"papersmart-airef/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PaperSmart citation-marker workflow verifies manuscript claims, finds source support and logs revised claim/citation decisions."],"limitation":"Source-support assessment requires reading actual evidence; marker resolution alone is not truth verification.","url":"https://github.com/windmewest/papersmart","primarySourceURLs":["https://github.com/windmewest/papersmart/blob/ef15d78ea03925877bdbd529a06ba53ea971e14c/papersmart-airef/SKILL.md"],"id":"RWE-1461","relevance":{"id":"RWE-1461","decision":"Core","rationale":"Retain the documented evidence function: PaperSmart citation-marker workflow verifies manuscript claims, finds source support and logs revised claim/citation decisions. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PaperSmart citation-marker workflow verifies manuscript claims, finds source support and logs revised claim/citation decisions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/windmewest/papersmart","https://github.com/windmewest/papersmart/blob/ef15d78ea03925877bdbd529a06ba53ea971e14c/papersmart-airef/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ranbot-ai/awesome-skills — pubmed-database","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed E-utilities instruction component documents Boolean/MeSH, batch retrieval and citation workflows with explicit antigravity upstream link.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ranbot-ai/awesome-skills","website":"GitHub","packages":"skills/pubmed-database/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed E-utilities instruction component documents Boolean/MeSH, batch retrieval and citation workflows with explicit antigravity upstream link."],"limitation":"Imported component; source identity requires canonical attribution, APIs and helpers not tested. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/ranbot-ai/awesome-skills","primarySourceURLs":["https://github.com/ranbot-ai/awesome-skills/blob/81bab072fa767a09caad31199ed36dc7c4950808/skills/pubmed-database/SKILL.md"],"id":"RWE-1463","relevance":{"id":"RWE-1463","decision":"Core","rationale":"Retain the documented evidence function: PubMed E-utilities instruction component documents Boolean/MeSH, batch retrieval and citation workflows with explicit antigravity upstream link. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed E-utilities instruction component documents Boolean/MeSH, batch retrieval and citation workflows with explicit antigravity upstream link.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ranbot-ai/awesome-skills","https://github.com/ranbot-ai/awesome-skills/blob/81bab072fa767a09caad31199ed36dc7c4950808/skills/pubmed-database/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"root-io-labs/open-agent-teams — arxiv-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"arXiv scholarly preprint search guide covers quantitative biology and related fields.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"root-io-labs/open-agent-teams","website":"GitHub","packages":"agent-runtime/libs/cli/examples/skills/arxiv-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["arXiv scholarly preprint search guide covers quantitative biology and related fields."],"limitation":"External search execution untested; no peer-review or comprehensive coverage claim.","url":"https://github.com/root-io-labs/open-agent-teams","primarySourceURLs":["https://github.com/Root-IO-Labs/open-agent-teams/blob/8e4fd72eb7d9fddb90cb3c9e3b1a6ec72f8adead/agent-runtime/libs/cli/examples/skills/arxiv-search/SKILL.md"],"id":"RWE-1464","relevance":{"id":"RWE-1464","decision":"Core","rationale":"Retain the documented evidence function: arXiv scholarly preprint search guide covers quantitative biology and related fields. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"arXiv scholarly preprint search guide covers quantitative biology and related fields.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/root-io-labs/open-agent-teams","https://github.com/Root-IO-Labs/open-agent-teams/blob/8e4fd72eb7d9fddb90cb3c9e3b1a6ec72f8adead/agent-runtime/libs/cli/examples/skills/arxiv-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tencentcloud/octop — medical-source-failover","kind":"Skill","category":"Regulatory & Product Data","summary":"Medical source failover workflow verifies document identity when routing Chinese guidelines/regulatory sources to originals or alternate copies.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tencentcloud/octop","website":"GitHub","packages":"src/octop/infra/agents/experts/library/clinical-learning-subscription/skills/medical-source-failover/SKILL.md","workflowFit":["Regulatory & Product Data"],"capabilities":["Medical source failover workflow verifies document identity when routing Chinese guidelines/regulatory sources to originals or alternate copies."],"limitation":"Fallback mirrors are not independent evidence; version identity and source authority must be checked.","url":"https://github.com/tencentcloud/octop","primarySourceURLs":["https://github.com/TencentCloud/Octop/blob/deb7ac81e89b8779fec59378684582efcde70d43/src/octop/infra/agents/experts/library/clinical-learning-subscription/skills/medical-source-failover/SKILL.md","https://github.com/TencentCloud/Octop/blob/a3b70676d09d235b55ed171cbd2bb4901e9b5a19/src/octop/infra/agents/experts/library/clinical-learning-subscription/skills/medical-source-failover/SKILL.md"],"id":"RWE-1466","relevance":{"id":"RWE-1466","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Medical source failover workflow verifies document identity when routing Chinese guidelines/regulatory sources to originals or alternate copies.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/TencentCloud/Octop/blob/deb7ac81e89b8779fec59378684582efcde70d43/src/octop/infra/agents/experts/library/clinical-learning-subscription/skills/medical-source-failover/SKILL.md","https://github.com/TencentCloud/Octop/blob/a3b70676d09d235b55ed171cbd2bb4901e9b5a19/src/octop/infra/agents/experts/library/clinical-learning-subscription/skills/medical-source-failover/SKILL.md"],"reviewGroup":"health-product-and-safety-data"}},{"name":"baranzinilab/biorouter-skills — causal-identification-gates","kind":"Skill","category":"Causal Inference & Analytics","summary":"Causal-design assumption review checklist","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"baranzinilab/biorouter-skills","website":"GitHub","packages":"causal-identification-gates/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal-design assumption review checklist","Design-specific diagnostics planning","Structured causal-claim review output"],"limitation":"A checklist pass cannot establish untestable assumptions or certify causal validity; no estimator was run. Other discovered, held or excluded components are outside this approval. Excluded from approval — systematic-review-prisma: The declaration lists PICO, screening, PRISMA, extraction and risk-of-bias operations, but the body is a general intake/routing/provenance/output skeleton without a review-specific search, screening or extraction procedure. Related routes are pointers rather than verified implementation of these claims. Excluded from approval — causal-heterogeneity-policy-learning: The declaration names CATE, causal forests, policy learning and conformal causal inference, but the body supplies only generic design/provenance/reproducibility gates and routing. It does not document the promised component-specific procedure or estimator interface.","url":"https://github.com/baranzinilab/biorouter-skills","primarySourceURLs":["https://github.com/BaranziniLab/biorouter-skills/blob/d4930ef3d44f2919101314b4f34d66a1be16ec9c/causal-identification-gates/SKILL.md"],"id":"RWE-1467","relevance":{"id":"RWE-1467","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Causal-design assumption review checklist; Design-specific diagnostics planning; Structured causal-claim review output","evidenceLevel":"published-card","evidenceRefs":["https://github.com/BaranziniLab/biorouter-skills/blob/d4930ef3d44f2919101314b4f34d66a1be16ec9c/causal-identification-gates/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"daylily-huang/scholarflow — literature-synthesis","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature synthesis workflow compares verified evidence units, maps disagreements and records claim-level consensus boundaries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"daylily-huang/scholarflow","website":"GitHub","packages":"skills/literature-synthesis/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature synthesis workflow compares verified evidence units, maps disagreements and records claim-level consensus boundaries."],"limitation":"Custom consensus taxonomy not validated evidence certainty;23 linked modules not individually reviewed.","url":"https://github.com/daylily-huang/scholarflow","primarySourceURLs":["https://github.com/Daylily-Huang/ScholarFlow/blob/c90e8e2c908fb9ae5c078710a93e92c50da9542c/skills/literature-synthesis/SKILL.md"],"id":"RWE-1469","relevance":{"id":"RWE-1469","decision":"Core","rationale":"Retain the documented evidence function: Literature synthesis workflow compares verified evidence units, maps disagreements and records claim-level consensus boundaries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature synthesis workflow compares verified evidence units, maps disagreements and records claim-level consensus boundaries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/daylily-huang/scholarflow","https://github.com/Daylily-Huang/ScholarFlow/blob/c90e8e2c908fb9ae5c078710a93e92c50da9542c/skills/literature-synthesis/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"thurlow-research/researchclaudecodeskills — zotero","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Query research libraries, notes, PDFs and bibliographies.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thurlow-research/researchclaudecodeskills","website":"GitHub","packages":"desktop/skills/zotero/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Query research libraries, notes, PDFs and bibliographies."],"limitation":"Requires library credentials; count and export correctness untested.","url":"https://github.com/thurlow-research/researchclaudecodeskills","primarySourceURLs":["https://github.com/thurlow-research/ResearchClaudeCodeSkills/blob/f8e9a175797c3d95d3cbb6da71436349f312b7ad/desktop/skills/zotero/SKILL.md"],"id":"RWE-1470","relevance":{"id":"RWE-1470","decision":"Core","rationale":"Retain the documented evidence function: Query research libraries, notes, PDFs and bibliographies. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Query research libraries, notes, PDFs and bibliographies.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/thurlow-research/researchclaudecodeskills","https://github.com/thurlow-research/ResearchClaudeCodeSkills/blob/f8e9a175797c3d95d3cbb6da71436349f312b7ad/desktop/skills/zotero/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"trompetilla/skills — pubmed-edirect, literature-search","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/killgfat/pubmed-edirect/SKILL.md: NCBI EDirect guide documents PubMed search/fetch/link/extract workflows.; skills/jpjy/literature-search/SKILL.md: Literature search guide defines scope and compiles scholarly citations across named indexes.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"trompetilla/skills","website":"GitHub","packages":"skills/killgfat/pubmed-edirect/SKILL.md; skills/jpjy/literature-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/killgfat/pubmed-edirect/SKILL.md: NCBI EDirect guide documents PubMed search/fetch/link/extract workflows.","skills/jpjy/literature-search/SKILL.md: Literature search guide defines scope and compiles scholarly citations across named indexes."],"limitation":"pubmed-edirect: Requires locally installed official tools and configured contact/key; retrieval not runtime tested. literature-search: Listed sources require actual access; instruction to think deeply is not evidence quality or completeness.","url":"https://github.com/trompetilla/skills","primarySourceURLs":["https://github.com/Trompetilla/Skills/blob/a4277979986e03177b86838f836c5d69c11e8052/skills/killgfat/pubmed-edirect/SKILL.md","https://github.com/Trompetilla/Skills/blob/a4277979986e03177b86838f836c5d69c11e8052/skills/jpjy/literature-search/SKILL.md"],"id":"RWE-1471","relevance":{"id":"RWE-1471","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/killgfat/pubmed-edirect/SKILL.md: NCBI EDirect guide documents PubMed search/fetch/link/extract workflows.; skills/jpjy/literature-search/SKILL.md: Literature search guide defines scope and compiles scholarly citations across named indexes. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/killgfat/pubmed-edirect/SKILL.md: NCBI EDirect guide documents PubMed search/fetch/link/extract workflows.; skills/jpjy/literature-search/SKILL.md: Literature search guide defines scope and compiles scholarly citations across named indexes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/trompetilla/skills","https://github.com/Trompetilla/Skills/blob/a4277979986e03177b86838f836c5d69c11e8052/skills/killgfat/pubmed-edirect/SKILL.md","https://github.com/Trompetilla/Skills/blob/a4277979986e03177b86838f836c5d69c11e8052/skills/jpjy/literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pjt222/agent-almanac — setup-gxp-r-project","kind":"Skill","category":"RWE Data & Analytics","summary":"Create R project validation plan, dependency lock and analysis provenance structure.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pjt222/agent-almanac","website":"GitHub","packages":"i18n/caveman/skills/setup-gxp-r-project/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Create R project validation plan, dependency lock and analysis provenance structure."],"limitation":"GxP compliance not certified; translated instruction and local regulatory context require review.","url":"https://github.com/pjt222/agent-almanac","primarySourceURLs":["https://github.com/pjt222/agent-almanac/blob/75f12aceb19b71db930bd40a9abbeb0ffbf61a7d/i18n/caveman/skills/setup-gxp-r-project/SKILL.md"],"id":"RWE-1472","relevance":{"id":"RWE-1472","decision":"Core","rationale":"Create R project validation plan, dependency lock and analysis provenance structure. The documented clinical, epidemiologic, health-economic or research-data preparation function has an explicit role in health evidence workflows; source and method limitations remain applicable.","relevanceBasis":"Create R project validation plan, dependency lock and analysis provenance structure. Limits: GxP compliance not certified; translated instruction and local regulatory context require review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pjt222/agent-almanac/blob/75f12aceb19b71db930bd40a9abbeb0ffbf61a7d/i18n/caveman/skills/setup-gxp-r-project/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"gaia-research/gaia-skill-tree — deepmind-pubmed-skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retained GitHub-rendered PubMed skill identifies google-deepmind/science-skills source and routes search/fetch/link/bulk retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gaia-research/gaia-skill-tree","website":"GitHub","packages":"evidence/research/deepmind-pubmed-skill.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retained GitHub-rendered PubMed skill identifies google-deepmind/science-skills source and routes search/fetch/link/bulk retrieval."],"limitation":"Imported page includes UI chrome; eligible source contract only and canonical attribution must point to observed primary skill.","url":"https://github.com/gaia-research/gaia-skill-tree","primarySourceURLs":["https://github.com/gaia-research/gaia-skill-tree/blob/abf41d304f35fa27bbd8e32be5f6d7d880d6b232/evidence/research/deepmind-pubmed-skill.md"],"id":"RWE-1474","relevance":{"id":"RWE-1474","decision":"Core","rationale":"Retain the documented evidence function: Retained GitHub-rendered PubMed skill identifies google-deepmind/science-skills source and routes search/fetch/link/bulk retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retained GitHub-rendered PubMed skill identifies google-deepmind/science-skills source and routes search/fetch/link/bulk retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gaia-research/gaia-skill-tree","https://github.com/gaia-research/gaia-skill-tree/blob/abf41d304f35fa27bbd8e32be5f6d7d880d6b232/evidence/research/deepmind-pubmed-skill.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ocean326/butler — europepmc-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Europe PMC REST adapter documents biomedical literature query and structured results.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ocean326/butler","website":"GitHub","packages":"butler_main/platform/skills/pool/research/europepmc-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Europe PMC REST adapter documents biomedical literature query and structured results."],"limitation":"External API availability and actual runtime untested; metadata/abstract retrieval not evidence appraisal.","url":"https://github.com/ocean326/butler","primarySourceURLs":["https://github.com/Ocean326/Butler/blob/80d595b11e735bef739da0ab521a4227defb4d2c/butler_main/platform/skills/pool/research/europepmc-search/SKILL.md"],"id":"RWE-1476","relevance":{"id":"RWE-1476","decision":"Core","rationale":"Retain the documented evidence function: Europe PMC REST adapter documents biomedical literature query and structured results. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Europe PMC REST adapter documents biomedical literature query and structured results.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ocean326/butler","https://github.com/Ocean326/Butler/blob/80d595b11e735bef739da0ab521a4227defb4d2c/butler_main/platform/skills/pool/research/europepmc-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cloudwide851/latotex — systematic-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Systematic review protocol records exact queries, stable screening IDs, effect estimates and bias limitations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cloudwide851/latotex","website":"GitHub","packages":"src-tauri/resources/core/skills/systematic-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Systematic review protocol records exact queries, stable screening IDs, effect estimates and bias limitations."],"limitation":"Instruction component; actual searching and independent study appraisal required.","url":"https://github.com/cloudwide851/latotex","primarySourceURLs":["https://github.com/CloudWide851/LatoTex/blob/563efd1c5de467c2c1b4574206ce734308ce13fb/src-tauri/resources/core/skills/systematic-review/SKILL.md"],"id":"RWE-1478","relevance":{"id":"RWE-1478","decision":"Core","rationale":"Retain the documented evidence function: Systematic review protocol records exact queries, stable screening IDs, effect estimates and bias limitations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Systematic review protocol records exact queries, stable screening IDs, effect estimates and bias limitations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cloudwide851/latotex","https://github.com/CloudWide851/LatoTex/blob/563efd1c5de467c2c1b4574206ce734308ce13fb/src-tauri/resources/core/skills/systematic-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mvanhorn/printing-press-library — clinical-trials","kind":"Skill","category":"Trials & Study Design","summary":"Search and normalize trial registries with local SQLite analysis.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mvanhorn/printing-press-library","website":"GitHub","packages":"library/health/clinical-trials/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Search and normalize trial registries with local SQLite analysis."],"limitation":"Author attribution laci141 retained; CLI availability and aggregation accuracy untested.","url":"https://github.com/mvanhorn/printing-press-library","primarySourceURLs":["https://github.com/mvanhorn/printing-press-library/blob/cb65c2a2b608fd4dfd5d5c5fc7735885dc3bd9a7/library/health/clinical-trials/SKILL.md","https://github.com/mvanhorn/printing-press-library/blob/60351630b3d94c016faa7bfb65102e109da086c9/library/health/clinical-trials/SKILL.md","https://github.com/mvanhorn/printing-press-library/blob/2b87319504a5e87ddc430ea6385f05c6d202b720/library/health/clinical-trials/SKILL.md"],"id":"RWE-1479","relevance":{"id":"RWE-1479","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Search and normalize trial registries with local SQLite analysis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mvanhorn/printing-press-library/blob/cb65c2a2b608fd4dfd5d5c5fc7735885dc3bd9a7/library/health/clinical-trials/SKILL.md","https://github.com/mvanhorn/printing-press-library/blob/60351630b3d94c016faa7bfb65102e109da086c9/library/health/clinical-trials/SKILL.md","https://github.com/mvanhorn/printing-press-library/blob/2b87319504a5e87ddc430ea6385f05c6d202b720/library/health/clinical-trials/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"glebis/claude-skills — health-data, doctorg","kind":"Skill collection","category":"Clinical Data & Interoperability","summary":"Reviewed components: health-data/SKILL.md: Apple Health SQLite query component exports vitals/activity/sleep and FHIR Observation bundles.; doctorg/SKILL.md: DoctorG source-search workflow reports health evidence with source-tier and uncertainty labels.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"glebis/claude-skills","website":"GitHub","packages":"health-data/SKILL.md; doctorg/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["health-data/SKILL.md: Apple Health SQLite query component exports vitals/activity/sleep and FHIR Observation bundles.","doctorg/SKILL.md: DoctorG source-search workflow reports health evidence with source-tier and uncertainty labels."],"limitation":"health-data: Single local dataset assumptions and LOINC mappings need checking; descriptive data export not clinical interpretation. doctorg: Eligible literature research lane only; GRADE-inspired rubric not formal certainty and personalized wellness advice not validated.","url":"https://github.com/glebis/claude-skills","primarySourceURLs":["https://github.com/glebis/claude-skills/blob/d0bc2063d00d9d1a76d9fde5cd098fd8c92a68bc/health-data/SKILL.md","https://github.com/glebis/claude-skills/blob/d0bc2063d00d9d1a76d9fde5cd098fd8c92a68bc/doctorg/SKILL.md"],"id":"RWE-1480","relevance":{"id":"RWE-1480","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"health-data/SKILL.md: Apple Health SQLite query component exports vitals/activity/sleep and FHIR Observation bundles.; doctorg/SKILL.md: DoctorG source-search workflow reports health evidence with source-tier and uncertainty labels.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/glebis/claude-skills/blob/d0bc2063d00d9d1a76d9fde5cd098fd8c92a68bc/health-data/SKILL.md","https://github.com/glebis/claude-skills/blob/d0bc2063d00d9d1a76d9fde5cd098fd8c92a68bc/doctorg/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"andrewsu/translator-nde — nde-discovery-api","kind":"Skill","category":"RWE Data & Analytics","summary":"NIAID Data Ecosystem API guide searches/retrieves datasets, studies and computational resources with typed filters.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"andrewsu/translator-nde","website":"GitHub","packages":".claude/skills/nde-discovery-api/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["NIAID Data Ecosystem API guide searches/retrieves datasets, studies and computational resources with typed filters."],"limitation":"Index counts and staging features may differ; discovery does not establish dataset access or validity.","url":"https://github.com/andrewsu/translator-nde","primarySourceURLs":["https://github.com/andrewsu/translator-nde/blob/3cb546152c0d0ccfed1e9a9348af5f75e55be781/.claude/skills/nde-discovery-api/SKILL.md"],"id":"RWE-1481","relevance":{"id":"RWE-1481","decision":"Core","rationale":"NIAID Data Ecosystem API guide searches/retrieves datasets, studies and computational resources with typed filters. The documented clinical, epidemiologic, health-economic or research-data preparation function has an explicit role in health evidence workflows; source and method limitations remain applicable.","relevanceBasis":"NIAID Data Ecosystem API guide searches/retrieves datasets, studies and computational resources with typed filters. Limits: Index counts and staging features may differ; discovery does not establish dataset access or validity.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/andrewsu/translator-nde/blob/3cb546152c0d0ccfed1e9a9348af5f75e55be781/.claude/skills/nde-discovery-api/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"jmandel/ehi-to-fhir — health-record-assistant","kind":"Skill","category":"Clinical Data & Interoperability","summary":"SMART on FHIR health-record assistant retrieves portal records and preserves note/structured-resource provenance for questions.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jmandel/ehi-to-fhir","website":"GitHub","packages":"report/health-record-assistant/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["SMART on FHIR health-record assistant retrieves portal records and preserves note/structured-resource provenance for questions."],"limitation":"Authorized individual-record access only; summaries are not clinical judgments or validated population analysis.","url":"https://github.com/jmandel/ehi-to-fhir","primarySourceURLs":["https://github.com/jmandel/ehi-to-fhir/blob/e86e00ca322174c520d4e682457a20dd913033cb/report/health-record-assistant/SKILL.md"],"id":"RWE-1483","relevance":{"id":"RWE-1483","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"SMART on FHIR health-record assistant retrieves portal records and preserves note/structured-resource provenance for questions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jmandel/ehi-to-fhir/blob/e86e00ca322174c520d4e682457a20dd913033cb/report/health-record-assistant/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"maziyarpanahi/openmed — extract-clinical-entities-to-fhir","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Clinical entity-extraction workflow guidance","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"maziyarpanahi/openmed","website":"GitHub","packages":"skills/extract-clinical-entities-to-fhir/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Clinical entity-extraction workflow guidance","FHIR R4 resource and Bundle mapping example"],"limitation":"The synthetic example is not validated clinical fact extraction. Labels, negation, temporality, status, model performance and receiver profiles require independent checks; no model executed.","url":"https://github.com/maziyarpanahi/openmed","primarySourceURLs":["https://github.com/maziyarpanahi/openmed/blob/5d1b8e20ba0761ee3c502093aca20ce62339b992/skills/extract-clinical-entities-to-fhir/SKILL.md"],"id":"RWE-1485","relevance":{"id":"RWE-1485","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Clinical entity-extraction workflow guidance; FHIR R4 resource and Bundle mapping example","evidenceLevel":"published-card","evidenceRefs":["https://github.com/maziyarpanahi/openmed/blob/5d1b8e20ba0761ee3c502093aca20ce62339b992/skills/extract-clinical-entities-to-fhir/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"valency-oss/valency-claude-plugin — similar","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Valency similar-paper adapter resolves identifiers and retrieves/enriches semantic neighbors.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"valency-oss/valency-claude-plugin","website":"GitHub","packages":"plugins/valency/skills/similar/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Valency similar-paper adapter resolves identifiers and retrieves/enriches semantic neighbors."],"limitation":"Similarity is retrieval relevance, not evidence quality; index coverage and backend access required.","url":"https://github.com/valency-oss/valency-claude-plugin","primarySourceURLs":["https://github.com/valency-oss/valency-claude-plugin/blob/77be33e8bfcb137305e71bbbf91d6a1eeb729c92/plugins/valency/skills/similar/SKILL.md"],"id":"RWE-1486","relevance":{"id":"RWE-1486","decision":"Core","rationale":"Retain the documented evidence function: Valency similar-paper adapter resolves identifiers and retrieves/enriches semantic neighbors. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Valency similar-paper adapter resolves identifiers and retrieves/enriches semantic neighbors.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/valency-oss/valency-claude-plugin","https://github.com/valency-oss/valency-claude-plugin/blob/77be33e8bfcb137305e71bbbf91d6a1eeb729c92/plugins/valency/skills/similar/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rituchakrawarty/verdikt — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Verdikt investigates aging-related drugs/genes/diseases across targets,trials,ChEMBL,PubMed and openFDA with claim links.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rituchakrawarty/verdikt","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Verdikt investigates aging-related drugs/genes/diseases across targets,trials,ChEMBL,PubMed and openFDA with claim links."],"limitation":"Confidence scores are model judgments, not calibrated probabilities or investment/clinical recommendations.","url":"https://github.com/rituchakrawarty/verdikt","primarySourceURLs":["https://github.com/rituchakrawarty/verdikt/blob/8b34d13bf22ceb827103749a4fc947f346706223/SKILL.md"],"id":"RWE-1487","relevance":{"id":"RWE-1487","decision":"Core","rationale":"Retain the documented evidence function: Clinical-trial, PubMed and openFDA source retrieval/claim links only; molecular target ranking and confidence scores excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinical-trial, PubMed and openFDA source retrieval/claim links only; molecular target ranking and confidence scores excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rituchakrawarty/verdikt","https://github.com/rituchakrawarty/verdikt/blob/8b34d13bf22ceb827103749a4fc947f346706223/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"goldenzero/skills — care-program-effectiveness","kind":"Skill","category":"RWE Data & Analytics","summary":"Care-program evaluation guide specifies cohorts, comparison groups, outcomes and cost-effectiveness reporting.","tags":["Health economics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"goldenzero/skills","website":"GitHub","packages":"skills/care-program-effectiveness/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Care-program evaluation guide specifies cohorts, comparison groups, outcomes and cost-effectiveness reporting."],"limitation":"Pre/post trends and matching require identifying assumptions; dose-response and ROI do not by themselves establish causality. Other discovered, held or excluded components are outside this approval. Excluded from approval — outcomes-attribution: Outcomes attribution mixes DiD/IV/ITS with multi-touch allocation of credit across interventions without establishing common causal estimand or identification contract. Excluded from approval — no-show-risk-predictor: Exact normalized instruction body matches retained prior decision; no new authored component approval. Predictive-model recipe names a temporal split and calibration check, but operational probability tiers, AUC minimum and 0.5–0.8 overbooking factor lack validation or decision-cost rationale; no trained…","url":"https://github.com/goldenzero/skills","primarySourceURLs":["https://github.com/GoldenZero/skills/blob/b831b5d365cf911457a4ccb062a0e72b8b265ba6/skills/care-program-effectiveness/SKILL.md"],"id":"RWE-1488","relevance":{"id":"RWE-1488","decision":"Core","rationale":"Care-program evaluation guide specifies cohorts, comparison groups, outcomes and cost-effectiveness reporting. The documented clinical, epidemiologic, health-economic or research-data preparation function has an explicit role in health evidence workflows; source and method limitations remain applicable.","relevanceBasis":"Care-program evaluation guide specifies cohorts, comparison groups, outcomes and cost-effectiveness reporting. Limits: Pre/post trends and matching require identifying assumptions; dose-response and ROI do not by themselves establish causality. Other discovered, held or excluded components are outside this approval. Excluded from approval — outcomes-attribution: Outcomes attribution mixes DiD/IV/ITS with multi-touch allocation of credit across interventions without establishing common causal estimand or identification contract. Excluded from approval — no-show-risk-predictor: Exact normalized instruction body matches retained prior decision; no new authored component approval. Predictive-model recipe names a temporal split and calibration check, but operational probability tiers, AUC minimum and 0.5–0.8 overbooking factor lack validation or decision-cost rationale; no trained…","evidenceLevel":"published-card","evidenceRefs":["https://github.com/GoldenZero/skills/blob/b831b5d365cf911457a4ccb062a0e72b8b265ba6/skills/care-program-effectiveness/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"taiwer/openclinicx-skills — paper-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"OpenClinicX paper client documents PubMed/Europe PMC metadata/full text, identifier mapping, MeSH and citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"taiwer/openclinicx-skills","website":"GitHub","packages":"skills测试/paper-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenClinicX paper client documents PubMed/Europe PMC metadata/full text, identifier mapping, MeSH and citations."],"limitation":"External source availability and bundled Python implementation not tested; full-text access limited by providers.","url":"https://github.com/taiwer/openclinicx-skills","primarySourceURLs":["https://github.com/taiwer/openclinicx-skills/blob/a5d8e2d92d69a64266162645bfa9bd304906e87c/skills测试/paper-research/SKILL.md"],"id":"RWE-1489","relevance":{"id":"RWE-1489","decision":"Core","rationale":"Retain the documented evidence function: OpenClinicX paper client documents PubMed/Europe PMC metadata/full text, identifier mapping, MeSH and citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenClinicX paper client documents PubMed/Europe PMC metadata/full text, identifier mapping, MeSH and citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/taiwer/openclinicx-skills","https://github.com/taiwer/openclinicx-skills/blob/a5d8e2d92d69a64266162645bfa9bd304906e87c/skills测试/paper-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"meiyou666/research-skills-system — audit-research-evidence","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Evidence audit workflow aligns source populations/denominators and separates reported results, inference and missing content in dossiers.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"meiyou666/research-skills-system","website":"GitHub","packages":"skills/audit-research-evidence/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Evidence audit workflow aligns source populations/denominators and separates reported results, inference and missing content in dossiers."],"limitation":"Bounded primary-source set; appraisal cannot fill unavailable evidence or prove generalizability.","url":"https://github.com/meiyou666/research-skills-system","primarySourceURLs":["https://github.com/meiyou666/research-skills-system/blob/6370a59c728febae3560321af2769681aed3c732/skills/audit-research-evidence/SKILL.md"],"id":"RWE-1491","relevance":{"id":"RWE-1491","decision":"Core","rationale":"Retain the documented evidence function: Evidence audit workflow aligns source populations/denominators and separates reported results, inference and missing content in dossiers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Evidence audit workflow aligns source populations/denominators and separates reported results, inference and missing content in dossiers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/meiyou666/research-skills-system","https://github.com/meiyou666/research-skills-system/blob/6370a59c728febae3560321af2769681aed3c732/skills/audit-research-evidence/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"duskmoon314/keine — semantic-scholar","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Semantic Scholar API guide searches papers, resolves identifiers and retrieves author/citation/reference metadata.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"duskmoon314/keine","website":"GitHub","packages":"skills/analysis/semantic-scholar/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Semantic Scholar API guide searches papers, resolves identifiers and retrieves author/citation/reference metadata."],"limitation":"Metadata only; endpoint access and complete citation graph coverage not tested.","url":"https://github.com/duskmoon314/keine","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/analysis/semantic-scholar/SKILL.md"],"id":"RWE-1492","relevance":{"id":"RWE-1492","decision":"Core","rationale":"Retain the documented evidence function: Semantic Scholar API guide searches papers, resolves identifiers and retrieves author/citation/reference metadata. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Semantic Scholar API guide searches papers, resolves identifiers and retrieves author/citation/reference metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/duskmoon314/keine","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/analysis/semantic-scholar/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nightwalkie/find-paper-pdf — find-paper-PDF","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed author/institution search workflow downloads available PDFs and reports unresolved papers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nightwalkie/find-paper-pdf","website":"GitHub","packages":"skills/find-paper-PDF/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed author/institution search workflow downloads available PDFs and reports unresolved papers."],"limitation":"Fuzzy affiliation attribution and LLM outlier screening require human verification; failed downloads remain explicit.","url":"https://github.com/nightwalkie/find-paper-pdf","primarySourceURLs":["https://github.com/Nightwalkie/find-paper-PDF/blob/501c1576f7da8bb102c87b6162896cc9a2529b2e/skills/find-paper-PDF/SKILL.md"],"id":"RWE-1495","relevance":{"id":"RWE-1495","decision":"Core","rationale":"Retain the documented evidence function: PubMed author/institution search workflow downloads available PDFs and reports unresolved papers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed author/institution search workflow downloads available PDFs and reports unresolved papers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nightwalkie/find-paper-pdf","https://github.com/Nightwalkie/find-paper-PDF/blob/501c1576f7da8bb102c87b6162896cc9a2529b2e/skills/find-paper-PDF/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cyryxlabs/aexos-engine — cochrane","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Evidence synthesis auditor instruction includes RoB2/ROBINS-I questions and GRADE/meta-analysis planning.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cyryxlabs/aexos-engine","website":"GitHub","packages":".claude/skills/AEXOS/squads/deep-research/cochrane/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Evidence synthesis auditor instruction includes RoB2/ROBINS-I questions and GRADE/meta-analysis planning."],"limitation":"Persona framing gives no Cochrane endorsement; selected methods require actual source appraisal and trained judgment.","url":"https://github.com/cyryxlabs/aexos-engine","primarySourceURLs":["https://github.com/CyryxLabs/aexos-engine/blob/5342f5a7c1ab6212087da2011265c11f1002503f/.claude/skills/AEXOS/squads/deep-research/cochrane/SKILL.md"],"id":"RWE-1496","relevance":{"id":"RWE-1496","decision":"Core","rationale":"Retain the documented evidence function: Evidence synthesis auditor instruction includes RoB2/ROBINS-I questions and GRADE/meta-analysis planning. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Evidence synthesis auditor instruction includes RoB2/ROBINS-I questions and GRADE/meta-analysis planning.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cyryxlabs/aexos-engine","https://github.com/CyryxLabs/aexos-engine/blob/5342f5a7c1ab6212087da2011265c11f1002503f/.claude/skills/AEXOS/squads/deep-research/cochrane/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"psotob91/health-r-coding-standards — health-r-coding-standards","kind":"Skill","category":"RWE Data & Analytics","summary":"Health R research workflow specifies reproducible scripts, data-scale planning, QC manifests and rerun checks for epidemiologic studies.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"psotob91/health-r-coding-standards","website":"GitHub","packages":".agents/skills/health-r-coding-standards/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Health R research workflow specifies reproducible scripts, data-scale planning, QC manifests and rerun checks for epidemiologic studies."],"limitation":"Coding/provenance support only; linked statistical standards and analytic outcomes not independently validated.","url":"https://github.com/psotob91/health-r-coding-standards","primarySourceURLs":["https://github.com/psotob91/health-r-coding-standards/blob/b033b1f82bee9c6a5fabeace0c7abde883c37db7/.agents/skills/health-r-coding-standards/SKILL.md"],"id":"RWE-1497","relevance":{"id":"RWE-1497","decision":"Core","rationale":"Health R research workflow specifies reproducible scripts, data-scale planning, QC manifests and rerun checks for epidemiologic studies. The documented clinical, epidemiologic, health-economic or research-data preparation function has an explicit role in health evidence workflows; source and method limitations remain applicable.","relevanceBasis":"Health R research workflow specifies reproducible scripts, data-scale planning, QC manifests and rerun checks for epidemiologic studies. Limits: Coding/provenance support only; linked statistical standards and analytic outcomes not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/psotob91/health-r-coding-standards/blob/b033b1f82bee9c6a5fabeace0c7abde883c37db7/.agents/skills/health-r-coding-standards/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"datatak/educational-llm-research-skill — root skill","kind":"Skill","category":"Trials & Study Design","summary":"Educational LLM study guide specifies experimental units, model/prompt provenance, human-rating reliability and validity checks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"datatak/educational-llm-research-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Educational LLM study guide specifies experimental units, model/prompt provenance, human-rating reliability and validity checks."],"limitation":"Does not replace causal, psychometric or ethics expertise; experiments and statistical implementation untested.","url":"https://github.com/datatak/educational-llm-research-skill","primarySourceURLs":["https://github.com/DataTak/educational-llm-research-skill/blob/a17579ec8ea8c82086f50d21e61b2292ea1c40a5/SKILL.md"],"id":"RWE-1498","relevance":{"id":"RWE-1498","decision":"Core","rationale":"Experimental units and human-rating reliability and validity checks provide explicit general study-design and measurement support; the educational LLM setting does not validate clinical transfer.","relevanceBasis":"Educational LLM study guide specifies experimental units, model/prompt provenance, human-rating reliability and validity checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/DataTak/educational-llm-research-skill/blob/a17579ec8ea8c82086f50d21e61b2292ea1c40a5/SKILL.md"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"letta-ai/skills — bn-fit-modify","kind":"Skill","category":"RWE Data & Analytics","summary":"Bayesian network instruction component documents structure/parameter learning and interventions under graph assumptions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"letta-ai/skills","website":"GitHub","packages":"skills/data/bn-fit-modify/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Bayesian network instruction component documents structure/parameter learning and interventions under graph assumptions."],"limitation":"Observational data generally identify equivalence classes rather than unique causal DAGs; intervention meaning requires external assumptions.","url":"https://github.com/letta-ai/skills","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/bn-fit-modify/SKILL.md"],"id":"RWE-1499","relevance":{"id":"RWE-1499","decision":"Core","rationale":"Bayesian network instruction component documents structure/parameter learning and interventions under graph assumptions. The actual component provides an identifiable statistical, causal, survival, survey-preparation or epidemiologic method; only that stated method scope is Core.","relevanceBasis":"Bayesian network instruction component documents structure/parameter learning and interventions under graph assumptions. Limits: Observational data generally identify equivalence classes rather than unique causal DAGs; intervention meaning requires external assumptions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/bn-fit-modify/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"axiomorient/skillsplugin — scientific-research-lookup, clinical-decision-support","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: plugins/scientific-literature/skills/scientific-research-lookup/SKILL.md: AMA mobile research adapter routes queries to scholarly metadata lookup intents with named database choices.; plugins/scientific-clinical-compliance/skills/clinical-decision-support/SKILL.md: Structure clinical research documentation drafts with evidence summaries, population scope and explicit limitations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"axiomorient/skillsplugin","website":"GitHub","packages":"plugins/scientific-literature/skills/scientific-research-lookup/SKILL.md; plugins/scientific-clinical-compliance/skills/clinical-decision-support/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["plugins/scientific-literature/skills/scientific-research-lookup/SKILL.md: AMA mobile research adapter routes queries to scholarly metadata lookup intents with named database choices.","plugins/scientific-clinical-compliance/skills/clinical-decision-support/SKILL.md: Structure clinical research documentation drafts with evidence summaries, population scope and explicit limitations."],"limitation":"scientific-research-lookup: Host-specific interface; remote execution and downstream desktop replacements not tested. clinical-decision-support: Mobile documentation-only adaptation; no local computation, PDF publishing, patient care, clinical/statistical validation or whole K-Dense toolkit approval. Original K-Dense lineage is declared; distinct mobile constraints retained. Other discovered, held or excluded components are outside this approval. Excluded from approval — bgpt-paper-search: BGPT paper-search declaration replaced by generic AMA mobile lookup flow and unverified25-field/full-text extraction claims. Excluded from approval — pyhealth: PyHealth mobile wrapper removes local execution and has no established remote provider for promised EHR training/analysis. Excluded from approval — biopython: Mobile wrapper only defines remote-job preflight with hasRemoteProvider false and no job submission/execution interface.","url":"https://github.com/axiomorient/skillsplugin","primarySourceURLs":["https://github.com/AxiomOrient/skillsPlugin/blob/bb9ba96cfe79d459383e379bd77a5fca748d52c1/plugins/scientific-literature/skills/scientific-research-lookup/SKILL.md","https://github.com/AxiomOrient/skillsPlugin/blob/bb9ba96cfe79d459383e379bd77a5fca748d52c1/plugins/scientific-clinical-compliance/skills/clinical-decision-support/SKILL.md"],"id":"RWE-1500","relevance":{"id":"RWE-1500","decision":"Core","rationale":"Retain the documented evidence function: Named scholarly metadata lookup only; generic clinical documentation drafting is not independently Core. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Named scholarly metadata lookup only; generic clinical documentation drafting is not independently Core.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/axiomorient/skillsplugin","https://github.com/AxiomOrient/skillsPlugin/blob/bb9ba96cfe79d459383e379bd77a5fca748d52c1/plugins/scientific-literature/skills/scientific-research-lookup/SKILL.md","https://github.com/AxiomOrient/skillsPlugin/blob/bb9ba96cfe79d459383e379bd77a5fca748d52c1/plugins/scientific-clinical-compliance/skills/clinical-decision-support/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"emberwhirl/inspect-sr-skill — inspect-sr-skill","kind":"Skill","category":"Trials & Study Design","summary":"INSPECT-SR trial trustworthiness guide documents checks and domain/study judgments distinct from risk of bias and misconduct.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"emberwhirl/inspect-sr-skill","website":"GitHub","packages":"skills/inspect-sr-skill/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["INSPECT-SR trial trustworthiness guide documents checks and domain/study judgments distinct from risk of bias and misconduct."],"limitation":"Selected root framework reviewed; actual trial assessments need evidence and method application, no automatic exclusion or accusation.","url":"https://github.com/emberwhirl/inspect-sr-skill","primarySourceURLs":["https://github.com/Emberwhirl/inspect-sr-skill/blob/fc9191f54550bb2261bb8b82742ee2d87325e51a/skills/inspect-sr-skill/SKILL.md"],"id":"RWE-1502","relevance":{"id":"RWE-1502","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"INSPECT-SR trial trustworthiness guide documents checks and domain/study judgments distinct from risk of bias and misconduct.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Emberwhirl/inspect-sr-skill/blob/fc9191f54550bb2261bb8b82742ee2d87325e51a/skills/inspect-sr-skill/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"shaoniandelilian/bighealthdatawarehouse — product-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Product research workflow includes source-backed clinical ingredient evidence review and study comparison.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shaoniandelilian/bighealthdatawarehouse","website":"GitHub","packages":"Services/product-research/skills/product-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Product research workflow includes source-backed clinical ingredient evidence review and study comparison."],"limitation":"Eligible evidence-review lane only; market scraping and formula recommendations are not clinical validation, downstream dosing claims not approved.","url":"https://github.com/shaoniandelilian/bighealthdatawarehouse","primarySourceURLs":["https://github.com/shaoniandelilian/BigHealthDataWarehouse/blob/18c762eee6de86e87274c33cd502ddc22657ebed/Services/product-research/skills/product-research/SKILL.md"],"id":"RWE-1503","relevance":{"id":"RWE-1503","decision":"Core","rationale":"Retain the documented evidence function: Clinical ingredient evidence retrieval and study comparison only; commercial product research/formulation excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinical ingredient evidence retrieval and study comparison only; commercial product research/formulation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shaoniandelilian/bighealthdatawarehouse","https://github.com/shaoniandelilian/BigHealthDataWarehouse/blob/18c762eee6de86e87274c33cd502ddc22657ebed/Services/product-research/skills/product-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"k-dense-ai/mimeo — judea-pearl","kind":"Skill","category":"Causal Inference & Analytics","summary":"Causal reasoning guide distinguishes association, intervention and counterfactual questions using structural models.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"k-dense-ai/mimeo","website":"GitHub","packages":"output/judea-pearl/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal reasoning guide distinguishes association, intervention and counterfactual questions using structural models."],"limitation":"Conceptual guidance; persona does not imply author endorsement and identification assumptions require domain evidence.","url":"https://github.com/k-dense-ai/mimeo","primarySourceURLs":["https://github.com/K-Dense-AI/mimeo/blob/a4cea1842a24515cda354a3aa9eb9763677a3cdd/output/judea-pearl/SKILL.md"],"id":"RWE-1504","relevance":{"id":"RWE-1504","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Causal reasoning guide distinguishes association, intervention and counterfactual questions using structural models.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/K-Dense-AI/mimeo/blob/a4cea1842a24515cda354a3aa9eb9763677a3cdd/output/judea-pearl/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"royyu0509/auto-research-monorepo — nature-academic-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic search workflow explicitly uses public APIs/WebFetch for multi-source retrieval and citation support checks.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"royyu0509/auto-research-monorepo","website":"GitHub","packages":"plugins/paper-polish-ar/skills/nature-academic-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic search workflow explicitly uses public APIs/WebFetch for multi-source retrieval and citation support checks."],"limitation":"Archived unregistered MCP is not claimed active; source access and deduplication execution required.","url":"https://github.com/royyu0509/auto-research-monorepo","primarySourceURLs":["https://github.com/RoyYu0509/auto-research-monorepo/blob/e229cd8d5c360d6bad8401308af514a3dc87f2be/plugins/paper-polish-ar/skills/nature-academic-search/SKILL.md"],"id":"RWE-1505","relevance":{"id":"RWE-1505","decision":"Core","rationale":"Retain the documented evidence function: Academic search workflow explicitly uses public APIs/WebFetch for multi-source retrieval and citation support checks. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic search workflow explicitly uses public APIs/WebFetch for multi-source retrieval and citation support checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/royyu0509/auto-research-monorepo","https://github.com/RoyYu0509/auto-research-monorepo/blob/e229cd8d5c360d6bad8401308af514a3dc87f2be/plugins/paper-polish-ar/skills/nature-academic-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jmlozano1990/cowork-starter-kit — research-synthesis","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Research synthesis guide compares claims, methods, evidence, limitations and citation networks in a structured matrix.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jmlozano1990/cowork-starter-kit","website":"GitHub","packages":"skills/research-synthesis/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research synthesis guide compares claims, methods, evidence, limitations and citation networks in a structured matrix."],"limitation":"Peer-review rigor is aspirational; matrix fields do not replace independent appraisal or calibrated certainty.","url":"https://github.com/jmlozano1990/cowork-starter-kit","primarySourceURLs":["https://github.com/jmlozano1990/Cowork-Starter-Kit/blob/3b46ce1bf0dafc2b8ad69a72e13e73aa538fb297/skills/research-synthesis/SKILL.md"],"id":"RWE-1507","relevance":{"id":"RWE-1507","decision":"Core","rationale":"Retain the documented evidence function: Research synthesis guide compares claims, methods, evidence, limitations and citation networks in a structured matrix. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research synthesis guide compares claims, methods, evidence, limitations and citation networks in a structured matrix.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jmlozano1990/cowork-starter-kit","https://github.com/jmlozano1990/Cowork-Starter-Kit/blob/3b46ce1bf0dafc2b8ad69a72e13e73aa538fb297/skills/research-synthesis/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jakakokosar/pmc-toolkit — pmc-toolkit","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PMC Toolkit resolves versions and downloads/parses OA article figures,tables,references and evidence by PMCID.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jakakokosar/pmc-toolkit","website":"GitHub","packages":"skills/pmc-toolkit/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PMC Toolkit resolves versions and downloads/parses OA article figures,tables,references and evidence by PMCID."],"limitation":"PMC OA only, not keyword search or non-PMC analysis; source extraction not scientific validation.","url":"https://github.com/jakakokosar/pmc-toolkit","primarySourceURLs":["https://github.com/JakaKokosar/pmc-toolkit/blob/e62f856eac1dc745772ca0e7f0fd9f10d8308622/skills/pmc-toolkit/SKILL.md"],"id":"RWE-1509","relevance":{"id":"RWE-1509","decision":"Core","rationale":"Retain the documented evidence function: PMC Toolkit resolves versions and downloads/parses OA article figures,tables,references and evidence by PMCID. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PMC Toolkit resolves versions and downloads/parses OA article figures,tables,references and evidence by PMCID.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jakakokosar/pmc-toolkit","https://github.com/JakaKokosar/pmc-toolkit/blob/e62f856eac1dc745772ca0e7f0fd9f10d8308622/skills/pmc-toolkit/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rd162/oss_migration — deep-research-t1","kind":"Skill","category":"RWE Data & Analytics","summary":"Research workflow records source tiers, temporal queries and graph expansion with explicit tool-availability states.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rd162/oss_migration","website":"GitHub","packages":".agents/skills/deep-research-t1/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Research workflow records source tiers, temporal queries and graph expansion with explicit tool-availability states."],"limitation":"Eligible sourced investigation only; no-tool training-knowledge fallback must not be represented as retrieved evidence or saturation.","url":"https://github.com/rd162/oss_migration","primarySourceURLs":["https://github.com/rd162/OSS_Migration/blob/328de65ad4cfe4c7a3cd9f5f4dfc2b037f0ec14c/.agents/skills/deep-research-t1/SKILL.md"],"id":"RWE-1510","relevance":{"id":"RWE-1510","decision":"Core","rationale":"Research workflow records source tiers, temporal queries and graph expansion with explicit tool-availability states. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Research workflow records source tiers, temporal queries and graph expansion with explicit tool-availability states. Limits: Eligible sourced investigation only; no-tool training-knowledge fallback must not be represented as retrieved evidence or saturation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rd162/OSS_Migration/blob/328de65ad4cfe4c7a3cd9f5f4dfc2b037f0ec14c/.agents/skills/deep-research-t1/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"klimabevaegelsen/landbruget.dk — deep-research","kind":"Skill","category":"RWE Data & Analytics","summary":"Academic research orchestrator documents question framing, source checking and cited synthesis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"klimabevaegelsen/landbruget.dk","website":"GitHub","packages":".claude/skills/deep-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Academic research orchestrator documents question framing, source checking and cited synthesis."],"limitation":"Root workflow only; optional meta-analysis and agent roles not individually validated.","url":"https://github.com/klimabevaegelsen/landbruget.dk","primarySourceURLs":["https://github.com/Klimabevaegelsen/landbruget.dk/blob/169863c91a0aca535e2f5fc2a509ce9b691d3700/.claude/skills/deep-research/SKILL.md","https://github.com/ARAVINDAN20/Claude-Research-Paper-OS/blob/3a78738dc6e9ce0e35af7a3e31b13ef8a5450026/.claude/skills/academic-research-skills/deep-research/SKILL.md","https://github.com/Klimabevaegelsen/landbruget.dk/blob/aff490b11dd38c12a9244be98a57b9374412bba7/.claude/skills/deep-research/SKILL.md"],"id":"RWE-1512","relevance":{"id":"RWE-1512","decision":"Core","rationale":"Academic research orchestrator documents question framing, source checking and cited synthesis. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Academic research orchestrator documents question framing, source checking and cited synthesis. Limits: Root workflow only; optional meta-analysis and agent roles not individually validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Klimabevaegelsen/landbruget.dk/blob/169863c91a0aca535e2f5fc2a509ce9b691d3700/.claude/skills/deep-research/SKILL.md","https://github.com/ARAVINDAN20/Claude-Research-Paper-OS/blob/3a78738dc6e9ce0e35af7a3e31b13ef8a5450026/.claude/skills/academic-research-skills/deep-research/SKILL.md","https://github.com/Klimabevaegelsen/landbruget.dk/blob/aff490b11dd38c12a9244be98a57b9374412bba7/.claude/skills/deep-research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"joe-speed/behavioural-skills — evidence-base-scoper","kind":"Skill","category":"Public health & surveillance","summary":"Behavioral evidence scoping maps prior populations and interventions before program design.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"joe-speed/behavioural-skills","website":"GitHub","packages":"skills/evidence-base-scoper/SKILL.md","workflowFit":["Public health & surveillance"],"capabilities":["Behavioral evidence scoping maps prior populations and interventions before program design."],"limitation":"Early evidence map, not complete systematic review or validated intervention recommendation.","url":"https://github.com/joe-speed/behavioural-skills","primarySourceURLs":["https://github.com/Joe-Speed/behavioural-skills/blob/614cb8792e7eae0521a4af47802e677c42b76f79/skills/evidence-base-scoper/SKILL.md"],"id":"RWE-1513","relevance":{"id":"RWE-1513","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Behavioral evidence scoping maps prior populations and interventions before program design.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Joe-Speed/behavioural-skills/blob/614cb8792e7eae0521a4af47802e677c42b76f79/skills/evidence-base-scoper/SKILL.md"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"dangeles/claude — researcher-dangeles-claude","kind":"Skill","category":"RWE Data & Analytics","summary":"Extract research parameters with species/method/context provenance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dangeles/claude","website":"GitHub","packages":"skills/analysis/researcher-dangeles-claude/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Extract research parameters with species/method/context provenance."],"limitation":"External scientific skills needed; source quality and numbers untested. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/dangeles/claude","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/analysis/researcher-dangeles-claude/SKILL.md"],"id":"RWE-1514","relevance":{"id":"RWE-1514","decision":"Core","rationale":"Extract research parameters with species/method/context provenance. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Extract research parameters with species/method/context provenance. Limits: External scientific skills needed; source quality and numbers untested. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/analysis/researcher-dangeles-claude/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"crypticpy/rdata — r-data-science","kind":"Skill","category":"RWE Data & Analytics","summary":"R research guide documents data processing, visualization and epidemiological workflows with reproducible artifacts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"crypticpy/rdata","website":"GitHub","packages":"skills/data/r-data-science/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["R research guide documents data processing, visualization and epidemiological workflows with reproducible artifacts."],"limitation":"Instruction/reference component; selected sections only, models and packages not runtime tested.","url":"https://github.com/crypticpy/rdata","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/r-data-science/SKILL.md"],"id":"RWE-1515","relevance":{"id":"RWE-1515","decision":"Core","rationale":"R research guide documents data processing, visualization and epidemiological workflows with reproducible artifacts. The actual component provides an identifiable statistical, causal, survival, survey-preparation or epidemiologic method; only that stated method scope is Core.","relevanceBasis":"R research guide documents data processing, visualization and epidemiological workflows with reproducible artifacts. Limits: Instruction/reference component; selected sections only, models and packages not runtime tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/r-data-science/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"huang-lab/linkd — linkd","kind":"Skill","category":"Clinical Data & Interoperability","summary":"LinkD CLI documents drug-target-disease evidence retrieval across binding,CRISPR,EHR,genetic and trial layers.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"huang-lab/linkd","website":"GitHub","packages":".claude/skills/linkd/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["LinkD CLI documents drug-target-disease evidence retrieval across binding,CRISPR,EHR,genetic and trial layers."],"limitation":"Weighted verdicts and labeled causal links require underlying study appraisal; EHR associations not treatment effects.","url":"https://github.com/huang-lab/linkd","primarySourceURLs":["https://github.com/Huang-lab/LinkD/blob/eedaa8898ac121ff53216a8a9d1be63f6ad91b03/.claude/skills/linkd/SKILL.md"],"id":"RWE-1517","relevance":{"id":"RWE-1517","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"LinkD CLI documents drug-target-disease evidence retrieval across binding,CRISPR,EHR,genetic and trial layers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Huang-lab/LinkD/blob/eedaa8898ac121ff53216a8a9d1be63f6ad91b03/.claude/skills/linkd/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"digitaleflex/github-cyber-scanner-pro — data-analysis","kind":"Skill","category":"Causal Inference & Analytics","summary":"Statistical analysis instruction component outlines data quality, hypothesis tests and causal-method selection.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"digitaleflex/github-cyber-scanner-pro","website":"GitHub","packages":".agents/skills/data-analysis/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Statistical analysis instruction component outlines data quality, hypothesis tests and causal-method selection."],"limitation":"General methodology scope; broad expertise claims and healthcare applicability not independently validated.","url":"https://github.com/digitaleflex/github-cyber-scanner-pro","primarySourceURLs":["https://github.com/digitaleflex/GitHub-Cyber-Scanner-Pro/blob/339ac9f0609d35ebb5539a0024fd6efaf3a54af8/.agents/skills/data-analysis/SKILL.md"],"id":"RWE-1518","relevance":{"id":"RWE-1518","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Statistical analysis instruction component outlines data quality, hypothesis tests and causal-method selection.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/digitaleflex/GitHub-Cyber-Scanner-Pro/blob/339ac9f0609d35ebb5539a0024fd6efaf3a54af8/.agents/skills/data-analysis/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"magnus919/agent-skills — data-scientist","kind":"Skill","category":"Causal Inference & Analytics","summary":"Data-scientist research workflow distinguishes causal design,estimation and sensitivity from prediction.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"magnus919/agent-skills","website":"GitHub","packages":"data-scientist/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Data-scientist research workflow distinguishes causal design,estimation and sensitivity from prediction."],"limitation":"Instruction component; PhD-level persona and method catalog not empirical validation. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/magnus919/agent-skills","primarySourceURLs":["https://github.com/magnus919/agent-skills/blob/def688dc1edc7bb1f25194250fe73259f3115ef2/data-scientist/SKILL.md"],"id":"RWE-1519","relevance":{"id":"RWE-1519","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Data-scientist research workflow distinguishes causal design,estimation and sensitivity from prediction.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/magnus919/agent-skills/blob/def688dc1edc7bb1f25194250fe73259f3115ef2/data-scientist/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"halojerry/poundingcore — scholar-megasearch","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scholar megasearch documents parallel scholarly retrieval, identifier deduplication and corpus synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"halojerry/poundingcore","website":"GitHub","packages":"crates/aionui-app/assets/builtin-skills/scholar-megasearch/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholar megasearch documents parallel scholarly retrieval, identifier deduplication and corpus synthesis."],"limitation":"Source fan-out not exhaustive coverage; external tools and completed source logs required.","url":"https://github.com/halojerry/poundingcore","primarySourceURLs":["https://github.com/halojerry/poundingcore/blob/ae2817447c26be7073f3baf4e892a8dbf5aa517b/crates/aionui-app/assets/builtin-skills/scholar-megasearch/SKILL.md"],"id":"RWE-1520","relevance":{"id":"RWE-1520","decision":"Core","rationale":"Retain the documented evidence function: Scholar megasearch documents parallel scholarly retrieval, identifier deduplication and corpus synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholar megasearch documents parallel scholarly retrieval, identifier deduplication and corpus synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/halojerry/poundingcore","https://github.com/halojerry/poundingcore/blob/ae2817447c26be7073f3baf4e892a8dbf5aa517b/crates/aionui-app/assets/builtin-skills/scholar-megasearch/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ficere/pipeline-assessment — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Pharma asset assessment workflow retrieves trials/PubMed/regulatory evidence with assumptions and risk flags.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ficere/pipeline-assessment","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pharma asset assessment workflow retrieves trials/PubMed/regulatory evidence with assumptions and risk flags."],"limitation":"Eligible clinical evidence assembly only;0–10 scores not calibrated clinical/financial probabilities and investment conclusions not validated.","url":"https://github.com/ficere/pipeline-assessment","primarySourceURLs":["https://github.com/Ficere/pipeline-assessment/blob/176c97d2335fcfdb262b4ec8095bbae9385972bb/SKILL.md"],"id":"RWE-1522","relevance":{"id":"RWE-1522","decision":"Core","rationale":"Retain the documented evidence function: Clinical-trial, PubMed and regulatory evidence assembly only; asset valuation and investment scoring excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinical-trial, PubMed and regulatory evidence assembly only; asset valuation and investment scoring excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ficere/pipeline-assessment","https://github.com/Ficere/pipeline-assessment/blob/176c97d2335fcfdb262b4ec8095bbae9385972bb/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"eunomia-bpf/research-skills — iter-review-critique","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Whole-paper critique workflow checks novelty,baselines,protocols and contradictory primary evidence with auditable reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eunomia-bpf/research-skills","website":"GitHub","packages":"skills/iter-review-critique/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Whole-paper critique workflow checks novelty,baselines,protocols and contradictory primary evidence with auditable reports."],"limitation":"Simulated reviewer judgments not independent peer review or acceptance prediction; actual source access required.","url":"https://github.com/eunomia-bpf/research-skills","primarySourceURLs":["https://github.com/eunomia-bpf/research-skills/blob/bc0de6643266152bc201efade1a5dc1f36812384/skills/iter-review-critique/SKILL.md"],"id":"RWE-1523","relevance":{"id":"RWE-1523","decision":"Core","rationale":"Retain the documented evidence function: Whole-paper critique workflow checks novelty,baselines,protocols and contradictory primary evidence with auditable reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Whole-paper critique workflow checks novelty,baselines,protocols and contradictory primary evidence with auditable reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/eunomia-bpf/research-skills","https://github.com/eunomia-bpf/research-skills/blob/bc0de6643266152bc201efade1a5dc1f36812384/skills/iter-review-critique/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"openvet-projects/vetclaw — comparative-medicine-search, comparative-oncology","kind":"Skill collection","category":"RWE Data & Analytics","summary":"Reviewed components: skills/domains/comparative-medicine-search/SKILL.md: Comparative medicine search retrieves human medical research and records cross-species applicability limits.; skills/literature/comparative-oncology/SKILL.md: Translational oncology evidence comparison across species.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openvet-projects/vetclaw","website":"GitHub","packages":"skills/domains/comparative-medicine-search/SKILL.md; skills/literature/comparative-oncology/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["skills/domains/comparative-medicine-search/SKILL.md: Comparative medicine search retrieves human medical research and records cross-species applicability limits.","skills/literature/comparative-oncology/SKILL.md: Translational oncology evidence comparison across species."],"limitation":"comparative-medicine-search: Eligible human-literature retrieval only; veterinary clinical extrapolation and treatment decisions not validated. comparative-oncology: Animal results do not establish human efficacy or safety. Other discovered, held or excluded components are outside this approval. Excluded from approval — precision-medicine-mrna-design: Veterinary mRNA guide routes canine MHC to human-oriented predictor examples without species validation and lists human CYP/SLCO pharmacogenetic variants as animal dosing guidance; published-case survival attribution unverified.","url":"https://github.com/openvet-projects/vetclaw","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/domains/comparative-medicine-search/SKILL.md","https://github.com/OpenVet-Projects/VetClaw/blob/a989b1cbf93c703bb95974616c4285c5e2098b3f/skills/literature/comparative-oncology/SKILL.md"],"id":"RWE-1524","relevance":{"id":"RWE-1524","decision":"Core","rationale":"skills/domains/comparative-medicine-search/SKILL.md: Comparative medicine search retrieves human medical research and records cross-species applicability limits.;…. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Reviewed components: skills/domains/comparative-medicine-search/SKILL.md: Comparative medicine search retrieves human medical research and records cross-species applicability limits.; skills/literature/comparative-oncology/SKILL.md: Translational oncology evidence comparison across species. Limits: comparative-medicine-search: Eligible human-literature retrieval only; veterinary clinical extrapolation and treatment decisions not validated. comparative-oncology: Animal results do not establish human efficacy or safety. Other discovered, held or excluded components are outside this approval. Excluded from approval — precision-medicine-mrna-design: Veterinary mRNA guide routes canine MHC to human-oriented predictor examples without species validation and lists human CYP/SLCO pharmacogenetic variants as animal dosing guidance; published-case survival attribution unverified.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/domains/comparative-medicine-search/SKILL.md","https://github.com/OpenVet-Projects/VetClaw/blob/a989b1cbf93c703bb95974616c4285c5e2098b3f/skills/literature/comparative-oncology/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"appsilon/mediforce — trial-metadata-extractor, adam-to-teal","kind":"Skill collection","category":"Trials & Study Design","summary":"Reviewed components: apps/protocol-to-tfl/plugins/protocol-to-tfl/skills/trial-metadata-extractor/SKILL.md: Clinical trial metadata extractor maps protocol/SAP study design,endpoints,populations and analysis plans into structured JSON.; apps/protocol-to-tfl/plugins/protocol-to-tfl/skills/adam-to-teal/SKILL.md: Generate interactive clinical trial exploration and QC apps.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"appsilon/mediforce","website":"GitHub","packages":"apps/protocol-to-tfl/plugins/protocol-to-tfl/skills/trial-metadata-extractor/SKILL.md; apps/protocol-to-tfl/plugins/protocol-to-tfl/skills/adam-to-teal/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["apps/protocol-to-tfl/plugins/protocol-to-tfl/skills/trial-metadata-extractor/SKILL.md: Clinical trial metadata extractor maps protocol/SAP study design,endpoints,populations and analysis plans into structured JSON.","apps/protocol-to-tfl/plugins/protocol-to-tfl/skills/adam-to-teal/SKILL.md: Generate interactive clinical trial exploration and QC apps."],"limitation":"trial-metadata-extractor: Extraction and mock-table planning only; source conflicts/missing fields require review and no statistical validity inferred. adam-to-teal: Requires valid ADaM datasets and R packages; app calculations not tested.","url":"https://github.com/appsilon/mediforce","primarySourceURLs":["https://github.com/Appsilon/mediforce/blob/214328c261d13722b6a8eae2422475047b549071/apps/protocol-to-tfl/plugins/protocol-to-tfl/skills/trial-metadata-extractor/SKILL.md","https://github.com/Appsilon/mediforce/blob/214328c261d13722b6a8eae2422475047b549071/apps/protocol-to-tfl/plugins/protocol-to-tfl/skills/adam-to-teal/SKILL.md"],"id":"RWE-1526","relevance":{"id":"RWE-1526","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"apps/protocol-to-tfl/plugins/protocol-to-tfl/skills/trial-metadata-extractor/SKILL.md: Clinical trial metadata extractor maps protocol/SAP study design,endpoints,populations and analysis plans into structured JSON.; apps/protocol-to-tfl/plugins/protocol-to-tfl/skills/adam-to-teal/SKILL.md: Generate interactive clinical trial exploration and QC apps.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Appsilon/mediforce/blob/214328c261d13722b6a8eae2422475047b549071/apps/protocol-to-tfl/plugins/protocol-to-tfl/skills/trial-metadata-extractor/SKILL.md","https://github.com/Appsilon/mediforce/blob/214328c261d13722b6a8eae2422475047b549071/apps/protocol-to-tfl/plugins/protocol-to-tfl/skills/adam-to-teal/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"derekleec/econ-management-auto-research — econ-auto-research-pipeline","kind":"Skill","category":"RWE Data & Analytics","summary":"Empirical economics research workflow coordinates literature,design gates,Stata artifacts and replication/integrity review.","tags":["Health economics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"derekleec/econ-management-auto-research","website":"GitHub","packages":"skills/econ-auto-research-pipeline/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Empirical economics research workflow coordinates literature,design gates,Stata artifacts and replication/integrity review."],"limitation":"Governance/orchestration only; underlying estimators and automated peer review not independently validated.","url":"https://github.com/derekleec/econ-management-auto-research","primarySourceURLs":["https://github.com/DerekLeeC/Econ-Management-Auto-Research/blob/cbf39262e00081f4d69d167faf44303a57ad91fe/skills/econ-auto-research-pipeline/SKILL.md"],"id":"RWE-1527","relevance":{"id":"RWE-1527","decision":"Core","rationale":"Empirical economics research workflow coordinates literature,design gates,Stata artifacts and replication/integrity review. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Empirical economics research workflow coordinates literature,design gates,Stata artifacts and replication/integrity review. Limits: Governance/orchestration only; underlying estimators and automated peer review not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/DerekLeeC/Econ-Management-Auto-Research/blob/cbf39262e00081f4d69d167faf44303a57ad91fe/skills/econ-auto-research-pipeline/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"akwancakra/nids-cnn-lstm-autoencoder — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic research agent documents Boolean search,eligibility,citation chasing and structured findings/limitations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"akwancakra/nids-cnn-lstm-autoencoder","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic research agent documents Boolean search,eligibility,citation chasing and structured findings/limitations."],"limitation":"Instruction workflow; actual source coverage and study appraisal required.","url":"https://github.com/akwancakra/nids-cnn-lstm-autoencoder","primarySourceURLs":["https://github.com/akwancakra/nids-cnn-lstm-autoencoder/blob/8aced4f930a6752ad5e13836026d3adff0ee8a68/SKILL.md"],"id":"RWE-1528","relevance":{"id":"RWE-1528","decision":"Core","rationale":"Retain the documented evidence function: Academic research agent documents Boolean search,eligibility,citation chasing and structured findings/limitations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic research agent documents Boolean search,eligibility,citation chasing and structured findings/limitations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/akwancakra/nids-cnn-lstm-autoencoder","https://github.com/akwancakra/nids-cnn-lstm-autoencoder/blob/8aced4f930a6752ad5e13836026d3adff0ee8a68/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fhidev/fhi.legemiddelregisteret.ai — lmdi-fhir","kind":"Skill","category":"Clinical Data & Interoperability","summary":"LMDI FHIR guide uses versioned source snapshots for medication-register profiles,bundles,valuesets and validation questions.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fhidev/fhi.legemiddelregisteret.ai","website":"GitHub","packages":"skills/lmdi-fhir/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["LMDI FHIR guide uses versioned source snapshots for medication-register profiles,bundles,valuesets and validation questions."],"limitation":"Version1.1.4 scope; structural guidance not proven conformance or validated medication research data.","url":"https://github.com/fhidev/fhi.legemiddelregisteret.ai","primarySourceURLs":["https://github.com/FHIDev/Fhi.Legemiddelregisteret.AI/blob/14f1cde25642a78a7b2f3c7984f342c667bb7af0/skills/lmdi-fhir/SKILL.md"],"id":"RWE-1530","relevance":{"id":"RWE-1530","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"LMDI FHIR guide uses versioned source snapshots for medication-register profiles,bundles,valuesets and validation questions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/FHIDev/Fhi.Legemiddelregisteret.AI/blob/14f1cde25642a78a7b2f3c7984f342c667bb7af0/skills/lmdi-fhir/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"carlheath/ogmios — academic","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic workflow separates literature search/source evaluation from thematic synthesis and manuscript writing.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"carlheath/ogmios","website":"GitHub","packages":".claude/skills/academic/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic workflow separates literature search/source evaluation from thematic synthesis and manuscript writing."],"limitation":"Instruction guide; rigor and completeness depend on actual sources and appraisal. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/carlheath/ogmios","primarySourceURLs":["https://github.com/carlheath/ogmios/blob/7b8dc31bb3d6e0a02e92e12ffbdc141e8fb589ab/.claude/skills/academic/SKILL.md"],"id":"RWE-1531","relevance":{"id":"RWE-1531","decision":"Core","rationale":"Retain only the documented evidence function: Literature search, source evaluation and evidence synthesis only; manuscript writing excluded. Coverage and validation limitations remain in force.","relevanceBasis":"Literature search, source evaluation and evidence synthesis only; manuscript writing excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/carlheath/ogmios","https://github.com/carlheath/ogmios/blob/7b8dc31bb3d6e0a02e92e12ffbdc141e8fb589ab/.claude/skills/academic/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"namehitherto/skills — scholar-paper-downloader","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scholarly paper downloader documents public-source search,batch PDF acquisition and metadata indexes.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"namehitherto/skills","website":"GitHub","packages":"scholar-paper-downloader/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly paper downloader documents public-source search,batch PDF acquisition and metadata indexes."],"limitation":"OA acquisition only; unavailable paid sources remain manual and downloaded identity/completeness need checking.","url":"https://github.com/namehitherto/skills","primarySourceURLs":["https://github.com/NameHitherto/SKILLS/blob/2b7e93465ccd655861cacb28dc96f75891696dde/scholar-paper-downloader/SKILL.md"],"id":"RWE-1532","relevance":{"id":"RWE-1532","decision":"Core","rationale":"Retain the documented evidence function: Scholarly paper downloader documents public-source search,batch PDF acquisition and metadata indexes. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly paper downloader documents public-source search,batch PDF acquisition and metadata indexes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/namehitherto/skills","https://github.com/NameHitherto/SKILLS/blob/2b7e93465ccd655861cacb28dc96f75891696dde/scholar-paper-downloader/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aitcm/review-ai-skills — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Review manuscript workflow verifies literature,records evidence,citation audits and staged revisions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aitcm/review-ai-skills","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Review manuscript workflow verifies literature,records evidence,citation audits and staged revisions."],"limitation":"Top-journal positioning not quality certification; specialist modules and generated manuscripts not individually validated.","url":"https://github.com/aitcm/review-ai-skills","primarySourceURLs":["https://github.com/AITCM/review-ai-skills/blob/609630fd6f20b91e4c84eebb0ea62264d32bf0c0/SKILL.md"],"id":"RWE-1533","relevance":{"id":"RWE-1533","decision":"Core","rationale":"The retained instruction body specifies paper-identity verification, claim-source adjudication, screened inclusion and evidence matrices for review synthesis.","relevanceBasis":"Evidence synthesis and citation-source verification","evidenceLevel":"retained-primary","evidenceRefs":["https://github.com/aitcm/review-ai-skills","https://github.com/AITCM/review-ai-skills/blob/609630fd6f20b91e4c84eebb0ea62264d32bf0c0/SKILL.md"],"reviewGroup":"Adjacent writing, routing, productivity or specialist workflow"}},{"name":"crazymsn/academic-skills — exa-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Exa scientific search guide documents research-paper category and academic URL extraction with explicit Exa author.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"crazymsn/academic-skills","website":"GitHub","packages":"academic-skills/exa-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Exa scientific search guide documents research-paper category and academic URL extraction with explicit Exa author."],"limitation":"Imported vendor guide; API credentials/access required and source extraction not appraisal.","url":"https://github.com/crazymsn/academic-skills","primarySourceURLs":["https://github.com/crazymsn/academic-skills/blob/f9595015b7f717502cc64bf03eb44f5f14b6cd68/academic-skills/exa-search/SKILL.md"],"id":"RWE-1534","relevance":{"id":"RWE-1534","decision":"Core","rationale":"Retain the documented evidence function: Exa scientific search guide documents research-paper category and academic URL extraction with explicit Exa author. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Exa scientific search guide documents research-paper category and academic URL extraction with explicit Exa author.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/crazymsn/academic-skills","https://github.com/crazymsn/academic-skills/blob/f9595015b7f717502cc64bf03eb44f5f14b6cd68/academic-skills/exa-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"erafat/skills — cite-them-all, manuscript-production","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: cite-them-all/SKILL.md: Academic reference agent identifies unsupported manuscript claims and retrieves PubMed/preprint citations for formatted references.; manuscript-production/SKILL.md: Classify project stage and maintain evidence matrix, claim ledger and reviewer-response mapping.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"erafat/skills","website":"GitHub","packages":"cite-them-all/SKILL.md; manuscript-production/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["cite-them-all/SKILL.md: Academic reference agent identifies unsupported manuscript claims and retrieves PubMed/preprint citations for formatted references.","manuscript-production/SKILL.md: Classify project stage and maintain evidence matrix, claim ledger and reviewer-response mapping."],"limitation":"cite-them-all: External MCP dependency; real citation existence does not alone establish support or clinical evidence certainty. manuscript-production: Selected stage/artifact contract only; source sufficiency and publication readiness not certified. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/erafat/skills","primarySourceURLs":["https://github.com/erafat/skills/blob/60780a151f3059e27298d78b3bfaa52c006d21ab/cite-them-all/SKILL.md","https://github.com/erafat/skills/blob/60780a151f3059e27298d78b3bfaa52c006d21ab/manuscript-production/SKILL.md"],"id":"RWE-1535","relevance":{"id":"RWE-1535","decision":"Core","rationale":"Retain the documented evidence function: PubMed/preprint citation retrieval and source-support checking only; manuscript production/stage administration excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed/preprint citation retrieval and source-support checking only; manuscript production/stage administration excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/erafat/skills","https://github.com/erafat/skills/blob/60780a151f3059e27298d78b3bfaa52c006d21ab/cite-them-all/SKILL.md","https://github.com/erafat/skills/blob/60780a151f3059e27298d78b3bfaa52c006d21ab/manuscript-production/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"damionrashford/rivalsearchmcp — rival-search-mcp","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"RivalSearchMCP guide documents academic search across OpenAlex/Crossref/arXiv/PubMed/Europe PMC plus content extraction.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"damionrashford/rivalsearchmcp","website":"GitHub","packages":"skills/analysis/rival-search-mcp/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["RivalSearchMCP guide documents academic search across OpenAlex/Crossref/arXiv/PubMed/Europe PMC plus content extraction."],"limitation":"Eligible academic lane only; broader web/social tools and deterministic wording do not establish factual correctness.","url":"https://github.com/damionrashford/rivalsearchmcp","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/analysis/rival-search-mcp/SKILL.md"],"id":"RWE-1536","relevance":{"id":"RWE-1536","decision":"Core","rationale":"Retain the documented evidence function: RivalSearchMCP guide documents academic search across OpenAlex/Crossref/arXiv/PubMed/Europe PMC plus content extraction. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"RivalSearchMCP guide documents academic search across OpenAlex/Crossref/arXiv/PubMed/Europe PMC plus content extraction.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/damionrashford/rivalsearchmcp","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/analysis/rival-search-mcp/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pipemind-com/pipemind-marketplace — researching-literature","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature search workflow builds structured bibliographies and downloads available academic sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipemind-com/pipemind-marketplace","website":"GitHub","packages":"plugins/scientific-method/skills/researching-literature/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature search workflow builds structured bibliographies and downloads available academic sources."],"limitation":"Source access and paper verification required; bibliography not a completed systematic synthesis.","url":"https://github.com/pipemind-com/pipemind-marketplace","primarySourceURLs":["https://github.com/pipemind-com/pipemind-marketplace/blob/7cc2116177d8238218f8b94128c546e3ad3a6b86/plugins/scientific-method/skills/researching-literature/SKILL.md"],"id":"RWE-1538","relevance":{"id":"RWE-1538","decision":"Core","rationale":"Retain the documented evidence function: Literature search workflow builds structured bibliographies and downloads available academic sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature search workflow builds structured bibliographies and downloads available academic sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipemind-com/pipemind-marketplace","https://github.com/pipemind-com/pipemind-marketplace/blob/7cc2116177d8238218f8b94128c546e3ad3a6b86/plugins/scientific-method/skills/researching-literature/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ppavlidis/skillz — citation-validator","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Citation validator compares DOI/title/year/author records with Crossref and reports match flags.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ppavlidis/skillz","website":"GitHub","packages":"skills/citation-validator/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Citation validator compares DOI/title/year/author records with Crossref and reports match flags."],"limitation":"PDF parsing can generate false missing-citation flags; identity matching not claim support or fraud determination.","url":"https://github.com/ppavlidis/skillz","primarySourceURLs":["https://github.com/ppavlidis/skillz/blob/49b61ddcb93b85e23b1d45050e4c5e1432e0c704/skills/citation-validator/SKILL.md"],"id":"RWE-1539","relevance":{"id":"RWE-1539","decision":"Core","rationale":"Retain the documented evidence function: Citation validator compares DOI/title/year/author records with Crossref and reports match flags. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Citation validator compares DOI/title/year/author records with Crossref and reports match flags.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ppavlidis/skillz","https://github.com/ppavlidis/skillz/blob/49b61ddcb93b85e23b1d45050e4c5e1432e0c704/skills/citation-validator/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"huangyrcn/paper-skills — paper-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Paper-search workflow resolves scholarly identity and creates versioned metadata from multi-source CLI results.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"huangyrcn/paper-skills","website":"GitHub","packages":"skills/paper-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper-search workflow resolves scholarly identity and creates versioned metadata from multi-source CLI results."],"limitation":"Explicitly excludes PDF acquisition; source coverage and identity conflicts require review.","url":"https://github.com/huangyrcn/paper-skills","primarySourceURLs":["https://github.com/huangyrcn/paper-skills/blob/cc7ec665c2d509b4cb89bbf862aca064d5168891/skills/paper-search/SKILL.md"],"id":"RWE-1540","relevance":{"id":"RWE-1540","decision":"Core","rationale":"Retain the documented evidence function: Paper-search workflow resolves scholarly identity and creates versioned metadata from multi-source CLI results. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper-search workflow resolves scholarly identity and creates versioned metadata from multi-source CLI results.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/huangyrcn/paper-skills","https://github.com/huangyrcn/paper-skills/blob/cc7ec665c2d509b4cb89bbf862aca064d5168891/skills/paper-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"undermybelt/hermes-skills — paper-search-mcp","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Paper-search CLI adapter documents scholarly search,download and text reading through local source clone.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"undermybelt/hermes-skills","website":"GitHub","packages":"skills/research/paper-search-mcp/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper-search CLI adapter documents scholarly search,download and text reading through local source clone."],"limitation":"Requires external cloned package;20+ sources are availability not completed coverage. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/undermybelt/hermes-skills","primarySourceURLs":["https://github.com/Undermybelt/hermes-skills/blob/d2296d2cbe142a98b3e7994e538c3430e7a513e0/skills/research/paper-search-mcp/SKILL.md"],"id":"RWE-1541","relevance":{"id":"RWE-1541","decision":"Core","rationale":"Retain the documented evidence function: Paper-search CLI adapter documents scholarly search,download and text reading through local source clone. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper-search CLI adapter documents scholarly search,download and text reading through local source clone.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/undermybelt/hermes-skills","https://github.com/Undermybelt/hermes-skills/blob/d2296d2cbe142a98b3e7994e538c3430e7a513e0/skills/research/paper-search-mcp/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kylymo/phd — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature review workflow separates discovery,verification,extraction and calibrated gap synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kylymo/phd","website":"GitHub","packages":"skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature review workflow separates discovery,verification,extraction and calibrated gap synthesis."],"limitation":"Explicitly not a substitute for registered systematic review or domain meta-analysis; source execution required.","url":"https://github.com/kylymo/phd","primarySourceURLs":["https://github.com/kylymo/phd/blob/deffc980d96e66ee8bc379bc880cb91929be04b8/skills/literature-review/SKILL.md"],"id":"RWE-1543","relevance":{"id":"RWE-1543","decision":"Core","rationale":"Retain the documented evidence function: Literature review workflow separates discovery,verification,extraction and calibrated gap synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature review workflow separates discovery,verification,extraction and calibrated gap synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kylymo/phd","https://github.com/kylymo/phd/blob/deffc980d96e66ee8bc379bc880cb91929be04b8/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cookjohn/pm-skills — pm-export, pm-search","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/pm-export/SKILL.md: PubMed citation export adapter retrieves PMID metadata and transfers Zotero/MEDLINE/RIS records.; skills/pm-search/SKILL.md: Retrieve biomedical citations with structured identifiers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cookjohn/pm-skills","website":"GitHub","packages":"skills/pm-export/SKILL.md; skills/pm-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/pm-export/SKILL.md: PubMed citation export adapter retrieves PMID metadata and transfers Zotero/MEDLINE/RIS records.","skills/pm-search/SKILL.md: Retrieve biomedical citations with structured identifiers."],"limitation":"pm-export: Browser/local connector required; export formatting and identity not runtime tested. pm-search: Browser/API integration not tested; no coverage guarantee.","url":"https://github.com/cookjohn/pm-skills","primarySourceURLs":["https://github.com/cookjohn/pm-skills/blob/2f1e79640e394f819cd33047af0a4590153dc276/skills/pm-export/SKILL.md","https://github.com/cookjohn/pm-skills/blob/2f1e79640e394f819cd33047af0a4590153dc276/skills/pm-search/SKILL.md"],"id":"RWE-1544","relevance":{"id":"RWE-1544","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/pm-export/SKILL.md: PubMed citation export adapter retrieves PMID metadata and transfers Zotero/MEDLINE/RIS records.; skills/pm-search/SKILL.md: Retrieve biomedical citations with structured identifiers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/pm-export/SKILL.md: PubMed citation export adapter retrieves PMID metadata and transfers Zotero/MEDLINE/RIS records.; skills/pm-search/SKILL.md: Retrieve biomedical citations with structured identifiers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cookjohn/pm-skills","https://github.com/cookjohn/pm-skills/blob/2f1e79640e394f819cd33047af0a4590153dc276/skills/pm-export/SKILL.md","https://github.com/cookjohn/pm-skills/blob/2f1e79640e394f819cd33047af0a4590153dc276/skills/pm-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"su-chen-love/personal-academic-radar — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Configured journal monitoring and provenance ledger guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"su-chen-love/personal-academic-radar","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Configured journal monitoring and provenance ledger guidance","Failure-aware abstract collection and citation normalization workflow"],"limitation":"Selected collection/provenance sections only; adapters, scheduling, retrieval coverage and relevance classification not runtime tested.","url":"https://github.com/su-chen-love/personal-academic-radar","primarySourceURLs":["https://github.com/Su-Chen-Love/personal-academic-radar/blob/86a2cb7307a3aa3457975dd40089060eabe0c2a3/SKILL.md"],"id":"RWE-1546","relevance":{"id":"RWE-1546","decision":"Core","rationale":"Retain the documented evidence function: Configured journal monitoring and provenance ledger guidance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Configured journal monitoring and provenance ledger guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/su-chen-love/personal-academic-radar","https://github.com/Su-Chen-Love/personal-academic-radar/blob/86a2cb7307a3aa3457975dd40089060eabe0c2a3/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"drpedapati/sciclaw — pubmed-cli","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed citation and metadata retrieval CLI guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drpedapati/sciclaw","website":"GitHub","packages":"skills/pubmed-cli/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed citation and metadata retrieval CLI guidance","MeSH lookup and citation-neighborhood exploration"],"limitation":"CLI not executed; citation-link completeness and cited-sort semantics unverified. Fifty-result examples do not establish systematic-search coverage.","url":"https://github.com/drpedapati/sciclaw","primarySourceURLs":["https://github.com/drpedapati/sciclaw/blob/eb557d5d9f98422ab9c4a54d8013d20dfb006288/skills/pubmed-cli/SKILL.md"],"id":"RWE-1547","relevance":{"id":"RWE-1547","decision":"Core","rationale":"Retain the documented evidence function: PubMed citation and metadata retrieval CLI guidance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed citation and metadata retrieval CLI guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/drpedapati/sciclaw","https://github.com/drpedapati/sciclaw/blob/eb557d5d9f98422ab9c4a54d8013d20dfb006288/skills/pubmed-cli/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"chrislou-bioinfo/paper2protocol — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Primary-paper methods and validation-chain extraction template","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chrislou-bioinfo/paper2protocol","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Primary-paper methods and validation-chain extraction template","Experimental-plan input and provenance structuring"],"limitation":"Approve only source-to-plan structuring, not automatic executable protocol generation, journal prestige as quality, numerical sample sizes, costs or generated analysis validity.","url":"https://github.com/chrislou-bioinfo/paper2protocol","primarySourceURLs":["https://github.com/ChrisLou-bioinfo/Paper2Protocol/blob/8a8c665f43386a17c54695ac3d36ffd370fb4608/SKILL.md"],"id":"RWE-1548","relevance":{"id":"RWE-1548","decision":"Core","rationale":"Retain the documented evidence function: Source-paper methods and validation-evidence extraction only; automatic experimental protocol or molecular discovery approval excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Source-paper methods and validation-evidence extraction only; automatic experimental protocol or molecular discovery approval excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chrislou-bioinfo/paper2protocol","https://github.com/ChrisLou-bioinfo/Paper2Protocol/blob/8a8c665f43386a17c54695ac3d36ffd370fb4608/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yf8578/citation-grabber — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Citation metadata lookup and bibliography-export CLI guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yf8578/citation-grabber","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Citation metadata lookup and bibliography-export CLI guidance"],"limitation":"Documentation only; retrieval/parser behavior and exact-match accuracy untested.","url":"https://github.com/yf8578/citation-grabber","primarySourceURLs":["https://github.com/yf8578/citation-grabber/blob/cf541b933fd9ae37c00b86823b5ec74a7337c3f9/SKILL.md"],"id":"RWE-1549","relevance":{"id":"RWE-1549","decision":"Core","rationale":"Retain the documented evidence function: Citation metadata lookup and bibliography-export CLI guidance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Citation metadata lookup and bibliography-export CLI guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yf8578/citation-grabber","https://github.com/yf8578/citation-grabber/blob/cf541b933fd9ae37c00b86823b5ec74a7337c3f9/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"api-evangelist/aidbox — aidbox-provider-skill","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Synthetic FHIR test-data import configuration guidance","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"api-evangelist/aidbox","website":"GitHub","packages":"skills/aidbox-provider-skill/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Synthetic FHIR test-data import configuration guidance"],"limitation":"Third-party guide only; server operations, performance, regulatory claims and access-control security not validated.","url":"https://github.com/api-evangelist/aidbox","primarySourceURLs":["https://github.com/api-evangelist/aidbox/blob/63dd171feb49e25327127506948ad2003deea722/skills/aidbox-provider-skill/SKILL.md"],"id":"RWE-1550","relevance":{"id":"RWE-1550","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Synthetic FHIR test-data import configuration guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/api-evangelist/aidbox/blob/63dd171feb49e25327127506948ad2003deea722/skills/aidbox-provider-skill/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ovachiever/droid-tings — citation-management","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Prepare targeted bibliographic searches and retain results for reference reconciliation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ovachiever/droid-tings","website":"GitHub","packages":"skills/citation-management/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Prepare targeted bibliographic searches and retain results for reference reconciliation."],"limitation":"Observed redistribution retained; similarity to K-Dense is not proof of authorship. Scripts untested. Other discovered, held or excluded components are outside this approval. Excluded from approval — clinical-reports: Clinical-report shared template in droid-tings lacks resolved primary attribution and claims regulatory compliance broadly. Excluded from approval — clinical-decision-support: Imported broad clinical decision support template claims cohort survival analysis, GRADE and treatment reporting without resolved upstream component attribution. Excluded from approval — treatment-plans: All-specialty treatment-plan variant promotes concise templates and HIPAA-compliant formatting without reviewed patient-specific clinical decision contract.","url":"https://github.com/ovachiever/droid-tings","primarySourceURLs":["https://github.com/ovachiever/droid-tings/blob/7acd12a7547ded8f801615e69c3b881a584ce323/skills/citation-management/SKILL.md"],"id":"RWE-1553","relevance":{"id":"RWE-1553","decision":"Core","rationale":"Retain the documented evidence function: Prepare targeted bibliographic searches and retain results for reference reconciliation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Prepare targeted bibliographic searches and retain results for reference reconciliation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ovachiever/droid-tings","https://github.com/ovachiever/droid-tings/blob/7acd12a7547ded8f801615e69c3b881a584ce323/skills/citation-management/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"edwards201/myskilllibrary — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Multi-source academic search instruction and review organization","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"edwards201/myskilllibrary","website":"GitHub","packages":"literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Multi-source academic search instruction and review organization"],"limitation":"Selected search/staging sections only; script behavior, coverage, and downstream synthesis validity untested.","url":"https://github.com/edwards201/myskilllibrary","primarySourceURLs":["https://github.com/EdwardS201/MySkillLibrary/blob/1c1ac3265d20655199743c937508686adfe8a314/literature-review/SKILL.md"],"id":"RWE-1554","relevance":{"id":"RWE-1554","decision":"Core","rationale":"Retain the documented evidence function: Multi-source academic search instruction and review organization Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Multi-source academic search instruction and review organization","evidenceLevel":"published-card","evidenceRefs":["https://github.com/edwards201/myskilllibrary","https://github.com/EdwardS201/MySkillLibrary/blob/1c1ac3265d20655199743c937508686adfe8a314/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"khalilbenaz/claude-skills-collection — health-medical-research-safe","kind":"Skill","category":"RWE Data & Analytics","summary":"Medical article source-intake and plain-language summary template","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"khalilbenaz/claude-skills-collection","website":"GitHub","packages":"skills/health-medical-research-safe/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical article source-intake and plain-language summary template"],"limitation":"Approve source/context summary only; fixed study-design hierarchy and N<50 heuristic are not validated appraisal rules.","url":"https://github.com/khalilbenaz/claude-skills-collection","primarySourceURLs":["https://github.com/khalilbenaz/claude-skills-collection/blob/72e0e90d6c5deccec65b15d82f11c2365172f925/skills/health-medical-research-safe/SKILL.md"],"id":"RWE-1555","relevance":{"id":"RWE-1555","decision":"Core","rationale":"Medical article source-intake and plain-language summary template. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Medical article source-intake and plain-language summary template Limits: Approve source/context summary only; fixed study-design hierarchy and N<50 heuristic are not validated appraisal rules.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/khalilbenaz/claude-skills-collection/blob/72e0e90d6c5deccec65b15d82f11c2365172f925/skills/health-medical-research-safe/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"jinhokim46/litreview-agent — review-protocol","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Systematic-review protocol and eligibility specification","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jinhokim46/litreview-agent","website":"GitHub","packages":".claude/skills/review-protocol/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Systematic-review protocol and eligibility specification","Protocol amendment and screening-decision provenance guidance"],"limitation":"Selected protocol and amendment sections only; execution, complete PRISMA compliance and pooling method implementation untested.","url":"https://github.com/jinhokim46/litreview-agent","primarySourceURLs":["https://github.com/JinhoKim46/litreview-agent/blob/ca49397142ec85fad295d6ca221078ea7e26cb10/.claude/skills/review-protocol/SKILL.md"],"id":"RWE-1556","relevance":{"id":"RWE-1556","decision":"Core","rationale":"Retain the documented evidence function: Systematic-review protocol and eligibility specification Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Systematic-review protocol and eligibility specification","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jinhokim46/litreview-agent","https://github.com/JinhoKim46/litreview-agent/blob/ca49397142ec85fad295d6ca221078ea7e26cb10/.claude/skills/review-protocol/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jocko-fuel/cowork-plugins — clinical-trials","kind":"Skill","category":"Trials & Study Design","summary":"Supplement-ingredient trial evidence search and reporting template","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jocko-fuel/cowork-plugins","website":"GitHub","packages":"skills/domains/clinical-trials/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Supplement-ingredient trial evidence search and reporting template"],"limitation":"Tool definitions and evaluator agent were not inspected; no approval of evidence-strength classification or advertising claim substantiation.","url":"https://github.com/jocko-fuel/cowork-plugins","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/domains/clinical-trials/SKILL.md"],"id":"RWE-1557","relevance":{"id":"RWE-1557","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Supplement-ingredient trial evidence search and reporting template","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/domains/clinical-trials/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"openjiuwen-ai/sciencediscovery — literature-searcher","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature connector query planning and source-package handoff","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openjiuwen-ai/sciencediscovery","website":"GitHub","packages":"skills/literature-searcher/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature connector query planning and source-package handoff"],"limitation":"Only retrieval/handoff guidance; default source counts and compact queries do not establish systematic coverage.","url":"https://github.com/openjiuwen-ai/sciencediscovery","primarySourceURLs":["https://github.com/openJiuwen-ai/sciencediscovery/blob/b43d8fec94272a57ac3305650ba9309dbeaa093a/skills/literature-searcher/SKILL.md"],"id":"RWE-1558","relevance":{"id":"RWE-1558","decision":"Core","rationale":"Retain the documented evidence function: Literature connector query planning and source-package handoff Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature connector query planning and source-package handoff","evidenceLevel":"published-card","evidenceRefs":["https://github.com/openjiuwen-ai/sciencediscovery","https://github.com/openJiuwen-ai/sciencediscovery/blob/b43d8fec94272a57ac3305650ba9309dbeaa093a/skills/literature-searcher/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"api-evangelist/fasten-health — fasten-health-fastenhealth-skill","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Patient-authorized FHIR export integration planning","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"api-evangelist/fasten-health","website":"GitHub","packages":"skills/fasten-health-fastenhealth-skill.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Patient-authorized FHIR export integration planning"],"limitation":"Third-party documentation only; endpoint/auth contract, lifetimes, retention and security not independently verified; not first-party certification.","url":"https://github.com/api-evangelist/fasten-health","primarySourceURLs":["https://github.com/api-evangelist/fasten-health/blob/281c94b2e9156923c7975c1ea80830312cfc8095/skills/fasten-health-fastenhealth-skill.md"],"id":"RWE-1559","relevance":{"id":"RWE-1559","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Patient-authorized FHIR export integration planning","evidenceLevel":"published-card","evidenceRefs":["https://github.com/api-evangelist/fasten-health/blob/281c94b2e9156923c7975c1ea80830312cfc8095/skills/fasten-health-fastenhealth-skill.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ur-grue/autopunk-media-skills — content-access","kind":"Skill","category":"RWE Data & Analytics","summary":"Open-access scientific full-text location workflow","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ur-grue/autopunk-media-skills","website":"GitHub","packages":"skills/research/preservation/content-access/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Open-access scientific full-text location workflow"],"limitation":"Selected academic-paper routes only; no access guarantee, embargo-policy validation or publisher-version equivalence.","url":"https://github.com/ur-grue/autopunk-media-skills","primarySourceURLs":["https://github.com/ur-grue/autopunk-media-skills/blob/39e119bfef25957223d6c44fccab0329e936d2f6/skills/research/preservation/content-access/SKILL.md"],"id":"RWE-1560","relevance":{"id":"RWE-1560","decision":"Core","rationale":"Open-access scientific full-text location workflow. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Open-access scientific full-text location workflow Limits: Selected academic-paper routes only; no access guarantee, embargo-policy validation or publisher-version equivalence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ur-grue/autopunk-media-skills/blob/39e119bfef25957223d6c44fccab0329e936d2f6/skills/research/preservation/content-access/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"zhang-pei-feng/code2workspace-runtime — academic-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Biomedical literature search CLI guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhang-pei-feng/code2workspace-runtime","website":"GitHub","packages":".code2workspace/skills/capabilities/academic-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical literature search CLI guidance"],"limitation":"Retrieval code and source coverage not tested; coarse source labels do not substantiate individual scientific claims.","url":"https://github.com/zhang-pei-feng/code2workspace-runtime","primarySourceURLs":["https://github.com/zhang-pei-feng/code2workspace-runtime/blob/fd6c1ca234df6b45835d28d930db6e0f9c7f221c/.code2workspace/skills/capabilities/academic-search/SKILL.md"],"id":"RWE-1561","relevance":{"id":"RWE-1561","decision":"Core","rationale":"Retain the documented evidence function: Biomedical literature search CLI guidance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biomedical literature search CLI guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zhang-pei-feng/code2workspace-runtime","https://github.com/zhang-pei-feng/code2workspace-runtime/blob/fd6c1ca234df6b45835d28d930db6e0f9c7f221c/.code2workspace/skills/capabilities/academic-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"heidihelena/fullvahti — fullvahti-for-agents","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Zotero review-tag integration and change-audit guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"heidihelena/fullvahti","website":"GitHub","packages":".claude/skills/fullvahti-for-agents/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Zotero review-tag integration and change-audit guidance"],"limitation":"Documentation only; endpoint enforcement and undo behavior untested. 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The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Multi-source research search and screening CLI guidance Limits: Third-party usage instructions; underlying ResearchForge search/analysis behavior not tested, no exhaustive search guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/TrebuchetDynamics/pi-toolset/blob/198c0a3d2ecb994bc6378679d0d8adbabfda7a8f/skills/research/research-forge/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"pharmbio/chemsafe-agent — literature_search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Chemical safety literature passage retrieval and provenance workflow","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pharmbio/chemsafe-agent","website":"GitHub","packages":"skills/literature_search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Chemical safety literature passage retrieval and provenance workflow"],"limitation":"Selected retrieval/extraction sections only; risk/weight-of-evidence methods, retrieval scores and numeric extraction not validated.","url":"https://github.com/pharmbio/chemsafe-agent","primarySourceURLs":["https://github.com/pharmbio/chemsafe-agent/blob/9f00cc5ec859ab6df705004d516746e4ef837a0f/skills/literature_search/SKILL.md"],"id":"RWE-1582","relevance":{"id":"RWE-1582","decision":"Core","rationale":"Retain the documented evidence function: Chemical safety literature passage retrieval and provenance workflow Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Chemical safety literature passage retrieval and provenance workflow","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pharmbio/chemsafe-agent","https://github.com/pharmbio/chemsafe-agent/blob/9f00cc5ec859ab6df705004d516746e4ef837a0f/skills/literature_search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"diwad-code/researchbyskills — literature-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scholarly literature query and chaining guide","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"diwad-code/researchbyskills","website":"GitHub","packages":".claude/skills/literature-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly literature query and chaining guide"],"limitation":"Connector behavior and source coverage not tested; PRISMA-ready labeling is only documentation planning.","url":"https://github.com/diwad-code/researchbyskills","primarySourceURLs":["https://github.com/diwad-code/researchbyskills/blob/f4e04bc7318488afd23e099664c5df3b0d23e3b3/.claude/skills/literature-search/SKILL.md"],"id":"RWE-1585","relevance":{"id":"RWE-1585","decision":"Core","rationale":"Retain the documented evidence function: Scholarly literature query and chaining guide Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly literature query and chaining guide","evidenceLevel":"published-card","evidenceRefs":["https://github.com/diwad-code/researchbyskills","https://github.com/diwad-code/researchbyskills/blob/f4e04bc7318488afd23e099664c5df3b0d23e3b3/.claude/skills/literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"grahama1970/agent-skills — dogpile","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Route paper URLs or PDFs to extraction artifacts and consolidated source reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"grahama1970/agent-skills","website":"GitHub","packages":"skills/dogpile/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Route paper URLs or PDFs to extraction artifacts and consolidated source reports."],"limitation":"Runtime, grounding and health-specific interpretation unvalidated.","url":"https://github.com/grahama1970/agent-skills","primarySourceURLs":["https://github.com/grahama1970/agent-skills/blob/416ade67b2425e734dec89e17a03eb962f8c94af/skills/dogpile/SKILL.md","https://github.com/grahama1970/agent-skills/blob/fde2665fd33282338cc70fb592efc7101385b9f3/skills/dogpile/SKILL.md","https://github.com/grahama1970/agent-skills/blob/d39a284f72c43b0ef5bf11c4efbf23e1b43f4606/skills/dogpile/SKILL.md","https://github.com/grahama1970/agent-skills/blob/ad6322b6c3af5be66c832c33540637b5077c7f2a/skills/dogpile/SKILL.md","https://github.com/grahama1970/agent-skills/blob/d41bb928f24c2c559965ba5246ce20b250aeb851/skills/dogpile/SKILL.md"],"id":"RWE-1586","relevance":{"id":"RWE-1586","decision":"Core","rationale":"Retain the documented evidence function: Route paper URLs or PDFs to extraction artifacts and consolidated source reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Route paper URLs or PDFs to extraction artifacts and consolidated source reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/grahama1970/agent-skills","https://github.com/grahama1970/agent-skills/blob/416ade67b2425e734dec89e17a03eb962f8c94af/skills/dogpile/SKILL.md","https://github.com/grahama1970/agent-skills/blob/fde2665fd33282338cc70fb592efc7101385b9f3/skills/dogpile/SKILL.md","https://github.com/grahama1970/agent-skills/blob/d39a284f72c43b0ef5bf11c4efbf23e1b43f4606/skills/dogpile/SKILL.md","https://github.com/grahama1970/agent-skills/blob/ad6322b6c3af5be66c832c33540637b5077c7f2a/skills/dogpile/SKILL.md","https://github.com/grahama1970/agent-skills/blob/d41bb928f24c2c559965ba5246ce20b250aeb851/skills/dogpile/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"middle-chunjie/mywiki — openalex","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"OpenAlex scholarly metadata search CLI guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"middle-chunjie/mywiki","website":"GitHub","packages":".aris/skill-sync/rendered/20260503_154424/openalex/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenAlex scholarly metadata search CLI guidance"],"limitation":"API credential policy, metadata coverage and script behavior not verified; minimum citations may bias evidence selection.","url":"https://github.com/middle-chunjie/mywiki","primarySourceURLs":["https://github.com/middle-chunjie/mywiki/blob/a43962d7558b6f2637f97419be07777c60d14db6/.aris/skill-sync/rendered/20260503_154424/openalex/SKILL.md"],"id":"RWE-1588","relevance":{"id":"RWE-1588","decision":"Core","rationale":"Retain the documented evidence function: OpenAlex scholarly metadata search CLI guidance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenAlex scholarly metadata search CLI guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/middle-chunjie/mywiki","https://github.com/middle-chunjie/mywiki/blob/a43962d7558b6f2637f97419be07777c60d14db6/.aris/skill-sync/rendered/20260503_154424/openalex/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"psotob91/datavidence-healthanalysis — phenotype-gate, map-clinical-codes, scaffold-reporting and other reviewed components","kind":"Skill collection","category":"OMOP & terminology","summary":"Reviewed components: skills/phenotype-gate/SKILL.md: Computable-phenotype specification workflow; skills/phenotype-gate/SKILL.md: Temporal and classification boundary examples; skills/phenotype-gate/SKILL.md: Variable catalog and validation-plan drafting Additional reviewed component details are listed below.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"psotob91/datavidence-healthanalysis","website":"GitHub","packages":"skills/phenotype-gate/SKILL.md; skills/map-clinical-codes/SKILL.md; skills/scaffold-reporting/SKILL.md; skills/frame-study/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["skills/phenotype-gate/SKILL.md: Computable-phenotype specification workflow","skills/phenotype-gate/SKILL.md: Temporal and classification boundary examples","skills/phenotype-gate/SKILL.md: Variable catalog and validation-plan drafting","skills/map-clinical-codes/SKILL.md: Clinical code-set provenance manifest guidance","skills/map-clinical-codes/SKILL.md: Crosswalk loss and transformation logging workflow","skills/scaffold-reporting/SKILL.md: Data-source provenance table scaffolding","skills/scaffold-reporting/SKILL.md: Table 1 and participant-flow drafting guidance","skills/frame-study/SKILL.md: Estimand and statistical analysis-plan scaffolding","skills/frame-study/SKILL.md: Pre-specified versus post-hoc analysis register","skills/frame-study/SKILL.md: Reporting-guideline selection workflow"],"limitation":"phenotype-gate: The documented gate helps structure review; it does not validate a phenotype or establish transportability, sensitivity or positive predictive value. map-clinical-codes: Cleaning and mapping rules need vocabulary- and dataset-specific review; no clinical vocabulary or package behavior was independently tested. scaffold-reporting: Scaffolds consume validated study inputs; generated tables and diagram counts were not executed or checked against data. frame-study: Guideline references and methodological defaults are author guidance, not an independently current or validated regulatory specification.","url":"https://github.com/psotob91/datavidence-healthanalysis","primarySourceURLs":["https://github.com/psotob91/datavidence-healthanalysis/blob/99b9b2e86921d3d131dc222334fbb8f7d2759c1b/skills/phenotype-gate/SKILL.md","https://github.com/psotob91/datavidence-healthanalysis/blob/99b9b2e86921d3d131dc222334fbb8f7d2759c1b/skills/map-clinical-codes/SKILL.md","https://github.com/psotob91/datavidence-healthanalysis/blob/99b9b2e86921d3d131dc222334fbb8f7d2759c1b/skills/scaffold-reporting/SKILL.md","https://github.com/psotob91/datavidence-healthanalysis/blob/99b9b2e86921d3d131dc222334fbb8f7d2759c1b/skills/frame-study/SKILL.md"],"id":"RWE-1589","relevance":{"id":"RWE-1589","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"skills/phenotype-gate/SKILL.md: Computable-phenotype specification workflow; skills/phenotype-gate/SKILL.md: Temporal and classification boundary examples; skills/phenotype-gate/SKILL.md: Variable catalog and validation-plan drafting; skills/map-clinical-codes/SKILL.md: Clinical code-set provenance manifest guidance; skills/map-clinical-codes/SKILL.md: Crosswalk loss and transformation logging workflow; skills/scaffold-reporting/SKILL.md: Data-source provenance table scaffolding; skills/scaffold-reporting/SKILL.md: Table 1 and participant-flow drafting guidance; skills/frame-study/SKILL.md: Estimand and statistical analysis-plan scaffolding; skills/frame-study/SKILL.md: Pre-specified versus post-hoc analysis register; skills/frame-study/SKILL.md: Reporting-guideline selection workflow","evidenceLevel":"published-card","evidenceRefs":["https://github.com/psotob91/datavidence-healthanalysis/blob/99b9b2e86921d3d131dc222334fbb8f7d2759c1b/skills/phenotype-gate/SKILL.md","https://github.com/psotob91/datavidence-healthanalysis/blob/99b9b2e86921d3d131dc222334fbb8f7d2759c1b/skills/map-clinical-codes/SKILL.md","https://github.com/psotob91/datavidence-healthanalysis/blob/99b9b2e86921d3d131dc222334fbb8f7d2759c1b/skills/scaffold-reporting/SKILL.md","https://github.com/psotob91/datavidence-healthanalysis/blob/99b9b2e86921d3d131dc222334fbb8f7d2759c1b/skills/frame-study/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"wilddatax/suppr-skills — suppr-search-articles","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed-based semantic literature search API instruction","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wilddatax/suppr-skills","website":"GitHub","packages":"skills/suppr-search-articles/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed-based semantic literature search API instruction"],"limitation":"Static publisher instruction; endpoint operation, AI auto-selection accuracy, rate limits and systematic coverage untested.","url":"https://github.com/wilddatax/suppr-skills","primarySourceURLs":["https://github.com/WildDataX/suppr-skills/blob/dda079ac3e013ce0b8b75283c93e3b358ff4e701/skills/suppr-search-articles/SKILL.md"],"id":"RWE-1591","relevance":{"id":"RWE-1591","decision":"Core","rationale":"Retain the documented evidence function: PubMed-based semantic literature search API instruction Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed-based semantic literature search API instruction","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wilddatax/suppr-skills","https://github.com/WildDataX/suppr-skills/blob/dda079ac3e013ce0b8b75283c93e3b358ff4e701/skills/suppr-search-articles/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"athola/claude-night-market — papers","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scholarly source and PDF reading workflow","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"athola/claude-night-market","website":"GitHub","packages":"plugins/tome/skills/papers/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly source and PDF reading workflow"],"limitation":"No extraction fidelity, metadata rate limit or search completeness validated.","url":"https://github.com/athola/claude-night-market","primarySourceURLs":["https://github.com/athola/claude-night-market/blob/ff30fb878dbc2a49293e56b59177a779441813d2/plugins/tome/skills/papers/SKILL.md"],"id":"RWE-1593","relevance":{"id":"RWE-1593","decision":"Core","rationale":"Retain the documented evidence function: Scholarly source and PDF reading workflow Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly source and PDF reading workflow","evidenceLevel":"published-card","evidenceRefs":["https://github.com/athola/claude-night-market","https://github.com/athola/claude-night-market/blob/ff30fb878dbc2a49293e56b59177a779441813d2/plugins/tome/skills/papers/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"limour-dev/pi-skills — deep-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Paper-corpus methods and results comparison checklist","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"limour-dev/pi-skills","website":"GitHub","packages":"deep-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper-corpus methods and results comparison checklist"],"limitation":"Selected corpus workflow only; fixed study hierarchy is not validated appraisal and corpus coverage does not imply literature completeness.","url":"https://github.com/limour-dev/pi-skills","primarySourceURLs":["https://github.com/Limour-dev/pi-skills/blob/358c95ecef8cbb5de22a17b8581d20a7bb660524/deep-literature-review/SKILL.md"],"id":"RWE-1594","relevance":{"id":"RWE-1594","decision":"Core","rationale":"Retain the documented evidence function: Paper-corpus methods and results comparison checklist Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper-corpus methods and results comparison checklist","evidenceLevel":"published-card","evidenceRefs":["https://github.com/limour-dev/pi-skills","https://github.com/Limour-dev/pi-skills/blob/358c95ecef8cbb5de22a17b8581d20a7bb660524/deep-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"recodelabs/tokempic — using-tokempic","kind":"Skill","category":"Clinical Data & Interoperability","summary":"FHIR patient record summarization configuration guidance","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"recodelabs/tokempic","website":"GitHub","packages":"skills/using-tokempic/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR patient record summarization configuration guidance"],"limitation":"No semantic information preservation, claimed compression factor, authentication or cache behavior tested.","url":"https://github.com/recodelabs/tokempic","primarySourceURLs":["https://github.com/recodelabs/tokempic/blob/4b112da33ee86560c02350e0e52a6ac71d90cc17/skills/using-tokempic/SKILL.md"],"id":"RWE-1595","relevance":{"id":"RWE-1595","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR patient record summarization configuration guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/recodelabs/tokempic/blob/4b112da33ee86560c02350e0e52a6ac71d90cc17/skills/using-tokempic/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"zivtech/joyus-desktop — policy-brief-writer","kind":"Skill","category":"RWE Data & Analytics","summary":"Evidence-based policy brief specification template","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zivtech/joyus-desktop","website":"GitHub","packages":".claude/skills/policy-brief-writer/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Evidence-based policy brief specification template"],"limitation":"Selected planning only; no policy impact causal estimates or delegated equity analysis validated.","url":"https://github.com/zivtech/joyus-desktop","primarySourceURLs":["https://github.com/zivtech/joyus-desktop/blob/cea62f60ae5013617816c21f8bee413878b942ba/.claude/skills/policy-brief-writer/SKILL.md"],"id":"RWE-1596","relevance":{"id":"RWE-1596","decision":"Core","rationale":"Evidence-based policy brief specification template. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Evidence-based policy brief specification template Limits: Selected planning only; no policy impact causal estimates or delegated equity analysis validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zivtech/joyus-desktop/blob/cea62f60ae5013617816c21f8bee413878b942ba/.claude/skills/policy-brief-writer/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"karthik17-dev/lead-generation — deep-research","kind":"Skill","category":"RWE Data & Analytics","summary":"Research source ledger and search-plan guidance","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"karthik17-dev/lead-generation","website":"GitHub","packages":"packages/starter/templates/marketplace/.zed/opencode/skills/deep-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Research source ledger and search-plan guidance"],"limitation":"Selected provenance/search planning only; lead-generation repository name does not imply health specialization or validated synthesis.","url":"https://github.com/karthik17-dev/lead-generation","primarySourceURLs":["https://github.com/Karthik17-dev/Lead-Generation/blob/e825f9ae991af423096bb15d4289126907b1738c/packages/starter/templates/marketplace/.zed/opencode/skills/deep-research/SKILL.md"],"id":"RWE-1598","relevance":{"id":"RWE-1598","decision":"Core","rationale":"Research source ledger and search-plan guidance. The documented source-search, claim-support, extraction or synthesis workflow directly supports scholarly evidence work; publication and inference validity remain unestablished.","relevanceBasis":"Research source ledger and search-plan guidance Limits: Selected provenance/search planning only; lead-generation repository name does not imply health specialization or validated synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Karthik17-dev/Lead-Generation/blob/e825f9ae991af423096bb15d4289126907b1738c/packages/starter/templates/marketplace/.zed/opencode/skills/deep-research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"bugliiiiii/paper-discovery — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scholarly search contract and bibliographic verification workflow","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bugliiiiii/paper-discovery","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly search contract and bibliographic verification workflow"],"limitation":"No script test or venue allowlist certification; DOI/metadata identity does not verify the paper claim, and prestige filters are not quality measures.","url":"https://github.com/bugliiiiii/paper-discovery","primarySourceURLs":["https://github.com/Bugliiiiii/paper-discovery/blob/37d479a7405f70f94ebe93a47f3cc9ba958c0b64/SKILL.md"],"id":"RWE-1599","relevance":{"id":"RWE-1599","decision":"Core","rationale":"Retain the documented evidence function: Scholarly search contract and bibliographic verification workflow Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly search contract and bibliographic verification workflow","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bugliiiiii/paper-discovery","https://github.com/Bugliiiiii/paper-discovery/blob/37d479a7405f70f94ebe93a47f3cc9ba958c0b64/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"inflexa-ai/inflexa — pkpd-clinical-response","kind":"Skill","category":"RWE Data & Analytics","summary":"PK sampling-design and analysis-output planning","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"inflexa-ai/inflexa","website":"GitHub","packages":"skills/pkpd-clinical-response/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["PK sampling-design and analysis-output planning"],"limitation":"Only PK planning inspected; no RECIST classification, NCA calculations or exposure-response inference validation.","url":"https://github.com/inflexa-ai/inflexa","primarySourceURLs":["https://github.com/inflexa-ai/inflexa/blob/cdd7fe7da39afe3c052c641b3a26ab618a378f71/skills/pkpd-clinical-response/SKILL.md"],"id":"RWE-1600","relevance":{"id":"RWE-1600","decision":"Core","rationale":"PK sampling-design and analysis-output planning. The selected component supplies explicit pharmacokinetic, statistical-computing, regression or epidemiologic model planning; numerical and clinical validity remain untested.","relevanceBasis":"PK sampling-design and analysis-output planning Limits: Only PK planning inspected; no RECIST classification, NCA calculations or exposure-response inference validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/inflexa-ai/inflexa/blob/cdd7fe7da39afe3c052c641b3a26ab618a378f71/skills/pkpd-clinical-response/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"chanw-research/claude-code-paper-writing — openalex-ajg-insights","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic review-corpus and PDF acquisition manifest guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chanw-research/claude-code-paper-writing","website":"GitHub","packages":"skills/literature-review/openalex-ajg-insights/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic review-corpus and PDF acquisition manifest guidance"],"limitation":"Business/management literature adjacent research workflow; rank filters are not evidence quality and scripts were not executed.","url":"https://github.com/chanw-research/claude-code-paper-writing","primarySourceURLs":["https://github.com/Chanw-research/claude-code-paper-writing/blob/f06c358d3acc4a265a07424fb53cc899a7c664d3/skills/literature-review/openalex-ajg-insights/SKILL.md"],"id":"RWE-1601","relevance":{"id":"RWE-1601","decision":"Core","rationale":"Retain the documented evidence function: Academic review-corpus and PDF acquisition manifest guidance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic review-corpus and PDF acquisition manifest guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chanw-research/claude-code-paper-writing","https://github.com/Chanw-research/claude-code-paper-writing/blob/f06c358d3acc4a265a07424fb53cc899a7c664d3/skills/literature-review/openalex-ajg-insights/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"brycewang-stanford/stata-code — stata-code","kind":"Skill","category":"RWE Data & Analytics","summary":"Stata execution-result and error-handling MCP guidance","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"brycewang-stanford/stata-code","website":"GitHub","packages":"skills/stata-code/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Stata execution-result and error-handling MCP guidance"],"limitation":"No bridge runtime, sandbox or econometric estimator validated; code running successfully does not establish inferential correctness.","url":"https://github.com/brycewang-stanford/stata-code","primarySourceURLs":["https://github.com/brycewang-stanford/stata-code/blob/0979e07b0124cec2a439322729c397f2d5bd44df/skills/stata-code/SKILL.md"],"id":"RWE-1602","relevance":{"id":"RWE-1602","decision":"Core","rationale":"Stata execution-result and error-handling MCP guidance. The selected component supplies explicit pharmacokinetic, statistical-computing, regression or epidemiologic model planning; numerical and clinical validity remain untested.","relevanceBasis":"Stata execution-result and error-handling MCP guidance Limits: No bridge runtime, sandbox or econometric estimator validated; code running successfully does not establish inferential correctness.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/brycewang-stanford/stata-code/blob/0979e07b0124cec2a439322729c397f2d5bd44df/skills/stata-code/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"rubentalstra/ferrochart — spec-lookup","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Version-aware clinical interoperability specification lookup","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rubentalstra/ferrochart","website":"GitHub","packages":".claude/skills/spec-lookup/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Version-aware clinical interoperability specification lookup"],"limitation":"Instruction guidance only; no normative standard content or implementation conformance audit performed.","url":"https://github.com/rubentalstra/ferrochart","primarySourceURLs":["https://github.com/rubentalstra/FerroCHART/blob/1fbd3c3e0ee7bbdd2a4409e83a740ebd112ccf13/.claude/skills/spec-lookup/SKILL.md"],"id":"RWE-1603","relevance":{"id":"RWE-1603","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Version-aware clinical interoperability specification lookup","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rubentalstra/FerroCHART/blob/1fbd3c3e0ee7bbdd2a4409e83a740ebd112ccf13/.claude/skills/spec-lookup/SKILL.md"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"drayline/rootnode-skills — rootnode-domain-research-analysis","kind":"Skill","category":"RWE Data & Analytics","summary":"Research report and evidence-prompt structuring","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drayline/rootnode-skills","website":"GitHub","packages":"mirrors/repos/drayline@rootnode-skills/rootnode-domain-research-analysis/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Research report and evidence-prompt structuring"],"limitation":"Selected output/precision guidance only; tested-prompt effectiveness claims not independently verified. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/drayline/rootnode-skills","primarySourceURLs":["https://github.com/gabrielmoreira/agent-skills-mirror/blob/5feae4af76013ed9175d2964de39473fce8dcfaa/mirrors/repos/drayline@rootnode-skills/rootnode-domain-research-analysis/SKILL.md","https://github.com/drayline/rootnode-skills/blob/6350e2b6869f41489f6bb810fbba1e05135b07e9/rootnode-domain-research-analysis/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/faebae1601281124e694a7a6be1a984e327c468b/mirrors/repos/drayline@rootnode-skills/rootnode-domain-research-analysis/SKILL.md"],"id":"RWE-1604","relevance":{"id":"RWE-1604","decision":"Core","rationale":"Research report and evidence-prompt structuring. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Research report and evidence-prompt structuring Limits: Selected output/precision guidance only; tested-prompt effectiveness claims not independently verified. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gabrielmoreira/agent-skills-mirror/blob/5feae4af76013ed9175d2964de39473fce8dcfaa/mirrors/repos/drayline@rootnode-skills/rootnode-domain-research-analysis/SKILL.md","https://github.com/drayline/rootnode-skills/blob/6350e2b6869f41489f6bb810fbba1e05135b07e9/rootnode-domain-research-analysis/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/faebae1601281124e694a7a6be1a984e327c468b/mirrors/repos/drayline@rootnode-skills/rootnode-domain-research-analysis/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"kang-chen/cartabio-ide-config — methods-landscape-review","kind":"Research benchmark","category":"RWE Data & Analytics","summary":"Published methods comparison and benchmark provenance planning","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kang-chen/cartabio-ide-config","website":"GitHub","packages":"skills/biomni-26Aug/methods-landscape-review/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Published methods comparison and benchmark provenance planning"],"limitation":"Selected search/output sections only; DOI layer status does not verify benchmark claims, no methods executed.","url":"https://github.com/kang-chen/cartabio-ide-config","primarySourceURLs":["https://github.com/Kang-chen/cartabio-ide-config/blob/2fc341da2bba2845e7f9ffd8433e56d78b4619f9/skills/biomni-26Aug/methods-landscape-review/SKILL.md"],"id":"RWE-1605","relevance":{"id":"RWE-1605","decision":"Core","rationale":"Published methods comparison and benchmark provenance planning. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Published methods comparison and benchmark provenance planning Limits: Selected search/output sections only; DOI layer status does not verify benchmark claims, no methods executed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Kang-chen/cartabio-ide-config/blob/2fc341da2bba2845e7f9ffd8433e56d78b4619f9/skills/biomni-26Aug/methods-landscape-review/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"scitex-ai/scitex-web — scitex-web","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed record search and Crossref metadata interface guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scitex-ai/scitex-web","website":"GitHub","packages":"src/scitex_web/_skills/scitex-web/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed record search and Crossref metadata interface guidance"],"limitation":"Full short description reviewed; implementation and retrieval/runtime behavior untested.","url":"https://github.com/scitex-ai/scitex-web","primarySourceURLs":["https://github.com/scitex-ai/scitex-web/blob/81d97adb558f4935de2ede959e3f24adf7215da8/src/scitex_web/_skills/scitex-web/SKILL.md"],"id":"RWE-1606","relevance":{"id":"RWE-1606","decision":"Core","rationale":"Retain the documented evidence function: PubMed record search and Crossref metadata interface guidance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed record search and Crossref metadata interface guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/scitex-ai/scitex-web","https://github.com/scitex-ai/scitex-web/blob/81d97adb558f4935de2ede959e3f24adf7215da8/src/scitex_web/_skills/scitex-web/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bvdh/dicom-terminology-in-fhir — fsh-validator","kind":"Skill","category":"OMOP & terminology","summary":"FHIR Shorthand terminology validation workflow","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bvdh/dicom-terminology-in-fhir","website":"GitHub","packages":".github/skills/fsh-validator/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["FHIR Shorthand terminology validation workflow"],"limitation":"Full instruction body reviewed; compiler success does not establish clinical terminology correctness, commands not executed.","url":"https://github.com/bvdh/dicom-terminology-in-fhir","primarySourceURLs":["https://github.com/bvdh/dicom-terminology-in-fhir/blob/2ce73f92a4f375ac2109f25c7ea8d5dcca48ae6a/.github/skills/fsh-validator/SKILL.md"],"id":"RWE-1607","relevance":{"id":"RWE-1607","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR Shorthand terminology validation workflow","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bvdh/dicom-terminology-in-fhir/blob/2ce73f92a4f375ac2109f25c7ea8d5dcca48ae6a/.github/skills/fsh-validator/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"fcbayern1/rl-cloudsimplus-greenscheduling — write-critical-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature scope/search ledger and cross-paper synthesis template","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fcbayern1/rl-cloudsimplus-greenscheduling","website":"GitHub","packages":".claude/skills/write-critical-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature scope/search ledger and cross-paper synthesis template"],"limitation":"Full short workflow read; methodological appraisal, searches and final synthesis not executed.","url":"https://github.com/fcbayern1/rl-cloudsimplus-greenscheduling","primarySourceURLs":["https://github.com/FCBayern1/rl-cloudsimplus-greenscheduling/blob/f2342505a0c4ae50927a6489ec3b1990adb7559d/.claude/skills/write-critical-literature-review/SKILL.md"],"id":"RWE-1610","relevance":{"id":"RWE-1610","decision":"Core","rationale":"Retain the documented evidence function: Literature scope/search ledger and cross-paper synthesis template Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature scope/search ledger and cross-paper synthesis template","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fcbayern1/rl-cloudsimplus-greenscheduling","https://github.com/FCBayern1/rl-cloudsimplus-greenscheduling/blob/f2342505a0c4ae50927a6489ec3b1990adb7559d/.claude/skills/write-critical-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"peace-lab-global/peace-lab-database — 躯体身心-睡眠-技能-失眠评估Skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Structured sleep-diary data capture template","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"peace-lab-global/peace-lab-database","website":"GitHub","packages":"02-心智心理/心理学/躯体身心/睡眠/躯体身心-睡眠-技能-失眠评估Skill.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Structured sleep-diary data capture template"],"limitation":"Only diary schema reviewed; self-report is not objective sleep measurement, no scale translation/diagnostic thresholds or treatment guidance approved.","url":"https://github.com/peace-lab-global/peace-lab-database","primarySourceURLs":["https://github.com/peace-lab-global/peace-lab-database/blob/65f7ef2b6440f353edbcd6e58caa738fed7fe92c/02-心智心理/心理学/躯体身心/睡眠/躯体身心-睡眠-技能-失眠评估Skill.md"],"id":"RWE-1611","relevance":{"id":"RWE-1611","decision":"Core","rationale":"Structured sleep-diary data capture template. The documented patient/clinical schema, measurement, standards or research-design function directly supports health evidence data preparation; no care or outcome validity is inferred.","relevanceBasis":"Structured sleep-diary data capture template Limits: Only diary schema reviewed; self-report is not objective sleep measurement, no scale translation/diagnostic thresholds or treatment guidance approved.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/peace-lab-global/peace-lab-database/blob/65f7ef2b6440f353edbcd6e58caa738fed7fe92c/02-心智心理/心理学/躯体身心/睡眠/躯体身心-睡眠-技能-失眠评估Skill.md"],"reviewGroup":"health-data-method"}},{"name":"bschilder/papertrail — papertrail-pipeline","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Shared-paper citation extraction and source provenance workflow","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bschilder/papertrail","website":"GitHub","packages":"skills/papertrail-pipeline/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Shared-paper citation extraction and source provenance workflow"],"limitation":"Only source collection/normalization guide; Slack access, private-channel authority and embedding/dashboard quality not tested.","url":"https://github.com/bschilder/papertrail","primarySourceURLs":["https://github.com/bschilder/PaperTrail/blob/6d3baed665738783440b53e2457184b34324f084/skills/papertrail-pipeline/SKILL.md"],"id":"RWE-1612","relevance":{"id":"RWE-1612","decision":"Core","rationale":"Retain the documented evidence function: Shared-paper citation extraction and source provenance workflow Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Shared-paper citation extraction and source provenance workflow","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bschilder/papertrail","https://github.com/bschilder/PaperTrail/blob/6d3baed665738783440b53e2457184b34324f084/skills/papertrail-pipeline/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"whd4/expert-ai-skills — prediction-toolkit","kind":"Skill","category":"RWE Data & Analytics","summary":"Statistical uncertainty-tool selection and interface guidance","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"whd4/expert-ai-skills","website":"GitHub","packages":"skills/prediction-toolkit/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Statistical uncertainty-tool selection and interface guidance"],"limitation":"No numerical calibration, statistical coverage, causal methods or prediction accuracy tested.","url":"https://github.com/whd4/expert-ai-skills","primarySourceURLs":["https://github.com/whd4/expert-ai-skills/blob/2e422f83911f27d3648f97390ccd66de963c4560/skills/prediction-toolkit/SKILL.md"],"id":"RWE-1613","relevance":{"id":"RWE-1613","decision":"Core","rationale":"Statistical uncertainty-tool selection and interface guidance. The selected component supplies explicit pharmacokinetic, statistical-computing, regression or epidemiologic model planning; numerical and clinical validity remain untested.","relevanceBasis":"Statistical uncertainty-tool selection and interface guidance Limits: No numerical calibration, statistical coverage, causal methods or prediction accuracy tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/whd4/expert-ai-skills/blob/2e422f83911f27d3648f97390ccd66de963c4560/skills/prediction-toolkit/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"ahidayatxx/satusehat-cli — root skill","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Indonesian clinical interoperability documentation retrieval guidance","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ahidayatxx/satusehat-cli","website":"GitHub","packages":"SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Indonesian clinical interoperability documentation retrieval guidance"],"limitation":"No CLI execution, corpus freshness or complete terminology mapping validated.","url":"https://github.com/ahidayatxx/satusehat-cli","primarySourceURLs":["https://github.com/ahidayatxx/satusehat-cli/blob/f9dfca9ad683294c6a430509139e033969c58091/SKILL.md"],"id":"RWE-1614","relevance":{"id":"RWE-1614","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Indonesian clinical interoperability documentation retrieval guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ahidayatxx/satusehat-cli/blob/f9dfca9ad683294c6a430509139e033969c58091/SKILL.md"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"john-harrold/nlmixr2llm — simulation","kind":"Skill","category":"RWE Data & Analytics","summary":"PK/PD simulation specification and output-QA guidance","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"john-harrold/nlmixr2llm","website":"GitHub","packages":"inst/skills/simulation/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["PK/PD simulation specification and output-QA guidance"],"limitation":"No solver execution, parameter/uncertainty validation or clinical regimen inference tested.","url":"https://github.com/john-harrold/nlmixr2llm","primarySourceURLs":["https://github.com/john-harrold/nlmixr2llm/blob/ac6b240cc6dd4735c62d0532f567c3cb20f88c87/inst/skills/simulation/SKILL.md"],"id":"RWE-1616","relevance":{"id":"RWE-1616","decision":"Core","rationale":"PK/PD simulation specification and output-QA guidance. The selected component supplies explicit pharmacokinetic, statistical-computing, regression or epidemiologic model planning; numerical and clinical validity remain untested.","relevanceBasis":"PK/PD simulation specification and output-QA guidance Limits: No solver execution, parameter/uncertainty validation or clinical regimen inference tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/john-harrold/nlmixr2llm/blob/ac6b240cc6dd4735c62d0532f567c3cb20f88c87/inst/skills/simulation/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"michael-cmd-sys/queue-management-patient-flow — systematic-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Evidence synthesis traceability and reporting checklist","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"michael-cmd-sys/queue-management-patient-flow","website":"GitHub","packages":".agents/skills/systematic-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Evidence synthesis traceability and reporting checklist"],"limitation":"Selected provenance/reporting sections only; no38k-body full method approval or PRISMA compliance certification.","url":"https://github.com/michael-cmd-sys/queue-management-patient-flow","primarySourceURLs":["https://github.com/Michael-cmd-sys/queue-management-patient-flow/blob/5960489e2afd04c5ecf2f647243e9759fc2e8fba/.agents/skills/systematic-research/SKILL.md"],"id":"RWE-1618","relevance":{"id":"RWE-1618","decision":"Core","rationale":"Retain the documented evidence function: Evidence synthesis traceability and reporting checklist Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Evidence synthesis traceability and reporting checklist","evidenceLevel":"published-card","evidenceRefs":["https://github.com/michael-cmd-sys/queue-management-patient-flow","https://github.com/Michael-cmd-sys/queue-management-patient-flow/blob/5960489e2afd04c5ecf2f647243e9759fc2e8fba/.agents/skills/systematic-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"espickle1/claude-agents — VERB.pubmed-search-skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed date-bounded search instruction","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"espickle1/claude-agents","website":"GitHub","packages":"agents/literature-survey-agents/verb/VERB.pubmed-search-skill.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed date-bounded search instruction"],"limitation":"Approve initial search guidance only; top5% and journal prestige selection bias coverage, ranking/summarization not approved.","url":"https://github.com/espickle1/claude-agents","primarySourceURLs":["https://github.com/espickle1/claude-agents/blob/c117fd43ace0edfe8f621043be7b244fd781904b/agents/literature-survey-agents/verb/VERB.pubmed-search-skill.md"],"id":"RWE-1619","relevance":{"id":"RWE-1619","decision":"Core","rationale":"Retain the documented evidence function: PubMed date-bounded search instruction Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed date-bounded search instruction","evidenceLevel":"published-card","evidenceRefs":["https://github.com/espickle1/claude-agents","https://github.com/espickle1/claude-agents/blob/c117fd43ace0edfe8f621043be7b244fd781904b/agents/literature-survey-agents/verb/VERB.pubmed-search-skill.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"scdenney/open-science-skills — literature-review, conjoint-design","kind":"Skill collection","category":"Causal Inference & Analytics","summary":"Reviewed components: plugin/skills/literature-review/SKILL.md: Literature contribution and evidence-map template; skills/other/conjoint-design/SKILL.md: Conjoint attribute-table and pre-analysis-plan preparation: document randomization restrictions, estimand targets, respondent/task structure, pilot checks and confirmatory versus exploratory decisions.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scdenney/open-science-skills","website":"GitHub","packages":"plugin/skills/literature-review/SKILL.md; skills/other/conjoint-design/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["plugin/skills/literature-review/SKILL.md: Literature contribution and evidence-map template","skills/other/conjoint-design/SKILL.md: Conjoint attribute-table and pre-analysis-plan preparation: document randomization restrictions, estimand targets, respondent/task structure, pilot checks and confirmatory versus exploratory decisions."],"limitation":"literature-review: Instruction-level mapping only; novelty verdicts and cited source correctness untested. conjoint-design: Bounded design-documentation instructions only. No validated power formula, effective sample-size calculation, universal interaction multiplier, estimator correctness or patient-preference validity. Primary contains overly broad orthogonality and sample-size heuristics; those recommendations are not endorsed. Codex and Claude copies reconcile as packaging variants of same conjoint-design component.","url":"https://github.com/scdenney/open-science-skills","primarySourceURLs":["https://github.com/scdenney/open-science-skills/blob/2741cbaf49f60b6ff5b00175c9ae054c9abb037b/plugin/skills/literature-review/SKILL.md","https://github.com/scdenney/open-science-skills/blob/main/plugin/skills/conjoint-design/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/other/conjoint-design/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/298804464ec672c8016fe2ce0a2ffb65a160584f/other/conjoint-design/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/other/conjoint-design/SKILL.md"],"id":"RWE-1620","relevance":{"id":"RWE-1620","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"plugin/skills/literature-review/SKILL.md: Literature contribution and evidence-map template; skills/other/conjoint-design/SKILL.md: Conjoint attribute-table and pre-analysis-plan preparation: document randomization restrictions, estimand targets, respondent/task structure, pilot checks and confirmatory versus exploratory decisions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/scdenney/open-science-skills/blob/2741cbaf49f60b6ff5b00175c9ae054c9abb037b/plugin/skills/literature-review/SKILL.md","https://github.com/scdenney/open-science-skills/blob/main/plugin/skills/conjoint-design/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/other/conjoint-design/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/298804464ec672c8016fe2ce0a2ffb65a160584f/other/conjoint-design/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/other/conjoint-design/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"kamens/hstack — SKILL.md","kind":"Skill","category":"RWE Data & Analytics","summary":"Search and summarize treatment research for informed discussion.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kamens/hstack","website":"GitHub","packages":"hstack-summarize-research/SKILL.md.tmpl","workflowFit":["RWE Data & Analytics"],"capabilities":["Search and summarize treatment research for informed discussion."],"limitation":"Patient-facing instruction only; no medical recommendations or completeness validated.","url":"https://github.com/kamens/hstack","primarySourceURLs":["https://github.com/kamens/hstack/blob/549ddfde0bde4975e0061a0cb6563c408d0c157e/hstack-summarize-research/SKILL.md.tmpl"],"id":"RWE-1622","relevance":{"id":"RWE-1622","decision":"Core","rationale":"Search and summarize treatment research for informed discussion. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Search and summarize treatment research for informed discussion. Limits: Patient-facing instruction only; no medical recommendations or completeness validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kamens/hstack/blob/549ddfde0bde4975e0061a0cb6563c408d0c157e/hstack-summarize-research/SKILL.md.tmpl"],"reviewGroup":"scholarly-evidence"}},{"name":"ustc-ai4science/academic-search — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scholarly metadata verification and deduplication guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ustc-ai4science/academic-search","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly metadata verification and deduplication guidance"],"limitation":"Selected retrieval/verification contract only; adapters, source coverage and citation metrics not independently tested.","url":"https://github.com/ustc-ai4science/academic-search","primarySourceURLs":["https://github.com/ustc-ai4science/academic-search/blob/b9b692ed1334c858eb42d1f2710ccfcae1a43eb8/SKILL.md"],"id":"RWE-1623","relevance":{"id":"RWE-1623","decision":"Core","rationale":"Retain the documented evidence function: Scholarly metadata verification and deduplication guidance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly metadata verification and deduplication guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ustc-ai4science/academic-search","https://github.com/ustc-ai4science/academic-search/blob/b9b692ed1334c858eb42d1f2710ccfcae1a43eb8/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nobuotsukamoto/ai-dlc-research-skills — ai-dlc-research","kind":"Skill","category":"RWE Data & Analytics","summary":"Scientific software-development reading-log and source verification workflow","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nobuotsukamoto/ai-dlc-research-skills","website":"GitHub","packages":".agents/skills/ai-dlc-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Scientific software-development reading-log and source verification workflow"],"limitation":"Selected discovery/review workflow only; scoring thresholds, generalizability and complete search coverage untested.","url":"https://github.com/nobuotsukamoto/ai-dlc-research-skills","primarySourceURLs":["https://github.com/NobuoTsukamoto/ai-dlc-research-skills/blob/f59eaac58f1b66acef40f55c21e99aaebd9c368a/.agents/skills/ai-dlc-research/SKILL.md"],"id":"RWE-1624","relevance":{"id":"RWE-1624","decision":"Core","rationale":"Scientific software-development reading-log and source verification workflow. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Scientific software-development reading-log and source verification workflow Limits: Selected discovery/review workflow only; scoring thresholds, generalizability and complete search coverage untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/NobuoTsukamoto/ai-dlc-research-skills/blob/f59eaac58f1b66acef40f55c21e99aaebd9c368a/.agents/skills/ai-dlc-research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"photonics-dhl/scholar-s-tea — optics_tracker","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Biomedical optics literature monitoring configuration","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"photonics-dhl/scholar-s-tea","website":"GitHub","packages":"optics_tracker/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical optics literature monitoring configuration"],"limitation":"Only retrieval and card-output contract; top-N/citation-priority selection and AI interpretation do not establish evidence quality.","url":"https://github.com/photonics-dhl/scholar-s-tea","primarySourceURLs":["https://github.com/photonics-dhl/Scholar-s-tea/blob/74eb3f7ef7ee0ba28e4e02dd98ebb9d7f700bc0d/optics_tracker/SKILL.md"],"id":"RWE-1625","relevance":{"id":"RWE-1625","decision":"Core","rationale":"Retain the documented evidence function: Biomedical optics literature monitoring configuration Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biomedical optics literature monitoring configuration","evidenceLevel":"published-card","evidenceRefs":["https://github.com/photonics-dhl/scholar-s-tea","https://github.com/photonics-dhl/Scholar-s-tea/blob/74eb3f7ef7ee0ba28e4e02dd98ebb9d7f700bc0d/optics_tracker/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gasserane/personal-skills — researcher","kind":"Skill","category":"Regulatory & Product Data","summary":"Sexual/reproductive health evidence-brief planning","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gasserane/personal-skills","website":"GitHub","packages":"skills/researcher/SKILL.md","workflowFit":["Regulatory & Product Data"],"capabilities":["Sexual/reproductive health evidence-brief planning"],"limitation":"Selected question/source routing only; framework mandates, citation velocity and downstream synthesis not validated.","url":"https://github.com/gasserane/personal-skills","primarySourceURLs":["https://github.com/gasserane/personal-skills/blob/92636dd8db2fcf6b7b1bf4a6d8261a9fefbb68cb/skills/researcher/SKILL.md","https://github.com/gasserane/personal-skills/blob/20c4b166cdf4b452ebc27434ca771b5000b4b711/skills/researcher/SKILL.md","https://github.com/gasserane/personal-skills/blob/c28c966534f748f8b4bdca71e62b08bd61000959/skills/researcher/SKILL.md","https://github.com/gasserane/personal-skills/blob/669d9c25195725401a8360a1cff13c453a3f3ab2/skills/researcher/SKILL.md"],"id":"RWE-1626","relevance":{"id":"RWE-1626","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Sexual/reproductive health evidence-brief planning","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gasserane/personal-skills/blob/92636dd8db2fcf6b7b1bf4a6d8261a9fefbb68cb/skills/researcher/SKILL.md","https://github.com/gasserane/personal-skills/blob/20c4b166cdf4b452ebc27434ca771b5000b4b711/skills/researcher/SKILL.md","https://github.com/gasserane/personal-skills/blob/c28c966534f748f8b4bdca71e62b08bd61000959/skills/researcher/SKILL.md","https://github.com/gasserane/personal-skills/blob/669d9c25195725401a8360a1cff13c453a3f3ab2/skills/researcher/SKILL.md"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"ckt520728/claude-skills — litreview-agent","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Profile-driven literature monitoring and query configuration","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ckt520728/claude-skills","website":"GitHub","packages":"litreview-agent/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Profile-driven literature monitoring and query configuration"],"limitation":"Selected search/profile sections only; default time/result caps, benchmark ranking and summary accuracy unvalidated.","url":"https://github.com/ckt520728/claude-skills","primarySourceURLs":["https://github.com/ckt520728/claude-skills/blob/6a222fde4010770815bb73ed40f76f1f7d43a402/litreview-agent/SKILL.md"],"id":"RWE-1627","relevance":{"id":"RWE-1627","decision":"Core","rationale":"Retain the documented evidence function: Profile-driven literature monitoring and query configuration Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Profile-driven literature monitoring and query configuration","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ckt520728/claude-skills","https://github.com/ckt520728/claude-skills/blob/6a222fde4010770815bb73ed40f76f1f7d43a402/litreview-agent/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"moshesham/data-science-analytical-handbook — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature search-plan and query-ledger template","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"moshesham/data-science-analytical-handbook","website":"GitHub","packages":".github/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature search-plan and query-ledger template"],"limitation":"Selected query documentation only; default English/date/type exclusions and grant-oriented examples are not universal review methodology.","url":"https://github.com/moshesham/data-science-analytical-handbook","primarySourceURLs":["https://github.com/moshesham/Data-Science-Analytical-Handbook/blob/d96d643bcd97ee7c1b66578b5b9ea142ce931811/.github/skills/literature-review/SKILL.md","https://github.com/moshesham/Economic-Dashboard-API/blob/4fe4d964e1a95c35ef6ef608444f9cae6a56a0b4/.github/skills/literature-review/SKILL.md"],"id":"RWE-1628","relevance":{"id":"RWE-1628","decision":"Core","rationale":"Retain the documented evidence function: Literature search-plan and query-ledger template Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature search-plan and query-ledger template","evidenceLevel":"published-card","evidenceRefs":["https://github.com/moshesham/data-science-analytical-handbook","https://github.com/moshesham/Data-Science-Analytical-Handbook/blob/d96d643bcd97ee7c1b66578b5b9ea142ce931811/.github/skills/literature-review/SKILL.md","https://github.com/moshesham/Economic-Dashboard-API/blob/4fe4d964e1a95c35ef6ef608444f9cae6a56a0b4/.github/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bgpopescu/popescu_claude — discover-lit","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature discovery and annotated bibliography planning","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bgpopescu/popescu_claude","website":"GitHub","packages":".claude/skills/discover-lit/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature discovery and annotated bibliography planning"],"limitation":"Selected scope/chaining sections only; web searches supplement database coverage and do not establish novelty or comprehensive retrieval.","url":"https://github.com/bgpopescu/popescu_claude","primarySourceURLs":["https://github.com/bgpopescu/popescu_claude/blob/6007a5e880eac6bf01825adfcfb181caf6f0a593/.claude/skills/discover-lit/SKILL.md"],"id":"RWE-1629","relevance":{"id":"RWE-1629","decision":"Core","rationale":"Retain the documented evidence function: Literature discovery and annotated bibliography planning Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature discovery and annotated bibliography planning","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bgpopescu/popescu_claude","https://github.com/bgpopescu/popescu_claude/blob/6007a5e880eac6bf01825adfcfb181caf6f0a593/.claude/skills/discover-lit/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"24kchengye/human-skill-tree — 03-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature query construction teaching workflow","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"24kchengye/human-skill-tree","website":"GitHub","packages":"skills/03-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature query construction teaching workflow"],"limitation":"Only search strategy portion approved; mixed PICO/PCC shorthand, review hierarchy and timeline estimates are not validated standards. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/24kchengye/human-skill-tree","primarySourceURLs":["https://github.com/24kchengYe/human-skill-tree/blob/be589ddd04c945cd64642702ed7f6cfbd2466e03/skills/03-literature-review/SKILL.md"],"id":"RWE-1630","relevance":{"id":"RWE-1630","decision":"Core","rationale":"Retain the documented evidence function: Literature query construction teaching workflow Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature query construction teaching workflow","evidenceLevel":"published-card","evidenceRefs":["https://github.com/24kchengye/human-skill-tree","https://github.com/24kchengYe/human-skill-tree/blob/be589ddd04c945cd64642702ed7f6cfbd2466e03/skills/03-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hongluu92/research-kit — academic-search","kind":"Skill","category":"RWE Data & Analytics","summary":"Academic keyword and search CLI guidance","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hongluu92/research-kit","website":"GitHub","packages":".agent/skills/academic-search/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Academic keyword and search CLI guidance"],"limitation":"Selected search instructions only; citation count/venue prestige not approved as quality verification, scripts untested.","url":"https://github.com/hongluu92/research-kit","primarySourceURLs":["https://github.com/hongluu92/research-kit/blob/04a7dabbce80082b0eddf936cef33ebaab992870/.agent/skills/academic-search/SKILL.md"],"id":"RWE-1631","relevance":{"id":"RWE-1631","decision":"Core","rationale":"Academic keyword and search CLI guidance. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Academic keyword and search CLI guidance Limits: Selected search instructions only; citation count/venue prestige not approved as quality verification, scripts untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hongluu92/research-kit/blob/04a7dabbce80082b0eddf936cef33ebaab992870/.agent/skills/academic-search/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"qa-aman/claude-skills — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature review scope and thematic synthesis template","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"qa-aman/claude-skills","website":"GitHub","packages":"skills/by-role/researcher/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature review scope and thematic synthesis template"],"limitation":"Selected scope/synthesis structure only; no source verification or complete systematic review guarantee. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/qa-aman/claude-skills","primarySourceURLs":["https://github.com/qa-aman/claude-skills/blob/74ef6e2b0333ab8fce0b9cb2f6de16c02c0abb6c/skills/by-role/researcher/literature-review/SKILL.md"],"id":"RWE-1632","relevance":{"id":"RWE-1632","decision":"Core","rationale":"Retain the documented evidence function: Literature review scope and thematic synthesis template Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature review scope and thematic synthesis template","evidenceLevel":"published-card","evidenceRefs":["https://github.com/qa-aman/claude-skills","https://github.com/qa-aman/claude-skills/blob/74ef6e2b0333ab8fce0b9cb2f6de16c02c0abb6c/skills/by-role/researcher/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jfimbett/cloco — econometrics-check","kind":"Skill","category":"Causal Inference & Analytics","summary":"Causal design review and paper-code alignment checklist","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jfimbett/cloco","website":"GitHub","packages":".claude/skills/econometrics-check/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal design review and paper-code alignment checklist"],"limitation":"Selected audit framing only; downstream critic agent not reviewed or executed and no estimator validity certified.","url":"https://github.com/jfimbett/cloco","primarySourceURLs":["https://github.com/jfimbett/cloco/blob/7668e3a73446711b7fe11877eebeb86bc28c6cce/.claude/skills/econometrics-check/SKILL.md"],"id":"RWE-1633","relevance":{"id":"RWE-1633","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Causal design review and paper-code alignment checklist","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jfimbett/cloco/blob/7668e3a73446711b7fe11877eebeb86bc28c6cce/.claude/skills/econometrics-check/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"sodiqabdulwaris/waris-skill-library — warisskill-research-academic","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Reproducible scholarly search and citation provenance checklist","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sodiqabdulwaris/waris-skill-library","website":"GitHub","packages":"skills/warisskill-research-academic/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Reproducible scholarly search and citation provenance checklist"],"limitation":"Selected search discipline only; source hierarchy overstates automatic meta-analysis superiority and is not approved as appraisal.","url":"https://github.com/sodiqabdulwaris/waris-skill-library","primarySourceURLs":["https://github.com/SodiqAbdulwaris/waris-skill-library/blob/4aa976898394a9f98fe8ed71a2a7a9938cb8ac30/skills/warisskill-research-academic/SKILL.md"],"id":"RWE-1635","relevance":{"id":"RWE-1635","decision":"Core","rationale":"Retain the documented evidence function: Reproducible scholarly search and citation provenance checklist Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reproducible scholarly search and citation provenance checklist","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sodiqabdulwaris/waris-skill-library","https://github.com/SodiqAbdulwaris/waris-skill-library/blob/4aa976898394a9f98fe8ed71a2a7a9938cb8ac30/skills/warisskill-research-academic/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jxlins/intelliconference — academic-search","kind":"Skill","category":"RWE Data & Analytics","summary":"Define search fields and database route; merge metadata by DOI/arXiv identifier; report retrieval failures.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jxlins/intelliconference","website":"GitHub","packages":"intelliconf/.agents/skills/academic-search/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Define search fields and database route; merge metadata by DOI/arXiv identifier; report retrieval failures."],"limitation":"Selected introduction/search strategy reviewed; citation-count and venue-based prioritization is not systematic-review screening, and API/browser helpers were not executed.","url":"https://github.com/jxlins/intelliconference","primarySourceURLs":["https://github.com/jxlins/IntelliConference/blob/bdeae08645829bf0e605202da863a44b6bc4c883/intelliconf/.agents/skills/academic-search/SKILL.md"],"id":"RWE-1636","relevance":{"id":"RWE-1636","decision":"Core","rationale":"Define search fields and database route; merge metadata by DOI/arXiv identifier; report retrieval failures. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Define search fields and database route; merge metadata by DOI/arXiv identifier; report retrieval failures. Limits: Selected introduction/search strategy reviewed; citation-count and venue-based prioritization is not systematic-review screening, and API/browser helpers were not executed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jxlins/IntelliConference/blob/bdeae08645829bf0e605202da863a44b6bc4c883/intelliconf/.agents/skills/academic-search/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"scrabblingsam/retrieve_papers_notion — literature-monitor","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Named search_papers, retrieve_paper_pdf and query_experimental_database routing with a source/date research-note schema.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scrabblingsam/retrieve_papers_notion","website":"GitHub","packages":"skills/literature-monitor/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Named search_papers, retrieve_paper_pdf and query_experimental_database routing with a source/date research-note schema."],"limitation":"Only query/cross-reference instructions; Nature/Science/Cell priority does not establish evidence quality; local MCP unexecuted.","url":"https://github.com/scrabblingsam/retrieve_papers_notion","primarySourceURLs":["https://github.com/ScrabblingSam/retrieve_papers_notion/blob/87471d8a436110f16746bdf4c1fefe2191cd22fa/skills/literature-monitor/SKILL.md"],"id":"RWE-1638","relevance":{"id":"RWE-1638","decision":"Core","rationale":"Retain the documented evidence function: Named search_papers, retrieve_paper_pdf and query_experimental_database routing with a source/date research-note schema. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Named search_papers, retrieve_paper_pdf and query_experimental_database routing with a source/date research-note schema.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/scrabblingsam/retrieve_papers_notion","https://github.com/ScrabblingSam/retrieve_papers_notion/blob/87471d8a436110f16746bdf4c1fefe2191cd22fa/skills/literature-monitor/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jyluo1994/zotero-word-citation — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Verify title/author/year against identifiers before import; retain import decisions and duplicate checks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jyluo1994/zotero-word-citation","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Verify title/author/year against identifiers before import; retain import decisions and duplicate checks."],"limitation":"Selected intake/import sections, not DOCX field or connector implementation review; venue/citation ranking not validity assessment.","url":"https://github.com/jyluo1994/zotero-word-citation","primarySourceURLs":["https://github.com/jyluo1994/zotero-word-citation/blob/13ff32e8e53d302bf46fbd15952ac7c02df2ad16/SKILL.md"],"id":"RWE-1639","relevance":{"id":"RWE-1639","decision":"Core","rationale":"Verify title/author/year against identifiers before import; retain import decisions and duplicate checks. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Verify title/author/year against identifiers before import; retain import decisions and duplicate checks. Limits: Selected intake/import sections, not DOCX field or connector implementation review; venue/citation ranking not validity assessment.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jyluo1994/zotero-word-citation/blob/13ff32e8e53d302bf46fbd15952ac7c02df2ad16/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"idealii-pumch/pubmed-research-assistant — pubmed-research-assistant","kind":"Skill","category":"RWE Data & Analytics","summary":"Report raw and ranked outputs separately; preserve raw publication date and retrieval query log.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"idealii-pumch/pubmed-research-assistant","website":"GitHub","packages":".github/skills/pubmed-research-assistant/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Report raw and ranked outputs separately; preserve raw publication date and retrieval query log."],"limitation":"Selected output/failure rules; impact-factor filters and ranking are not systematic evidence screening, helper unexecuted.","url":"https://github.com/idealii-pumch/pubmed-research-assistant","primarySourceURLs":["https://github.com/idealii-pumch/pubmed-research-assistant/blob/145a03fb27862e0dfc314ec235a0e5f4a391f81e/.github/skills/pubmed-research-assistant/SKILL.md"],"id":"RWE-1640","relevance":{"id":"RWE-1640","decision":"Core","rationale":"Report raw and ranked outputs separately; preserve raw publication date and retrieval query log. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Report raw and ranked outputs separately; preserve raw publication date and retrieval query log. Limits: Selected output/failure rules; impact-factor filters and ranking are not systematic evidence screening, helper unexecuted.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/idealii-pumch/pubmed-research-assistant/blob/145a03fb27862e0dfc314ec235a0e5f4a391f81e/.github/skills/pubmed-research-assistant/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"heymoezy/porter — academic-researcher","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Define question, review type, eligibility rules and traceable evidence-table outputs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"heymoezy/porter","website":"GitHub","packages":"skills/academic-researcher/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Define question, review type, eligibility rules and traceable evidence-table outputs."],"limitation":"Selected methods sections only, not a validated appraisal instrument or completed systematic review.","url":"https://github.com/heymoezy/porter","primarySourceURLs":["https://github.com/heymoezy/porter/blob/443534230d1e0f16b3ed75f50449c1475dac61c8/skills/academic-researcher/SKILL.md"],"id":"RWE-1641","relevance":{"id":"RWE-1641","decision":"Core","rationale":"Retain the documented evidence function: Define question, review type, eligibility rules and traceable evidence-table outputs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Define question, review type, eligibility rules and traceable evidence-table outputs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/heymoezy/porter","https://github.com/heymoezy/porter/blob/443534230d1e0f16b3ed75f50449c1475dac61c8/skills/academic-researcher/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ccashwell/qualitative-research-pro — literature-synthesis","kind":"Skill","category":"RWE Data & Analytics","summary":"Record controlled-vocabulary/free-text searches; compare constructs, contexts, findings and limitations across studies.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ccashwell/qualitative-research-pro","website":"GitHub","packages":"skills/literature-synthesis/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Record controlled-vocabulary/free-text searches; compare constructs, contexts, findings and limitations across studies."],"limitation":"Selected search and synthesis sections; method labels and reporting references are guidance, not methodological validation.","url":"https://github.com/ccashwell/qualitative-research-pro","primarySourceURLs":["https://github.com/ccashwell/qualitative-research-pro/blob/ca73e9710c7b94a17d1fdea8a323de2d830a0d30/skills/literature-synthesis/SKILL.md"],"id":"RWE-1642","relevance":{"id":"RWE-1642","decision":"Core","rationale":"Record controlled-vocabulary/free-text searches; compare constructs, contexts, findings and limitations across studies. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Record controlled-vocabulary/free-text searches; compare constructs, contexts, findings and limitations across studies. Limits: Selected search and synthesis sections; method labels and reporting references are guidance, not methodological validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ccashwell/qualitative-research-pro/blob/ca73e9710c7b94a17d1fdea8a323de2d830a0d30/skills/literature-synthesis/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"fujiimoku/claude-paper-tools — paper-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search selected paper sources and route paper identifiers to PDF download or text extraction.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fujiimoku/claude-paper-tools","website":"GitHub","packages":"paper-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search selected paper sources and route paper identifiers to PDF download or text extraction."],"limitation":"Local hardcoded Windows path must be adapted; claimed 20+ adapters and configuration warnings were not validated.","url":"https://github.com/fujiimoku/claude-paper-tools","primarySourceURLs":["https://github.com/fujiimoku/claude-paper-tools/blob/acf8efcd406beedb850522d3c16caf88a9c14256/paper-search/SKILL.md"],"id":"RWE-1643","relevance":{"id":"RWE-1643","decision":"Core","rationale":"Retain the documented evidence function: Search selected paper sources and route paper identifiers to PDF download or text extraction. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search selected paper sources and route paper identifiers to PDF download or text extraction.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fujiimoku/claude-paper-tools","https://github.com/fujiimoku/claude-paper-tools/blob/acf8efcd406beedb850522d3c16caf88a9c14256/paper-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"abnerla/ai_paper — literature-searcher","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Draft Boolean concept blocks; verify proposed citations against DOI or publisher records and retain uncertainty.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"abnerla/ai_paper","website":"GitHub","packages":"Management/skills_src/literature-searcher/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Draft Boolean concept blocks; verify proposed citations against DOI or publisher records and retain uncertainty."],"limitation":"Query and identity guidance only; journal rankings, blacklist status and example metrics not validated.","url":"https://github.com/abnerla/ai_paper","primarySourceURLs":["https://github.com/Abnerla/AI_paper/blob/079e751ba1a1db0a8d0f80301188cd471b0bb099/Management/skills_src/literature-searcher/SKILL.md"],"id":"RWE-1645","relevance":{"id":"RWE-1645","decision":"Core","rationale":"Retain the documented evidence function: Draft Boolean concept blocks; verify proposed citations against DOI or publisher records and retain uncertainty. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Draft Boolean concept blocks; verify proposed citations against DOI or publisher records and retain uncertainty.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/abnerla/ai_paper","https://github.com/Abnerla/AI_paper/blob/079e751ba1a1db0a8d0f80301188cd471b0bb099/Management/skills_src/literature-searcher/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"drknowhow/deep-research — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Associate synthesis claims with DOI/URL evidence rows and preserve synthesis artifact identifiers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drknowhow/deep-research","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Associate synthesis claims with DOI/URL evidence rows and preserve synthesis artifact identifiers."],"limitation":"Selected introduction/output/closure sections; verbatim quotes do not enforce factuality, and effect-size synthesis or mandatory word-cloud choices not approved.","url":"https://github.com/drknowhow/deep-research","primarySourceURLs":["https://github.com/drknowhow/deep-research/blob/485dfc16553ef34123342c3be45690eaad9dff72/SKILL.md"],"id":"RWE-1646","relevance":{"id":"RWE-1646","decision":"Core","rationale":"Associate synthesis claims with DOI/URL evidence rows and preserve synthesis artifact identifiers. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Associate synthesis claims with DOI/URL evidence rows and preserve synthesis artifact identifiers. Limits: Selected introduction/output/closure sections; verbatim quotes do not enforce factuality, and effect-size synthesis or mandatory word-cloud choices not approved.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/drknowhow/deep-research/blob/485dfc16553ef34123342c3be45690eaad9dff72/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"songkang688/kk-paper-skills — lit-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Generate synonym queries and route to scholarly metadata APIs; retain DOI and source fields.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"songkang688/kk-paper-skills","website":"GitHub","packages":"lit-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Generate synonym queries and route to scholarly metadata APIs; retain DOI and source fields."],"limitation":"Only query/metadata retrieval qualifies; relevance times log(citations+1) suppresses uncited papers, 80% title matching can merge distinct studies, and 20-result limits are not systematic coverage.","url":"https://github.com/songkang688/kk-paper-skills","primarySourceURLs":["https://github.com/songkang688/kk-paper-skills/blob/8a8f4f0912cff177d5d2c5179bd25bc42afb5ba7/lit-search/SKILL.md"],"id":"RWE-1649","relevance":{"id":"RWE-1649","decision":"Core","rationale":"Retain the documented evidence function: Generate synonym queries and route to scholarly metadata APIs; retain DOI and source fields. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Generate synonym queries and route to scholarly metadata APIs; retain DOI and source fields.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/songkang688/kk-paper-skills","https://github.com/songkang688/kk-paper-skills/blob/8a8f4f0912cff177d5d2c5179bd25bc42afb5ba7/lit-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lingtai-ai/lingtai — academic-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Route DOI, arXiv identifier, PMID or bibliographic code to appropriate metadata/full-text source guides.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lingtai-ai/lingtai","website":"GitHub","packages":"tui/internal/preset/skills/swiss-knife/reference/academic-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Route DOI, arXiv identifier, PMID or bibliographic code to appropriate metadata/full-text source guides."],"limitation":"Only identifier/source navigation reviewed; PDF extraction, access fallback, and availability not validated.","url":"https://github.com/lingtai-ai/lingtai","primarySourceURLs":["https://github.com/Lingtai-AI/lingtai/blob/60c2078a8c872d748dab69d5271429bc702c4a45/tui/internal/preset/skills/swiss-knife/reference/academic-research/SKILL.md"],"id":"RWE-1650","relevance":{"id":"RWE-1650","decision":"Core","rationale":"Retain the documented evidence function: Route DOI, arXiv identifier, PMID or bibliographic code to appropriate metadata/full-text source guides. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Route DOI, arXiv identifier, PMID or bibliographic code to appropriate metadata/full-text source guides.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lingtai-ai/lingtai","https://github.com/Lingtai-AI/lingtai/blob/60c2078a8c872d748dab69d5271429bc702c4a45/tui/internal/preset/skills/swiss-knife/reference/academic-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"uludo/codex-science-skills — scientific-referee-reviewer","kind":"Skill","category":"RWE Data & Analytics","summary":"Inventory novelty, technical, empirical and reproducibility claims; check cited-source support and distinguish fatal from fixable issues.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"uludo/codex-science-skills","website":"GitHub","packages":"skills/scientific-referee-reviewer/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Inventory novelty, technical, empirical and reproducibility claims; check cited-source support and distinguish fatal from fixable issues."],"limitation":"Selected core/literature workflow; binary accept/reject decision is an editorial framing, not validated peer review.","url":"https://github.com/uludo/codex-science-skills","primarySourceURLs":["https://github.com/ULudo/codex-science-skills/blob/9bc3fe6febd41932a1f6f420a006a17f3bc46f27/skills/scientific-referee-reviewer/SKILL.md"],"id":"RWE-1653","relevance":{"id":"RWE-1653","decision":"Core","rationale":"Inventory novelty, technical, empirical and reproducibility claims; check cited-source support and distinguish fatal from fixable issues. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Inventory novelty, technical, empirical and reproducibility claims; check cited-source support and distinguish fatal from fixable issues. Limits: Selected core/literature workflow; binary accept/reject decision is an editorial framing, not validated peer review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ULudo/codex-science-skills/blob/9bc3fe6febd41932a1f6f420a006a17f3bc46f27/skills/scientific-referee-reviewer/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"plagtech/multi-search-x402 — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Route topic queries to OpenAlex/Crossref/arXiv/PubMed-oriented gateway endpoints with explicit request parameters.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"plagtech/multi-search-x402","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Route topic queries to OpenAlex/Crossref/arXiv/PubMed-oriented gateway endpoints with explicit request parameters."],"limitation":"Static gateway instructions only; prices, corpus counts, vendor operation and paid subscription performance unverified.","url":"https://github.com/plagtech/multi-search-x402","primarySourceURLs":["https://github.com/plagtech/multi-search-x402/blob/4ff949454bdf56bb77bb93c0735602ac6e96d1b3/SKILL.md"],"id":"RWE-1655","relevance":{"id":"RWE-1655","decision":"Core","rationale":"Retain the documented evidence function: Route topic queries to OpenAlex/Crossref/arXiv/PubMed-oriented gateway endpoints with explicit request parameters. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Route topic queries to OpenAlex/Crossref/arXiv/PubMed-oriented gateway endpoints with explicit request parameters.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/plagtech/multi-search-x402","https://github.com/plagtech/multi-search-x402/blob/4ff949454bdf56bb77bb93c0735602ac6e96d1b3/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"anon2023-halmoni/claude-fleet-marketplace — medical-acquisition","kind":"Skill","category":"RWE Data & Analytics","summary":"Fetch PMID/DOI inputs through a named CLI/library and record source tier, type and success.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anon2023-halmoni/claude-fleet-marketplace","website":"GitHub","packages":"plugins/smp-kat-tools/skills/medical-acquisition/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Fetch PMID/DOI inputs through a named CLI/library and record source tier, type and success."],"limitation":"Local absolute-path framework and 21-backend/access claims not runtime tested; no authentication or extraction accuracy approval. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/anon2023-halmoni/claude-fleet-marketplace","primarySourceURLs":["https://github.com/anon2023-Halmoni/claude-fleet-marketplace/blob/16024c79abeabcefee28443894844b0047f781d8/plugins/smp-kat-tools/skills/medical-acquisition/SKILL.md"],"id":"RWE-1656","relevance":{"id":"RWE-1656","decision":"Core","rationale":"Fetch PMID/DOI inputs through a named CLI/library and record source tier, type and success. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Fetch PMID/DOI inputs through a named CLI/library and record source tier, type and success. Limits: Local absolute-path framework and 21-backend/access claims not runtime tested; no authentication or extraction accuracy approval. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/anon2023-Halmoni/claude-fleet-marketplace/blob/16024c79abeabcefee28443894844b0047f781d8/plugins/smp-kat-tools/skills/medical-acquisition/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"adamagent42/polyagent — medical-adr","kind":"Skill","category":"Regulatory & Product Data","summary":"Drug-label evidence retrieval and summary guidance","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"adamagent42/polyagent","website":"GitHub","packages":"skills/medical-adr/SKILL.md","workflowFit":["Regulatory & Product Data"],"capabilities":["Drug-label evidence retrieval and summary guidance"],"limitation":"Knowledge-base contents, coverage and clinical accuracy are unverified; no diagnosis or interaction-safety capability approved.","url":"https://github.com/adamagent42/polyagent","primarySourceURLs":["https://github.com/AdamAgent42/PolyAgent/blob/81f6f7e9af8f030b06f1a0f41e5ace80b9e9298a/skills/medical-adr/SKILL.md"],"id":"RWE-1657","relevance":{"id":"RWE-1657","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Drug-label evidence retrieval and summary guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/AdamAgent42/PolyAgent/blob/81f6f7e9af8f030b06f1a0f41e5ace80b9e9298a/skills/medical-adr/SKILL.md"],"reviewGroup":"health-product-and-safety-data"}},{"name":"brainbytes-dev/everything-claude-finance — econometrics","kind":"Skill","category":"RWE Data & Analytics","summary":"Frame linear-regression exogeneity, homoskedasticity and small-sample versus asymptotic inference requirements.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"brainbytes-dev/everything-claude-finance","website":"GitHub","packages":"skills/economics/econometrics/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Frame linear-regression exogeneity, homoskedasticity and small-sample versus asymptotic inference requirements."],"limitation":"Selected OLS assumptions only; diagnostic thresholds, automatic fixes, IV/DiD/VAR implementations not approved.","url":"https://github.com/brainbytes-dev/everything-claude-finance","primarySourceURLs":["https://github.com/brainbytes-dev/everything-claude-finance/blob/71f43fc82f5d493802de01a5ce70079ffaa784fc/skills/economics/econometrics/SKILL.md"],"id":"RWE-1660","relevance":{"id":"RWE-1660","decision":"Core","rationale":"Frame linear-regression exogeneity, homoskedasticity and small-sample versus asymptotic inference requirements. The selected component supplies explicit pharmacokinetic, statistical-computing, regression or epidemiologic model planning; numerical and clinical validity remain untested.","relevanceBasis":"Frame linear-regression exogeneity, homoskedasticity and small-sample versus asymptotic inference requirements. Limits: Selected OLS assumptions only; diagnostic thresholds, automatic fixes, IV/DiD/VAR implementations not approved.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/brainbytes-dev/everything-claude-finance/blob/71f43fc82f5d493802de01a5ce70079ffaa784fc/skills/economics/econometrics/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"elitegoblin/myclaude — deep-research","kind":"Skill","category":"RWE Data & Analytics","summary":"Retain branch/evidence artifacts; compare claims with source evidence and record missing or contradictory material before synthesis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"elitegoblin/myclaude","website":"GitHub","packages":"custom/skills/deep-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Retain branch/evidence artifacts; compare claims with source evidence and record missing or contradictory material before synthesis."],"limitation":"Selected roles/critique sections only; benchmark effects and token multipliers are not independently verified, multi-agent review not method validation.","url":"https://github.com/elitegoblin/myclaude","primarySourceURLs":["https://github.com/eliteGoblin/myclaude/blob/6eb8aa57190c77283ab1c845fd34139804db89d6/custom/skills/deep-research/SKILL.md"],"id":"RWE-1661","relevance":{"id":"RWE-1661","decision":"Core","rationale":"Retain branch/evidence artifacts; compare claims with source evidence and record missing or contradictory material before synthesis. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Retain branch/evidence artifacts; compare claims with source evidence and record missing or contradictory material before synthesis. Limits: Selected roles/critique sections only; benchmark effects and token multipliers are not independently verified, multi-agent review not method validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/eliteGoblin/myclaude/blob/6eb8aa57190c77283ab1c845fd34139804db89d6/custom/skills/deep-research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"madebytommi/gaht-hormone-monitoring-source-audit — pubmed-source-resolution","kind":"Skill","category":"RWE Data & Analytics","summary":"Resolve PMID/DOI and correction metadata; record query, identifiers, access date and unresolved source relationships.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"madebytommi/gaht-hormone-monitoring-source-audit","website":"GitHub","packages":".agents/skills/pubmed-source-resolution/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Resolve PMID/DOI and correction metadata; record query, identifiers, access date and unresolved source relationships."],"limitation":"Selected scope and CLI/output contract only; no clinical inference or evidence-base expansion approval, bundled script unexecuted.","url":"https://github.com/madebytommi/gaht-hormone-monitoring-source-audit","primarySourceURLs":["https://github.com/madebytommi/gaht-hormone-monitoring-source-audit/blob/1eb5e87973c3883f63f964a287d4f2be3b867e51/.agents/skills/pubmed-source-resolution/SKILL.md"],"id":"RWE-1662","relevance":{"id":"RWE-1662","decision":"Core","rationale":"Resolve PMID/DOI and correction metadata; record query, identifiers, access date and unresolved source relationships. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Resolve PMID/DOI and correction metadata; record query, identifiers, access date and unresolved source relationships. Limits: Selected scope and CLI/output contract only; no clinical inference or evidence-base expansion approval, bundled script unexecuted.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/madebytommi/gaht-hormone-monitoring-source-audit/blob/1eb5e87973c3883f63f964a287d4f2be3b867e51/.agents/skills/pubmed-source-resolution/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"tim090577/medlearn-kit — paper-find-pro","kind":"Skill","category":"Public health & surveillance","summary":"Record question, population/context, dates, language and eligibility; separately search foundations, recent work, null results and replication.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tim090577/medlearn-kit","website":"GitHub","packages":"skills/paper-find-pro/SKILL.md","workflowFit":["Public health & surveillance"],"capabilities":["Record question, population/context, dates, language and eligibility; separately search foundations, recent work, null results and replication."],"limitation":"Selected query-planning sections only; source launchers, ranking and comprehensive-coverage claims not validated.","url":"https://github.com/tim090577/medlearn-kit","primarySourceURLs":["https://github.com/Tim090577/medlearn-kit/blob/c818e1eeb0c5fbe5ab8d47a3c697221f8d611f26/skills/paper-find-pro/SKILL.md"],"id":"RWE-1663","relevance":{"id":"RWE-1663","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Record question, population/context, dates, language and eligibility; separately search foundations, recent work, null results and replication.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Tim090577/medlearn-kit/blob/c818e1eeb0c5fbe5ab8d47a3c697221f8d611f26/skills/paper-find-pro/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"sheldon-92/tad — academic-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Guide literature review and scholarly quality appraisal.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sheldon-92/tad","website":"GitHub","packages":".agents/skills/academic-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Guide literature review and scholarly quality appraisal."],"limitation":"Reference-based instruction, not independently implemented source integrations.","url":"https://github.com/sheldon-92/tad","primarySourceURLs":["https://github.com/Sheldon-92/TAD/blob/6a29edad26c1a63edf9158c0a66821faacd86d30/.agents/skills/academic-research/SKILL.md"],"id":"RWE-1664","relevance":{"id":"RWE-1664","decision":"Core","rationale":"Retain the documented evidence function: Guide literature review and scholarly quality appraisal. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Guide literature review and scholarly quality appraisal.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sheldon-92/tad","https://github.com/Sheldon-92/TAD/blob/6a29edad26c1a63edf9158c0a66821faacd86d30/.agents/skills/academic-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"james10ker/skills — literature-review-skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Record access limitations and source identifiers; separate source findings from author synthesis and label unverified statements.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"james10ker/skills","website":"GitHub","packages":"literature-review-skill/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Record access limitations and source identifiers; separate source findings from author synthesis and label unverified statements."],"limitation":"Selected output principles and tool routing only; chart equivalence and full literature-review methods not validated.","url":"https://github.com/james10ker/skills","primarySourceURLs":["https://github.com/James10ker/skills/blob/e643ae40436c1089a25f276942eb2a90d3990944/literature-review-skill/SKILL.md"],"id":"RWE-1665","relevance":{"id":"RWE-1665","decision":"Core","rationale":"Record access limitations and source identifiers; separate source findings from author synthesis and label unverified statements. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Record access limitations and source identifiers; separate source findings from author synthesis and label unverified statements. Limits: Selected output principles and tool routing only; chart equivalence and full literature-review methods not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/James10ker/skills/blob/e643ae40436c1089a25f276942eb2a90d3990944/literature-review-skill/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"agricidaniel/anti-slop — slop-verify","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Report resolution checks versus support checks; identify exact citation defects and avoid authorship inference.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"agricidaniel/anti-slop","website":"GitHub","packages":"anti-slop-plugin/skills/slop-verify/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Report resolution checks versus support checks; identify exact citation defects and avoid authorship inference."],"limitation":"Selected verification rules/output example; example unchecked=0 means resolution coverage, not full support review; deterministic scanner not inspected.","url":"https://github.com/agricidaniel/anti-slop","primarySourceURLs":["https://github.com/AgriciDaniel/anti-slop/blob/24cbbfa0b0438f3ad55e8c5b47c9e5ecaee5e53e/anti-slop-plugin/skills/slop-verify/SKILL.md"],"id":"RWE-1666","relevance":{"id":"RWE-1666","decision":"Core","rationale":"Retain the documented evidence function: Report resolution checks versus support checks; identify exact citation defects and avoid authorship inference. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Report resolution checks versus support checks; identify exact citation defects and avoid authorship inference.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/agricidaniel/anti-slop","https://github.com/AgriciDaniel/anti-slop/blob/24cbbfa0b0438f3ad55e8c5b47c9e5ecaee5e53e/anti-slop-plugin/skills/slop-verify/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"btgaskin/literature_review — systematic-review","kind":"Skill","category":"RWE Data & Analytics","summary":"Version screening rules; preserve original abstracts; route uncertain records to maybe; import human pilot labels before committing run.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"btgaskin/literature_review","website":"GitHub","packages":"skills/systematic-review/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Version screening rules; preserve original abstracts; route uncertain records to maybe; import human pilot labels before committing run."],"limitation":"Selected workflow and command contract; accuracy>=0.9 alone does not establish screening recall, methods/helpers not runtime validated.","url":"https://github.com/btgaskin/literature_review","primarySourceURLs":["https://github.com/btgaskin/literature_review/blob/ae0b9a631abe461f6f57fa66a27e80f9529eb04c/skills/systematic-review/SKILL.md"],"id":"RWE-1667","relevance":{"id":"RWE-1667","decision":"Core","rationale":"Version screening rules; preserve original abstracts; route uncertain records to maybe; import human pilot labels before committing run. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Version screening rules; preserve original abstracts; route uncertain records to maybe; import human pilot labels before committing run. Limits: Selected workflow and command contract; accuracy>=0.9 alone does not establish screening recall, methods/helpers not runtime validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/btgaskin/literature_review/blob/ae0b9a631abe461f6f57fa66a27e80f9529eb04c/skills/systematic-review/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"chu-brest/skills — epi-designs","kind":"Skill","category":"Causal Inference & Analytics","summary":"Separate descriptive, causal, predictive and diagnostic questions; document population denominator, look-back and coding-change risks.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chu-brest/skills","website":"GitHub","packages":"skills/reference/epi-designs/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Separate descriptive, causal, predictive and diagnostic questions; document population denominator, look-back and coding-change risks."],"limitation":"Only question/design framing reviewed; incidence rate versus risk denominator and nested-case-control OR/RR shorthand require design-specific correction, not estimator approval.","url":"https://github.com/chu-brest/skills","primarySourceURLs":["https://github.com/CHU-Brest/skills/blob/dd3cf31baf7038aa6a54a46f631083f9dbeaedae/skills/reference/epi-designs/SKILL.md"],"id":"RWE-1668","relevance":{"id":"RWE-1668","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Separate descriptive, causal, predictive and diagnostic questions; document population denominator, look-back and coding-change risks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/CHU-Brest/skills/blob/dd3cf31baf7038aa6a54a46f631083f9dbeaedae/skills/reference/epi-designs/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"sphinxes0o0/atlas — literature-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Draft scope and Boolean searches for exercise topics and retain citation identifiers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sphinxes0o0/atlas","website":"GitHub","packages":"raw/github/relay-neuron/.claude/skills/literature-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Draft scope and Boolean searches for exercise topics and retain citation identifiers."],"limitation":"Generic web_search is not verified PubMed/SPORTDiscus database execution; default future date limit and search sensitivity not endorsed.","url":"https://github.com/sphinxes0o0/atlas","primarySourceURLs":["https://github.com/Sphinxes0o0/atlas/blob/5611edbecf78d58a35cdf9d6ea02470a99729319/raw/github/relay-neuron/.claude/skills/literature-search/SKILL.md"],"id":"RWE-1671","relevance":{"id":"RWE-1671","decision":"Core","rationale":"Retain the documented evidence function: Draft scope and Boolean searches for exercise topics and retain citation identifiers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Draft scope and Boolean searches for exercise topics and retain citation identifiers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sphinxes0o0/atlas","https://github.com/Sphinxes0o0/atlas/blob/5611edbecf78d58a35cdf9d6ea02470a99729319/raw/github/relay-neuron/.claude/skills/literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"acertainknight/project-thoth — online-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Route paper identifiers to locate_pdf and download_pdf with source/accessibility reporting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"acertainknight/project-thoth","website":"GitHub","packages":"src/thoth/.skills/online-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Route paper identifiers to locate_pdf and download_pdf with source/accessibility reporting."],"limitation":"Selected workflow only; auto-processing, additional validate_pdf_sources tool and content extraction not runtime verified.","url":"https://github.com/acertainknight/project-thoth","primarySourceURLs":["https://github.com/acertainKnight/project-thoth/blob/3f71f50ad3cba7092171a2b6c2c0345ce4b07635/src/thoth/.skills/online-research/SKILL.md"],"id":"RWE-1675","relevance":{"id":"RWE-1675","decision":"Core","rationale":"Retain the documented evidence function: Route paper identifiers to locate_pdf and download_pdf with source/accessibility reporting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Route paper identifiers to locate_pdf and download_pdf with source/accessibility reporting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/acertainknight/project-thoth","https://github.com/acertainKnight/project-thoth/blob/3f71f50ad3cba7092171a2b6c2c0345ce4b07635/src/thoth/.skills/online-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bwaxse/research-code — aou-table-schema","kind":"Skill","category":"RWE Data & Analytics","summary":"Find table columns/types and person_id join candidates using schema TSVs; consult versioned row-count metadata for planning.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bwaxse/research-code","website":"GitHub","packages":".claude/aou-table-schema/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Find table columns/types and person_id join candidates using schema TSVs; consult versioned row-count metadata for planning."],"limitation":"Selected metadata lookup only; CDR counts, vocabulary concepts and actual supplied reference completeness not independently verified. Other discovered, held or excluded components are outside this approval. Excluded from approval — aou-icd-query: In Stage 2, the v_icds subquery selects person_id, date, ICD and concept_id, but its WHERE clause later references v_icds.vocabulary_id, which is not projected by that subquery. The proposed repeated-code case rule also labels cases confirmed without a validation basis. Retain as a discovered All of Us query skill…","url":"https://github.com/bwaxse/research-code","primarySourceURLs":["https://github.com/bwaxse/research-code/blob/cf165060d7e006b22f0aa5624a03aef8714621ad/.claude/aou-table-schema/SKILL.md"],"id":"RWE-1676","relevance":{"id":"RWE-1676","decision":"Core","rationale":"Find table columns/types and person_id join candidates using schema TSVs; consult versioned row-count metadata for planning. The documented patient/clinical schema, measurement, standards or research-design function directly supports health evidence data preparation; no care or outcome validity is inferred.","relevanceBasis":"Find table columns/types and person_id join candidates using schema TSVs; consult versioned row-count metadata for planning. Limits: Selected metadata lookup only; CDR counts, vocabulary concepts and actual supplied reference completeness not independently verified. Other discovered, held or excluded components are outside this approval. Excluded from approval — aou-icd-query: In Stage 2, the v_icds subquery selects person_id, date, ICD and concept_id, but its WHERE clause later references v_icds.vocabulary_id, which is not projected by that subquery. The proposed repeated-code case rule also labels cases confirmed without a validation basis. Retain as a discovered All of Us query skill…","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bwaxse/research-code/blob/cf165060d7e006b22f0aa5624a03aef8714621ad/.claude/aou-table-schema/SKILL.md"],"reviewGroup":"health-data-method"}},{"name":"conormccallion1-sys/claude-_code — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Query selected literature sources with source/year limits; identify institutional databases outside CLI coverage.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"conormccallion1-sys/claude-_code","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Query selected literature sources with source/year limits; identify institutional databases outside CLI coverage."],"limitation":"Selected source/CLI sections only;20-source and PRISMA-aligned complete pipeline claims not validated.","url":"https://github.com/conormccallion1-sys/claude-_code","primarySourceURLs":["https://github.com/conormccallion1-sys/Claude-_code/blob/7f1be2b11728d49436a05a4eadd41eea5a9133d1/SKILL.md"],"id":"RWE-1677","relevance":{"id":"RWE-1677","decision":"Core","rationale":"Retain the documented evidence function: Query selected literature sources with source/year limits; identify institutional databases outside CLI coverage. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Query selected literature sources with source/year limits; identify institutional databases outside CLI coverage.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/conormccallion1-sys/claude-_code","https://github.com/conormccallion1-sys/Claude-_code/blob/7f1be2b11728d49436a05a4eadd41eea5a9133d1/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"folkehelseinstituttet/lmdi — commands","kind":"Skill","category":"RWE Data & Analytics","summary":"Document profile parent/cardinality, must-support and slicing from local FSH source files.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"folkehelseinstituttet/lmdi","website":"GitHub","packages":"skills/design/commands/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Document profile parent/cardinality, must-support and slicing from local FSH source files."],"limitation":"Selected extraction/output scope only; generated skill completeness and cross-session installation claims not validated.","url":"https://github.com/folkehelseinstituttet/lmdi","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/design/commands/SKILL.md"],"id":"RWE-1678","relevance":{"id":"RWE-1678","decision":"Core","rationale":"Document profile parent/cardinality, must-support and slicing from local FSH source files. The documented patient/clinical schema, measurement, standards or research-design function directly supports health evidence data preparation; no care or outcome validity is inferred.","relevanceBasis":"Document profile parent/cardinality, must-support and slicing from local FSH source files. Limits: Selected extraction/output scope only; generated skill completeness and cross-session installation claims not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/design/commands/SKILL.md"],"reviewGroup":"health-data-method"}},{"name":"nassimf/claude-skills — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Maintain paper metadata and cluster/dictionary outputs; record paywalled or missing URLs and duplicate checks.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nassimf/claude-skills","website":"GitHub","packages":"literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Maintain paper metadata and cluster/dictionary outputs; record paywalled or missing URLs and duplicate checks."],"limitation":"Selected intake/search sections only;20-paper default not systematic coverage, URL resolution not evidence validation.","url":"https://github.com/nassimf/claude-skills","primarySourceURLs":["https://github.com/NassimF/claude-skills/blob/eeafd083fac4a55881d86260c2bd4f08c81cea29/literature-review/SKILL.md"],"id":"RWE-1679","relevance":{"id":"RWE-1679","decision":"Core","rationale":"Retain the documented evidence function: Maintain paper metadata and cluster/dictionary outputs; record paywalled or missing URLs and duplicate checks. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Maintain paper metadata and cluster/dictionary outputs; record paywalled or missing URLs and duplicate checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nassimf/claude-skills","https://github.com/NassimF/claude-skills/blob/eeafd083fac4a55881d86260c2bd4f08c81cea29/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"scunning1975/mixtapetools — gtd","kind":"Skill","category":"Causal Inference & Analytics","summary":"Record estimand, population and identifying variation alongside provenance-linked hypotheses and insights.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scunning1975/mixtapetools","website":"GitHub","packages":"gtd/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Record estimand, population and identifying variation alongside provenance-linked hypotheses and insights."],"limitation":"Selected commands/claim-framing only; downstream causal identification and courtroom checklist completeness not validated.","url":"https://github.com/scunning1975/mixtapetools","primarySourceURLs":["https://github.com/scunning1975/MixtapeTools/blob/9163a2e791db841870571598a70aaf6accd816f1/gtd/SKILL.md"],"id":"RWE-1680","relevance":{"id":"RWE-1680","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Record estimand, population and identifying variation alongside provenance-linked hypotheses and insights.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/scunning1975/MixtapeTools/blob/9163a2e791db841870571598a70aaf6accd816f1/gtd/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"abreparentesis/research-rigor — research-papers","kind":"Skill","category":"RWE Data & Analytics","summary":"Frame domain/time/output and distinguish preprints; prefer canonical records and explicit API availability checks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"abreparentesis/research-rigor","website":"GitHub","packages":"skills/research-papers/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Frame domain/time/output and distinguish preprints; prefer canonical records and explicit API availability checks."],"limitation":"Selected source-planning workflow only; citation prestige and balanced top-paper selection not study-quality appraisal. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/abreparentesis/research-rigor","primarySourceURLs":["https://github.com/abreparentesis/research-rigor/blob/50209050fd3f3737366c13759f1566ccd5d04852/skills/research-papers/SKILL.md"],"id":"RWE-1681","relevance":{"id":"RWE-1681","decision":"Core","rationale":"Frame domain/time/output and distinguish preprints; prefer canonical records and explicit API availability checks. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Frame domain/time/output and distinguish preprints; prefer canonical records and explicit API availability checks. Limits: Selected source-planning workflow only; citation prestige and balanced top-paper selection not study-quality appraisal. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/abreparentesis/research-rigor/blob/50209050fd3f3737366c13759f1566ccd5d04852/skills/research-papers/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"chaogao512/literature-deep-reading-assistant — literature-deep-reading-assistant","kind":"Skill","category":"RWE Data & Analytics","summary":"Diagnose PDF readability; separate original evidence, interpretive notes and PDF versus printed page numbers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chaogao512/literature-deep-reading-assistant","website":"GitHub","packages":"literature-deep-reading-assistant/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Diagnose PDF readability; separate original evidence, interpretive notes and PDF versus printed page numbers."],"limitation":"Selected input/readability/output principles only; helper scripts and seven-stage full method not executed or validated.","url":"https://github.com/chaogao512/literature-deep-reading-assistant","primarySourceURLs":["https://github.com/chaogao512/Literature-Deep-Reading-Assistant/blob/a56239992083570d213cae665b107c50b04b5ba6/literature-deep-reading-assistant/SKILL.md"],"id":"RWE-1682","relevance":{"id":"RWE-1682","decision":"Core","rationale":"Diagnose PDF readability; separate original evidence, interpretive notes and PDF versus printed page numbers. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Diagnose PDF readability; separate original evidence, interpretive notes and PDF versus printed page numbers. Limits: Selected input/readability/output principles only; helper scripts and seven-stage full method not executed or validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chaogao512/Literature-Deep-Reading-Assistant/blob/a56239992083570d213cae665b107c50b04b5ba6/literature-deep-reading-assistant/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"tejas-techstack/claude-control — research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Deduplicate identifiers and report paper contributions with source links and explicit scope.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tejas-techstack/claude-control","website":"GitHub","packages":"skills/research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Deduplicate identifiers and report paper contributions with source links and explicit scope."],"limitation":"Abstract-only top5–10 selection and open-access-only boundary do not support systematic/fulltext evidence claims.","url":"https://github.com/tejas-techstack/claude-control","primarySourceURLs":["https://github.com/tejas-techstack/claude-control/blob/e9afe4a38f57a8f6818b2de34c8bd6ebd26382b4/skills/research/SKILL.md"],"id":"RWE-1683","relevance":{"id":"RWE-1683","decision":"Core","rationale":"Retain the documented evidence function: Deduplicate identifiers and report paper contributions with source links and explicit scope. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Deduplicate identifiers and report paper contributions with source links and explicit scope.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tejas-techstack/claude-control","https://github.com/tejas-techstack/claude-control/blob/e9afe4a38f57a8f6818b2de34c8bd6ebd26382b4/skills/research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tomo-efficient/rwd-research-agent — medical-literature-retrieval-workflow","kind":"Skill","category":"Public health & surveillance","summary":"Record source population, exposures, outcomes, group sizes, missingness and effect directions; derive Boolean PICO/PECO query alternatives.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tomo-efficient/rwd-research-agent","website":"GitHub","packages":"skills/medical-literature-retrieval-workflow/SKILL.md","workflowFit":["Public health & surveillance"],"capabilities":["Record source population, exposures, outcomes, group sizes, missingness and effect directions; derive Boolean PICO/PECO query alternatives."],"limitation":"Selected intake/query steps only; post-EDA idea ranking is exploratory, not preregistered confirmation or validated novelty scoring.","url":"https://github.com/tomo-efficient/rwd-research-agent","primarySourceURLs":["https://github.com/Tomo-Efficient/RWD-Research-Agent/blob/6857a8d80537b79b112978d26447aa440e1ee6d0/skills/medical-literature-retrieval-workflow/SKILL.md"],"id":"RWE-1684","relevance":{"id":"RWE-1684","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Record source population, exposures, outcomes, group sizes, missingness and effect directions; derive Boolean PICO/PECO query alternatives.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Tomo-Efficient/RWD-Research-Agent/blob/6857a8d80537b79b112978d26447aa440e1ee6d0/skills/medical-literature-retrieval-workflow/SKILL.md"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"rutwij12/final-year-project — medicine","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Use separate pubmed and clinical_trials primitives and retain NCT identity, trial status and publication context.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rutwij12/final-year-project","website":"GitHub","packages":"pipeline/skills/medicine/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Use separate pubmed and clinical_trials primitives and retain NCT identity, trial status and publication context."],"limitation":"Selected primitive/usage guidance only; five-result default and design hierarchy not systematic evidence coverage or clinical guidance validation.","url":"https://github.com/rutwij12/final-year-project","primarySourceURLs":["https://github.com/Rutwij12/final-year-project/blob/ab07310641a5f6ec4d42fcf5b73000789bbcd082/pipeline/skills/medicine/SKILL.md"],"id":"RWE-1686","relevance":{"id":"RWE-1686","decision":"Core","rationale":"Retain the documented evidence function: Use separate pubmed and clinical_trials primitives and retain NCT identity, trial status and publication context. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Use separate pubmed and clinical_trials primitives and retain NCT identity, trial status and publication context.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rutwij12/final-year-project","https://github.com/Rutwij12/final-year-project/blob/ab07310641a5f6ec4d42fcf5b73000789bbcd082/pipeline/skills/medicine/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yaacovcorcos/papiskill — medical-literature-review","kind":"Skill","category":"RWE Data & Analytics","summary":"Report missing sources and distinguish observed evidence from inference; label preprints and nonclinical studies.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yaacovcorcos/papiskill","website":"GitHub","packages":"registry/official/medical-literature-review/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Report missing sources and distinguish observed evidence from inference; label preprints and nonclinical studies."],"limitation":"Selected output/verification sections only; systematic search and appraisal method not fully reviewed.","url":"https://github.com/yaacovcorcos/papiskill","primarySourceURLs":["https://github.com/yaacovcorcos/papiskill/blob/056b2575e1aea2f3911d541e5d07f076aa90d3da/registry/official/medical-literature-review/SKILL.md"],"id":"RWE-1687","relevance":{"id":"RWE-1687","decision":"Core","rationale":"Report missing sources and distinguish observed evidence from inference; label preprints and nonclinical studies. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Report missing sources and distinguish observed evidence from inference; label preprints and nonclinical studies. Limits: Selected output/verification sections only; systematic search and appraisal method not fully reviewed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yaacovcorcos/papiskill/blob/056b2575e1aea2f3911d541e5d07f076aa90d3da/registry/official/medical-literature-review/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"guillaumechabotcouture/laser-polio-pakistan-eval — epi-model-parametrization","kind":"Skill","category":"RWE Data & Analytics","summary":"Specify parameter ranges versus fixed values; document temporal/spatial/age alignment and model-component options.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"guillaumechabotcouture/laser-polio-pakistan-eval","website":"GitHub","packages":".claude/skills/epi-model-parametrization/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Specify parameter ranges versus fixed values; document temporal/spatial/age alignment and model-component options."],"limitation":"Selected output checklist only; disease parameter values, calibration loss and transmission-model validity not assessed.","url":"https://github.com/guillaumechabotcouture/laser-polio-pakistan-eval","primarySourceURLs":["https://github.com/guillaumechabotcouture/laser-polio-pakistan-eval/blob/d5d08c93ac0a6df9cf24dc55c4f314cb8ced4cc8/.claude/skills/epi-model-parametrization/SKILL.md"],"id":"RWE-1688","relevance":{"id":"RWE-1688","decision":"Core","rationale":"Specify parameter ranges versus fixed values; document temporal/spatial/age alignment and model-component options. The selected component supplies explicit pharmacokinetic, statistical-computing, regression or epidemiologic model planning; numerical and clinical validity remain untested.","relevanceBasis":"Specify parameter ranges versus fixed values; document temporal/spatial/age alignment and model-component options. Limits: Selected output checklist only; disease parameter values, calibration loss and transmission-model validity not assessed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/guillaumechabotcouture/laser-polio-pakistan-eval/blob/d5d08c93ac0a6df9cf24dc55c4f314cb8ced4cc8/.claude/skills/epi-model-parametrization/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"gofhir/validator — validator-compare","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Compare severity, path and messages across Java HL7 and GoFHIR validators; retain missing/extra issues.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gofhir/validator","website":"GitHub","packages":".claude/skills/validator-compare/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Compare severity, path and messages across Java HL7 and GoFHIR validators; retain missing/extra issues."],"limitation":"Only diagnostic comparison workflow; weighted conformance score ignores extra issues and is undefined when HL7 issue countzero, not standards certification.","url":"https://github.com/gofhir/validator","primarySourceURLs":["https://github.com/gofhir/validator/blob/d1418170f4c8ada30ee810532e88b70568ffb52e/.claude/skills/validator-compare/SKILL.md"],"id":"RWE-1689","relevance":{"id":"RWE-1689","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Compare severity, path and messages across Java HL7 and GoFHIR validators; retain missing/extra issues.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gofhir/validator/blob/d1418170f4c8ada30ee810532e88b70568ffb52e/.claude/skills/validator-compare/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"bittlinkm/claude-setup — firecrawl-research-index","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Route search/related-papers/inspect-paper/read-paper separately and distinguish ordinary website-filter search.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bittlinkm/claude-setup","website":"GitHub","packages":"skills/firecrawl-research-index/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Route search/related-papers/inspect-paper/read-paper separately and distinguish ordinary website-filter search."],"limitation":"Selected interface documentation only; copied publisher provenance and availability of Firecrawl research commands not runtime verified, no corpus coverage guarantee.","url":"https://github.com/bittlinkm/claude-setup","primarySourceURLs":["https://github.com/bittlinkm/claude-setup/blob/5d043ef50f735df04b6f93443342d478eb65d59d/skills/firecrawl-research-index/SKILL.md"],"id":"RWE-1690","relevance":{"id":"RWE-1690","decision":"Core","rationale":"Retain the documented evidence function: Route search/related-papers/inspect-paper/read-paper separately and distinguish ordinary website-filter search. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Route search/related-papers/inspect-paper/read-paper separately and distinguish ordinary website-filter search.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bittlinkm/claude-setup","https://github.com/bittlinkm/claude-setup/blob/5d043ef50f735df04b6f93443342d478eb65d59d/skills/firecrawl-research-index/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"seandavi/scriptorium — gap-finder","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Report passage-level literature/evidence/population gaps with search directions and explicitly absent finding categories.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"seandavi/scriptorium","website":"GitHub","packages":"skills/gap-finder/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Report passage-level literature/evidence/population gaps with search directions and explicitly absent finding categories."],"limitation":"Selected output contract only; gap findings are suggestions, not proof of research novelty or methodological validity.","url":"https://github.com/seandavi/scriptorium","primarySourceURLs":["https://github.com/seandavi/scriptorium/blob/7876f3ada38b97f58431cc60773352250ec96453/skills/gap-finder/SKILL.md"],"id":"RWE-1691","relevance":{"id":"RWE-1691","decision":"Core","rationale":"Retain the documented evidence function: Report passage-level literature/evidence/population gaps with search directions and explicitly absent finding categories. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Report passage-level literature/evidence/population gaps with search directions and explicitly absent finding categories.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/seandavi/scriptorium","https://github.com/seandavi/scriptorium/blob/7876f3ada38b97f58431cc60773352250ec96453/skills/gap-finder/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"liangxianguang/helpfulskills — nature-repro-literature-trace","kind":"Skill","category":"RWE Data & Analytics","summary":"Verify title, authors, DOI, publication status and official versus third-party code linkage.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"liangxianguang/helpfulskills","website":"GitHub","packages":"nature-skills/skills/nature-repro-literature-trace/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Verify title, authors, DOI, publication status and official versus third-party code linkage."],"limitation":"Only identity/code-provenance check; venue strength and recent-paper filtering do not establish study quality or reproducibility.","url":"https://github.com/liangxianguang/helpfulskills","primarySourceURLs":["https://github.com/Liangxianguang/helpfulskills/blob/d3cd6ac57324398401b6910c1c4da66bdc9f6eb4/nature-skills/skills/nature-repro-literature-trace/SKILL.md"],"id":"RWE-1692","relevance":{"id":"RWE-1692","decision":"Core","rationale":"Verify title, authors, DOI, publication status and official versus third-party code linkage. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Verify title, authors, DOI, publication status and official versus third-party code linkage. Limits: Only identity/code-provenance check; venue strength and recent-paper filtering do not establish study quality or reproducibility.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Liangxianguang/helpfulskills/blob/d3cd6ac57324398401b6910c1c4da66bdc9f6eb4/nature-skills/skills/nature-repro-literature-trace/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"patrickspieker/setup_scripts — test-fhir-vendor-integrations","kind":"Skill","category":"RWE Data & Analytics","summary":"Record vendor code/deployment drift and reproducible API/UI/log/config evidence in an integration manifest.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"patrickspieker/setup_scripts","website":"GitHub","packages":"skills/test-fhir-vendor-integrations/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Record vendor code/deployment drift and reproducible API/UI/log/config evidence in an integration manifest."],"limitation":"Selected discovery/test contract only; no vendor actually tested or production readiness certified.","url":"https://github.com/patrickspieker/setup_scripts","primarySourceURLs":["https://github.com/PatrickSpieker/setup_scripts/blob/09057697284b18dced5e8620b9184884b427893a/skills/test-fhir-vendor-integrations/SKILL.md"],"id":"RWE-1693","relevance":{"id":"RWE-1693","decision":"Core","rationale":"Record vendor code/deployment drift and reproducible API/UI/log/config evidence in an integration manifest. The documented patient/clinical schema, measurement, standards or research-design function directly supports health evidence data preparation; no care or outcome validity is inferred.","relevanceBasis":"Record vendor code/deployment drift and reproducible API/UI/log/config evidence in an integration manifest. Limits: Selected discovery/test contract only; no vendor actually tested or production readiness certified.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/PatrickSpieker/setup_scripts/blob/09057697284b18dced5e8620b9184884b427893a/skills/test-fhir-vendor-integrations/SKILL.md"],"reviewGroup":"health-data-method"}},{"name":"quehayrich/richiskills — scientific-article-reviewer","kind":"Skill","category":"RWE Data & Analytics","summary":"Map study type to reporting checklist and label severity, exact location, rationale and proposed correction.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"quehayrich/richiskills","website":"GitHub","packages":"skills/scientific-article-reviewer/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Map study type to reporting checklist and label severity, exact location, rationale and proposed correction."],"limitation":"Selected classification/review sections only; high-impact-journal calibration and actual reporting compliance not validated.","url":"https://github.com/quehayrich/richiskills","primarySourceURLs":["https://github.com/QueHayRich/richiskills/blob/45b7af2b58e29127540ac38005132a180a92800f/skills/scientific-article-reviewer/SKILL.md"],"id":"RWE-1695","relevance":{"id":"RWE-1695","decision":"Core","rationale":"Map study type to reporting checklist and label severity, exact location, rationale and proposed correction. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Map study type to reporting checklist and label severity, exact location, rationale and proposed correction. Limits: Selected classification/review sections only; high-impact-journal calibration and actual reporting compliance not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/QueHayRich/richiskills/blob/45b7af2b58e29127540ac38005132a180a92800f/skills/scientific-article-reviewer/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"hdprajwal/agent-skills — litreview","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Save query/source/date/hits/kept log; retain fulltext exclusion reasons and per-paper limitations in matrix.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hdprajwal/agent-skills","website":"GitHub","packages":"skills/litreview/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Save query/source/date/hits/kept log; retain fulltext exclusion reasons and per-paper limitations in matrix."],"limitation":"Selected search/extraction sections; fixed-N completion is not systematic saturation and full method not validated.","url":"https://github.com/hdprajwal/agent-skills","primarySourceURLs":["https://github.com/hdprajwal/agent-skills/blob/7d1eb8ec8bf61d22c6bdd2195933533c33d37797/skills/litreview/SKILL.md"],"id":"RWE-1696","relevance":{"id":"RWE-1696","decision":"Core","rationale":"Retain the documented evidence function: Save query/source/date/hits/kept log; retain fulltext exclusion reasons and per-paper limitations in matrix. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Save query/source/date/hits/kept log; retain fulltext exclusion reasons and per-paper limitations in matrix.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hdprajwal/agent-skills","https://github.com/hdprajwal/agent-skills/blob/7d1eb8ec8bf61d22c6bdd2195933533c33d37797/skills/litreview/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tzukwan/tzukwan-cli — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Issue named literature-review search requests and preserve bibliography/export structure.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tzukwan/tzukwan-cli","website":"GitHub","packages":"skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Issue named literature-review search requests and preserve bibliography/export structure."],"limitation":"Selected examples only; weighted citations, automatic gap density and100-paper cap not validated evidence synthesis.","url":"https://github.com/tzukwan/tzukwan-cli","primarySourceURLs":["https://github.com/TZUKWAN/tzukwan-cli/blob/30c072a87105fe5973a8da641d6b085ab41b2fa4/skills/literature-review/SKILL.md"],"id":"RWE-1697","relevance":{"id":"RWE-1697","decision":"Core","rationale":"Retain the documented evidence function: Issue named literature-review search requests and preserve bibliography/export structure. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Issue named literature-review search requests and preserve bibliography/export structure.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tzukwan/tzukwan-cli","https://github.com/TZUKWAN/tzukwan-cli/blob/30c072a87105fe5973a8da641d6b085ab41b2fa4/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bmiles/pubmed-trends-skill — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Request publication count snapshots and comparisons with explicit topic/year parameters.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bmiles/pubmed-trends-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Request publication count snapshots and comparisons with explicit topic/year parameters."],"limitation":"Selected endpoint examples only; payments/service operation untested, publication growth is not drug target validation or clinical evidence strength.","url":"https://github.com/bmiles/pubmed-trends-skill","primarySourceURLs":["https://github.com/bmiles/pubmed-trends-skill/blob/ac9d9f6d7d85855a7945b8ff12449edbcd500a3e/SKILL.md"],"id":"RWE-1698","relevance":{"id":"RWE-1698","decision":"Core","rationale":"Request publication count snapshots and comparisons with explicit topic/year parameters. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Request publication count snapshots and comparisons with explicit topic/year parameters. Limits: Selected endpoint examples only; payments/service operation untested, publication growth is not drug target validation or clinical evidence strength.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bmiles/pubmed-trends-skill/blob/ac9d9f6d7d85855a7945b8ff12449edbcd500a3e/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"oghie/skillsets — academic-research-journal","kind":"Skill","category":"Causal Inference & Analytics","summary":"Extract research skeleton and classify exploratory, associative, causal or predictive claims; mark missing versus inapplicable evidence.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"oghie/skillsets","website":"GitHub","packages":"skills/academic-research-journal/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Extract research skeleton and classify exploratory, associative, causal or predictive claims; mark missing versus inapplicable evidence."],"limitation":"Selected first-pass contract only; readiness scorecards and full study-quality methods not assessed.","url":"https://github.com/oghie/skillsets","primarySourceURLs":["https://github.com/oghie/skillsets/blob/aff5aaf0704c290f75ff6951170f1cec51921c73/skills/academic-research-journal/SKILL.md"],"id":"RWE-1702","relevance":{"id":"RWE-1702","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Extract research skeleton and classify exploratory, associative, causal or predictive claims; mark missing versus inapplicable evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/oghie/skillsets/blob/aff5aaf0704c290f75ff6951170f1cec51921c73/skills/academic-research-journal/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"alfredbirkelund/equilibriumlabs — bias-audit","kind":"Skill","category":"RWE Data & Analytics","summary":"Flag unsupported generalizations and report disagreement with attributable studies and uncertainty.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alfredbirkelund/equilibriumlabs","website":"GitHub","packages":"skills/bias-audit/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Flag unsupported generalizations and report disagreement with attributable studies and uncertainty."],"limitation":"Selected bias/consensus sections only; register of settled claims and numerical method not validated.","url":"https://github.com/alfredbirkelund/equilibriumlabs","primarySourceURLs":["https://github.com/alfredbirkelund/equilibriumlabs/blob/eaaf6002ed4d5fd7b0b7fceb13464db6dd16382c/skills/bias-audit/SKILL.md"],"id":"RWE-1704","relevance":{"id":"RWE-1704","decision":"Core","rationale":"Flag unsupported generalizations and report disagreement with attributable studies and uncertainty. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Flag unsupported generalizations and report disagreement with attributable studies and uncertainty. Limits: Selected bias/consensus sections only; register of settled claims and numerical method not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alfredbirkelund/equilibriumlabs/blob/eaaf6002ed4d5fd7b0b7fceb13464db6dd16382c/skills/bias-audit/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"dahliasan/researchskills — research-project-ops","kind":"Skill","category":"RWE Data & Analytics","summary":"Inspect contradictions across prose/config/code/output; maintain phase-appropriate methods, status and provenance artifacts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dahliasan/researchskills","website":"GitHub","packages":"skills/research-project-ops/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Inspect contradictions across prose/config/code/output; maintain phase-appropriate methods, status and provenance artifacts."],"limitation":"Selected project-context/artifact contract only; no substantive statistical method validation.","url":"https://github.com/dahliasan/researchskills","primarySourceURLs":["https://github.com/dahliasan/researchskills/blob/74cc554035e4b3f60a756e6fa66f9626f9aa25b5/skills/research-project-ops/SKILL.md"],"id":"RWE-1707","relevance":{"id":"RWE-1707","decision":"Core","rationale":"Inspect contradictions across prose/config/code/output; maintain phase-appropriate methods, status and provenance artifacts. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Inspect contradictions across prose/config/code/output; maintain phase-appropriate methods, status and provenance artifacts. Limits: Selected project-context/artifact contract only; no substantive statistical method validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dahliasan/researchskills/blob/74cc554035e4b3f60a756e6fa66f9626f9aa25b5/skills/research-project-ops/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"indicate-eu/data-dictionary — describe-concept-set","kind":"Skill","category":"OMOP & terminology","summary":"Configure LOINC/SNOMED/UMLS/NPU sources and state unavailable sources; document concept identifier and source-informed description.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"indicate-eu/data-dictionary","website":"GitHub","packages":".claude/skills/describe-concept-set/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["Configure LOINC/SNOMED/UMLS/NPU sources and state unavailable sources; document concept identifier and source-informed description."],"limitation":"Selected configuration/intake only; code mappings, equivalence and clinical semantic correctness not validated.","url":"https://github.com/indicate-eu/data-dictionary","primarySourceURLs":["https://github.com/indicate-eu/data-dictionary/blob/e0be57fcdeb412b6dd13cd069d110396c890af29/.claude/skills/describe-concept-set/SKILL.md"],"id":"RWE-1708","relevance":{"id":"RWE-1708","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Configure LOINC/SNOMED/UMLS/NPU sources and state unavailable sources; document concept identifier and source-informed description.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/indicate-eu/data-dictionary/blob/e0be57fcdeb412b6dd13cd069d110396c890af29/.claude/skills/describe-concept-set/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"siennadai/personal-ai-os — evidence-synthesis","kind":"Skill","category":"Public health & surveillance","summary":"Build population/design/exposure/outcome matrix, preserve contradicting sources and separate interpretation from source claims.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"siennadai/personal-ai-os","website":"GitHub","packages":"skills/evidence-synthesis/SKILL.md","workflowFit":["Public health & surveillance"],"capabilities":["Build population/design/exposure/outcome matrix, preserve contradicting sources and separate interpretation from source claims."],"limitation":"Selected process only; no universal score or pooled estimate endorsed.","url":"https://github.com/siennadai/personal-ai-os","primarySourceURLs":["https://github.com/SiennaDai/personal-ai-os/blob/ac800c455232207f8d27806febf40844f277d423/skills/evidence-synthesis/SKILL.md"],"id":"RWE-1709","relevance":{"id":"RWE-1709","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Build population/design/exposure/outcome matrix, preserve contradicting sources and separate interpretation from source claims.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/SiennaDai/personal-ai-os/blob/ac800c455232207f8d27806febf40844f277d423/skills/evidence-synthesis/SKILL.md"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"siddharthanagula3/agiworkforce — literature-review","kind":"Skill","category":"RWE Data & Analytics","summary":"Declare question/inclusion boundary; group themes while retaining disagreements and missing evidence.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"siddharthanagula3/agiworkforce","website":"GitHub","packages":".agents/skills/literature-review/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Declare question/inclusion boundary; group themes while retaining disagreements and missing evidence."],"limitation":"Instruction-only, no search access or complete systematic method provided.","url":"https://github.com/siddharthanagula3/agiworkforce","primarySourceURLs":["https://github.com/siddharthanagula3/agiworkforce/blob/ec05d2986ad6d7280340f2f73c433787f1bea397/.agents/skills/literature-review/SKILL.md","https://github.com/siddharthanagula3/agiworkforce/blob/bfa4db827c0ffb11f1b975536da0fc5686584217/.agents/skills/literature-review/SKILL.md","https://github.com/siddharthanagula3/agiworkforce/blob/bdea92f96a39f87bb149d3b0d006b09636067158/.agents/skills/literature-review/SKILL.md","https://github.com/siddharthanagula3/agiworkforce/blob/941f8a1dc89d67cd6e95728c98e231bfe7cbdc24/.agents/skills/literature-review/SKILL.md","https://github.com/siddharthanagula3/agiworkforce/blob/395c1799ce5ec4e3ade220d01aac7a625faa7ba6/.agents/skills/literature-review/SKILL.md"],"id":"RWE-1711","relevance":{"id":"RWE-1711","decision":"Core","rationale":"Declare question/inclusion boundary; group themes while retaining disagreements and missing evidence. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Declare question/inclusion boundary; group themes while retaining disagreements and missing evidence. Limits: Instruction-only, no search access or complete systematic method provided.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/siddharthanagula3/agiworkforce/blob/ec05d2986ad6d7280340f2f73c433787f1bea397/.agents/skills/literature-review/SKILL.md","https://github.com/siddharthanagula3/agiworkforce/blob/bfa4db827c0ffb11f1b975536da0fc5686584217/.agents/skills/literature-review/SKILL.md","https://github.com/siddharthanagula3/agiworkforce/blob/bdea92f96a39f87bb149d3b0d006b09636067158/.agents/skills/literature-review/SKILL.md","https://github.com/siddharthanagula3/agiworkforce/blob/941f8a1dc89d67cd6e95728c98e231bfe7cbdc24/.agents/skills/literature-review/SKILL.md","https://github.com/siddharthanagula3/agiworkforce/blob/395c1799ce5ec4e3ade220d01aac7a625faa7ba6/.agents/skills/literature-review/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"leixiaohui-1974/books — academic-writing","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Draft Boolean topic combinations and retain paper identity, methods, findings and limitations in notes.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"leixiaohui-1974/books","website":"GitHub","packages":"skills/academic-writing/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Draft Boolean topic combinations and retain paper identity, methods, findings and limitations in notes."],"limitation":"Selected search/note sections only; universal database syntax, software commands and completeness claims not validated.","url":"https://github.com/leixiaohui-1974/books","primarySourceURLs":["https://github.com/leixiaohui-1974/books/blob/135305f7b0acc958eb403ec9d43b401093a982f2/skills/academic-writing/SKILL.md"],"id":"RWE-1712","relevance":{"id":"RWE-1712","decision":"Core","rationale":"Retain the documented evidence function: Draft Boolean topic combinations and retain paper identity, methods, findings and limitations in notes. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Draft Boolean topic combinations and retain paper identity, methods, findings and limitations in notes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/leixiaohui-1974/books","https://github.com/leixiaohui-1974/books/blob/135305f7b0acc958eb403ec9d43b401093a982f2/skills/academic-writing/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jusi-aalto/stata-accounting-research — 18-jusi-aalto-stata-accounting-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Locate command patterns by method/identification metadata, inspect source do-files, and cite originating paper when adapting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jusi-aalto/stata-accounting-research","website":"GitHub","packages":"skills/18-jusi-aalto-stata-accounting-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Locate command patterns by method/identification metadata, inspect source do-files, and cite originating paper when adapting."],"limitation":"Selected retrieval/adaptation workflow only;126-paper count, tested syntax and causal assumptions not independently validated.","url":"https://github.com/jusi-aalto/stata-accounting-research","primarySourceURLs":["https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/blob/266adb2ce05d8be2bfa490db70e9d8d2ef53e4a0/skills/18-jusi-aalto-stata-accounting-research/SKILL.md"],"id":"RWE-1713","relevance":{"id":"RWE-1713","decision":"Core","rationale":"Retain the documented evidence function: Locate command patterns by method/identification metadata, inspect source do-files, and cite originating paper when adapting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Locate command patterns by method/identification metadata, inspect source do-files, and cite originating paper when adapting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jusi-aalto/stata-accounting-research","https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/blob/266adb2ce05d8be2bfa490db70e9d8d2ef53e4a0/skills/18-jusi-aalto-stata-accounting-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"saddas26/consensus-lit-review — root skill","kind":"Skill","category":"OMOP & terminology","summary":"Map initial terminology and methodological distinctions into explicit question framework and subareas.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"saddas26/consensus-lit-review","website":"GitHub","packages":"SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["Map initial terminology and methodological distinctions into explicit question framework and subareas."],"limitation":"Selected reconnaissance/planning only; citation counts not foundational validity and Consensus-only search not completeness.","url":"https://github.com/saddas26/consensus-lit-review","primarySourceURLs":["https://github.com/saddas26/consensus-lit-review/blob/e4671e757a0f1c95a115d11795ffae1fbac5e7a3/SKILL.md"],"id":"RWE-1716","relevance":{"id":"RWE-1716","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Map initial terminology and methodological distinctions into explicit question framework and subareas.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/saddas26/consensus-lit-review/blob/e4671e757a0f1c95a115d11795ffae1fbac5e7a3/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"plutor-05/knowledge-access — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Set paper/search goal and inspect title/author/year/DOI/abstract fields with query revision on failure.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"plutor-05/knowledge-access","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Set paper/search goal and inspect title/author/year/DOI/abstract fields with query revision on failure."],"limitation":"Selected planning/access sections only; Google Scholar authority/coverage superlatives, regional availability and CDP helper unverified.","url":"https://github.com/plutor-05/knowledge-access","primarySourceURLs":["https://github.com/Plutor-05/knowledge-access/blob/f1cc3dbd2cd753b7e5381b560d9880425e230409/SKILL.md"],"id":"RWE-1718","relevance":{"id":"RWE-1718","decision":"Core","rationale":"Retain the documented evidence function: Set paper/search goal and inspect title/author/year/DOI/abstract fields with query revision on failure. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Set paper/search goal and inspect title/author/year/DOI/abstract fields with query revision on failure.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/plutor-05/knowledge-access","https://github.com/Plutor-05/knowledge-access/blob/f1cc3dbd2cd753b7e5381b560d9880425e230409/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"g0dswer/audit-scientific-papers — root skill","kind":"Skill","category":"Causal Inference & Analytics","summary":"Inventory study/protocol/registry/supplement artifacts; distinguish primary estimand, participant flow and missing evidence.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"g0dswer/audit-scientific-papers","website":"GitHub","packages":"SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Inventory study/protocol/registry/supplement artifacts; distinguish primary estimand, participant flow and missing evidence."],"limitation":"Selected audit/source routing only; statistical reconstruction and outcome-level risk-of-bias helpers not validated.","url":"https://github.com/g0dswer/audit-scientific-papers","primarySourceURLs":["https://github.com/g0dswer/audit-scientific-papers/blob/188beb5ac296d3e874250cdd9eb7f039337ca7f0/SKILL.md"],"id":"RWE-1720","relevance":{"id":"RWE-1720","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Inventory study/protocol/registry/supplement artifacts; distinguish primary estimand, participant flow and missing evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/g0dswer/audit-scientific-papers/blob/188beb5ac296d3e874250cdd9eb7f039337ca7f0/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"gypsaman/python-ml — markdown","kind":"Skill","category":"RWE Data & Analytics","summary":"Define audience/scope and report attributed findings with source conflicts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gypsaman/python-ml","website":"GitHub","packages":"markdown/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Define audience/scope and report attributed findings with source conflicts."],"limitation":"Selected search/synthesis sections only;5/10-source minima and universal trust tiers not evidence validity.","url":"https://github.com/gypsaman/python-ml","primarySourceURLs":["https://github.com/Gypsaman/Python-ML/blob/462ab8ce3e7b68af81e8e635381052c9a49f0fac/markdown/SKILL.md"],"id":"RWE-1721","relevance":{"id":"RWE-1721","decision":"Core","rationale":"Define audience/scope and report attributed findings with source conflicts. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Define audience/scope and report attributed findings with source conflicts. Limits: Selected search/synthesis sections only;5/10-source minima and universal trust tiers not evidence validity.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Gypsaman/Python-ML/blob/462ab8ce3e7b68af81e8e635381052c9a49f0fac/markdown/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"dekaprayoga/aurixagent — scientific-db-pubmed-database","kind":"Skill","category":"RWE Data & Analytics","summary":"Record query/filters/date and PMID metadata; use explicit HTTP error checking and distinguish metadata from abstracts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dekaprayoga/aurixagent","website":"GitHub","packages":"skills/scientific-db-pubmed-database/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Record query/filters/date and PMID metadata; use explicit HTTP error checking and distinguish metadata from abstracts."],"limitation":"Selected API/workflow only; query sensitivity,20-result limit and production rate behavior not validated.","url":"https://github.com/dekaprayoga/aurixagent","primarySourceURLs":["https://github.com/DekaPrayoga/AurixAgent/blob/db1ddc4ad88803e5cd5e051607ff207f4eea29e5/skills/scientific-db-pubmed-database/SKILL.md"],"id":"RWE-1722","relevance":{"id":"RWE-1722","decision":"Core","rationale":"Record query/filters/date and PMID metadata; use explicit HTTP error checking and distinguish metadata from abstracts. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Record query/filters/date and PMID metadata; use explicit HTTP error checking and distinguish metadata from abstracts. Limits: Selected API/workflow only; query sensitivity,20-result limit and production rate behavior not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/DekaPrayoga/AurixAgent/blob/db1ddc4ad88803e5cd5e051607ff207f4eea29e5/skills/scientific-db-pubmed-database/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"38kta-lab/dotfile — daily-search-trend","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Query PubMed EDAT and Europe PMC FIRST_IDATE for exact day, retain preprint filtering and deduplicate records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"38kta-lab/dotfile","website":"GitHub","packages":"skills/daily-search-trend/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Query PubMed EDAT and Europe PMC FIRST_IDATE for exact day, retain preprint filtering and deduplicate records."],"limitation":"Selected daily-search workflow only; indexing date is not publication date, news/translation/ranking helpers unverified.","url":"https://github.com/38kta-lab/dotfile","primarySourceURLs":["https://github.com/38kta-lab/dotfile/blob/89efcfb28377b060657733d8b4abe888b19b45de/skills/daily-search-trend/SKILL.md"],"id":"RWE-1723","relevance":{"id":"RWE-1723","decision":"Core","rationale":"Retain the documented evidence function: Query PubMed EDAT and Europe PMC FIRST_IDATE for exact day, retain preprint filtering and deduplicate records. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Query PubMed EDAT and Europe PMC FIRST_IDATE for exact day, retain preprint filtering and deduplicate records.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/38kta-lab/dotfile","https://github.com/38kta-lab/dotfile/blob/89efcfb28377b060657733d8b4abe888b19b45de/skills/daily-search-trend/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"anhvu1107/all-agent-skill — pubmed-database","kind":"Skill","category":"RWE Data & Analytics","summary":"Call ESearch for identifiers and EFetch for article text; retain rate/history-server planning.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anhvu1107/all-agent-skill","website":"GitHub","packages":".agent/skills/pubmed-database/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Call ESearch for identifiers and EFetch for article text; retain rate/history-server planning."],"limitation":"Selected API section only; credentials placeholders/error handling need implementation work and inherited author unresolved. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/anhvu1107/all-agent-skill","primarySourceURLs":["https://github.com/Anhvu1107/all-agent-skill/blob/0cacf68825598843c0ddc03bc36b14895a252f3f/.agent/skills/pubmed-database/SKILL.md"],"id":"RWE-1725","relevance":{"id":"RWE-1725","decision":"Core","rationale":"Call ESearch for identifiers and EFetch for article text; retain rate/history-server planning. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Call ESearch for identifiers and EFetch for article text; retain rate/history-server planning. Limits: Selected API section only; credentials placeholders/error handling need implementation work and inherited author unresolved. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Anhvu1107/all-agent-skill/blob/0cacf68825598843c0ddc03bc36b14895a252f3f/.agent/skills/pubmed-database/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"kirlts/toolset — pubmed-literature-search","kind":"Skill","category":"RWE Data & Analytics","summary":"Fetch ESummary metadata and EFetch XML; preserve AbstractText labels and nested text.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kirlts/toolset","website":"GitHub","packages":"infrastructure/hermes/skills/.archive/pubmed-literature-search/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Fetch ESummary metadata and EFetch XML; preserve AbstractText labels and nested text."],"limitation":"Selected code truncates each abstract section at500characters; not full abstract extraction or comprehensive retrieval.","url":"https://github.com/kirlts/toolset","primarySourceURLs":["https://github.com/kirlts/toolset/blob/251076e3dfa859fe14b3ccf6e05aefa2767fc9e3/infrastructure/hermes/skills/.archive/pubmed-literature-search/SKILL.md"],"id":"RWE-1726","relevance":{"id":"RWE-1726","decision":"Core","rationale":"Fetch ESummary metadata and EFetch XML; preserve AbstractText labels and nested text. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Fetch ESummary metadata and EFetch XML; preserve AbstractText labels and nested text. Limits: Selected code truncates each abstract section at500characters; not full abstract extraction or comprehensive retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kirlts/toolset/blob/251076e3dfa859fe14b3ccf6e05aefa2767fc9e3/infrastructure/hermes/skills/.archive/pubmed-literature-search/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"fcakyon/claude-codex-settings — paper-search-usage","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Use paper-search tools for scholarly retrieval across named databases.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fcakyon/claude-codex-settings","website":"GitHub","packages":"fcakyon--claude-codex-settings/skills/paper-search-usage/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Use paper-search tools for scholarly retrieval across named databases."],"limitation":"Short usage guide; requires the separate server and access to upstream sources.","url":"https://github.com/fcakyon/claude-codex-settings","primarySourceURLs":["https://github.com/tomevault-io/tomes/blob/756daa7af07e716df156df29c9601d9340289b80/fcakyon--claude-codex-settings/skills/paper-search-usage/SKILL.md"],"id":"RWE-1728","relevance":{"id":"RWE-1728","decision":"Core","rationale":"Retain the documented evidence function: Use paper-search tools for scholarly retrieval across named databases. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Use paper-search tools for scholarly retrieval across named databases.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fcakyon/claude-codex-settings","https://github.com/tomevault-io/tomes/blob/756daa7af07e716df156df29c9601d9340289b80/fcakyon--claude-codex-settings/skills/paper-search-usage/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nguyenthaitoan/ai-research-proposal-copilot — rpg-human-tools-guide","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Prepare question-specific search prompts and return seed-paper notes for verification.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nguyenthaitoan/ai-research-proposal-copilot","website":"GitHub","packages":"skills/rpg-human-tools-guide/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Prepare question-specific search prompts and return seed-paper notes for verification."],"limitation":"Selected human workflow only; Consensus percentage is not effect estimation or evidence quality, three-index agreement not source validity.","url":"https://github.com/nguyenthaitoan/ai-research-proposal-copilot","primarySourceURLs":["https://github.com/nguyenthaitoan/ai-research-proposal-copilot/blob/fed8cc909986ed5b371b5619639e5095c13218cd/skills/rpg-human-tools-guide/SKILL.md"],"id":"RWE-1731","relevance":{"id":"RWE-1731","decision":"Core","rationale":"Retain the documented evidence function: Prepare question-specific search prompts and return seed-paper notes for verification. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Prepare question-specific search prompts and return seed-paper notes for verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nguyenthaitoan/ai-research-proposal-copilot","https://github.com/nguyenthaitoan/ai-research-proposal-copilot/blob/fed8cc909986ed5b371b5619639e5095c13218cd/skills/rpg-human-tools-guide/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sciknow-io/alhazen-skill-deep-research — scientific-literature","kind":"Skill","category":"RWE Data & Analytics","summary":"Maintain corpus membership and stable DOI/PMID/arXiv identity for retrieval/cache records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sciknow-io/alhazen-skill-deep-research","website":"GitHub","packages":"skills/scientific-literature/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Maintain corpus membership and stable DOI/PMID/arXiv identity for retrieval/cache records."],"limitation":"Selected quick-start/identity contract only; TypeDB/Qdrant ingestion, embeddings and fulltext helpers not executed.","url":"https://github.com/sciknow-io/alhazen-skill-deep-research","primarySourceURLs":["https://github.com/sciknow-io/alhazen-skill-deep-research/blob/6587bd89d16cd9ddb54a154d8d6489738956ace7/skills/scientific-literature/SKILL.md"],"id":"RWE-1732","relevance":{"id":"RWE-1732","decision":"Core","rationale":"Maintain corpus membership and stable DOI/PMID/arXiv identity for retrieval/cache records. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Maintain corpus membership and stable DOI/PMID/arXiv identity for retrieval/cache records. Limits: Selected quick-start/identity contract only; TypeDB/Qdrant ingestion, embeddings and fulltext helpers not executed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sciknow-io/alhazen-skill-deep-research/blob/6587bd89d16cd9ddb54a154d8d6489738956ace7/skills/scientific-literature/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"simplified-reasoning/pi-bench — pubmed","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build disease/modality/endpoint concepts; retain citation anchors and explicitly sparse/conflicting evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"simplified-reasoning/pi-bench","website":"GitHub","packages":"data/pharmacist/skills/pubmed/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build disease/modality/endpoint concepts; retain citation anchors and explicitly sparse/conflicting evidence."],"limitation":"Instruction-only query planning, no actual retrieval adapter or comprehensive coverage demonstrated.","url":"https://github.com/simplified-reasoning/pi-bench","primarySourceURLs":["https://github.com/Simplified-Reasoning/Pi-Bench/blob/383910b1698758a198b86037c63a111c8edc32ad/data/pharmacist/skills/pubmed/SKILL.md"],"id":"RWE-1733","relevance":{"id":"RWE-1733","decision":"Core","rationale":"Retain the documented evidence function: Build disease/modality/endpoint concepts; retain citation anchors and explicitly sparse/conflicting evidence. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build disease/modality/endpoint concepts; retain citation anchors and explicitly sparse/conflicting evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/simplified-reasoning/pi-bench","https://github.com/Simplified-Reasoning/Pi-Bench/blob/383910b1698758a198b86037c63a111c8edc32ad/data/pharmacist/skills/pubmed/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"louisnuh/metaso-science-research-skill — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Form bilingual topic queries, inspect returned sources and distinguish unresolved evidence from conclusions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"louisnuh/metaso-science-research-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Form bilingual topic queries, inspect returned sources and distinguish unresolved evidence from conclusions."],"limitation":"Selected workflow only; snippet-based retrieval does not validate underlying claims and API helper unexecuted.","url":"https://github.com/louisnuh/metaso-science-research-skill","primarySourceURLs":["https://github.com/LouisNuh/metaso-science-research-skill/blob/d5834d335df7ec8a1279da8d05fefaea01e1bcb2/SKILL.md"],"id":"RWE-1736","relevance":{"id":"RWE-1736","decision":"Core","rationale":"Form bilingual topic queries, inspect returned sources and distinguish unresolved evidence from conclusions. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Form bilingual topic queries, inspect returned sources and distinguish unresolved evidence from conclusions. Limits: Selected workflow only; snippet-based retrieval does not validate underlying claims and API helper unexecuted.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/LouisNuh/metaso-science-research-skill/blob/d5834d335df7ec8a1279da8d05fefaea01e1bcb2/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"valyuai/valyu-cli — valyu-cli","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Run source-oriented paper search and track deep-research job identifiers/error codes.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"valyuai/valyu-cli","website":"GitHub","packages":"skills/valyu-cli/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Run source-oriented paper search and track deep-research job identifiers/error codes."],"limitation":"Selected CLI/output contract only; service operation, paid account flows and research accuracy not verified.","url":"https://github.com/valyuai/valyu-cli","primarySourceURLs":["https://github.com/valyuAI/valyu-cli/blob/8b15fd7ccc10faf924638b29c85c22a11eb5eae2/skills/valyu-cli/SKILL.md"],"id":"RWE-1737","relevance":{"id":"RWE-1737","decision":"Core","rationale":"Retain the documented evidence function: Run source-oriented paper search and track deep-research job identifiers/error codes. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Run source-oriented paper search and track deep-research job identifiers/error codes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/valyuai/valyu-cli","https://github.com/valyuAI/valyu-cli/blob/8b15fd7ccc10faf924638b29c85c22a11eb5eae2/skills/valyu-cli/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"erichuang777777/ntuh_breast_caculator — AGENT_SKILL","kind":"Skill","category":"RWE Data & Analytics","summary":"Export/import versioned patient context with derived fields separate; mark pathology extraction candidates and missing data for clinician confirmation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"erichuang777777/ntuh_breast_caculator","website":"GitHub","packages":"docs/AGENT_SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Export/import versioned patient context with derived fields separate; mark pathology extraction candidates and missing data for clinician confirmation."],"limitation":"Only context-bundle/extraction bookkeeping; PREDICT-style calculators, dosing, staging and reimbursement claims not reviewed or validated.","url":"https://github.com/erichuang777777/ntuh_breast_caculator","primarySourceURLs":["https://github.com/erichuang777777/NTUH_Breast_Caculator/blob/94bdd12e99e00e2f6da1d3b4d637568e269c9c37/docs/AGENT_SKILL.md"],"id":"RWE-1738","relevance":{"id":"RWE-1738","decision":"Core","rationale":"Export/import versioned patient context with derived fields separate; mark pathology extraction candidates and missing data for clinician confirmation. The documented patient/clinical schema, measurement, standards or research-design function directly supports health evidence data preparation; no care or outcome validity is inferred.","relevanceBasis":"Export/import versioned patient context with derived fields separate; mark pathology extraction candidates and missing data for clinician confirmation. Limits: Only context-bundle/extraction bookkeeping; PREDICT-style calculators, dosing, staging and reimbursement claims not reviewed or validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/erichuang777777/NTUH_Breast_Caculator/blob/94bdd12e99e00e2f6da1d3b4d637568e269c9c37/docs/AGENT_SKILL.md"],"reviewGroup":"health-data-method"}},{"name":"alexxpzhu/save-papers-to-zotero — save-papers-to-zotero","kind":"Skill","category":"RWE Data & Analytics","summary":"Prepare identifier-based batch manifest; preserve duplicate and resume ledgers; distinguish parent item from verified stored PDF.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alexxpzhu/save-papers-to-zotero","website":"GitHub","packages":"save-papers-to-zotero/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Prepare identifier-based batch manifest; preserve duplicate and resume ledgers; distinguish parent item from verified stored PDF."],"limitation":"Selected importer routing only; connector API limits and actual import scripts not executed.","url":"https://github.com/alexxpzhu/save-papers-to-zotero","primarySourceURLs":["https://github.com/AlexXPZhu/save-papers-to-zotero/blob/5fe2e342aa3f3d669e563b7570a280cf8f84ef82/save-papers-to-zotero/SKILL.md"],"id":"RWE-1739","relevance":{"id":"RWE-1739","decision":"Core","rationale":"Prepare identifier-based batch manifest; preserve duplicate and resume ledgers; distinguish parent item from verified stored PDF. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Prepare identifier-based batch manifest; preserve duplicate and resume ledgers; distinguish parent item from verified stored PDF. Limits: Selected importer routing only; connector API limits and actual import scripts not executed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/AlexXPZhu/save-papers-to-zotero/blob/5fe2e342aa3f3d669e563b7570a280cf8f84ef82/save-papers-to-zotero/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"aws-samples/sample-healthcare-agents — prior-authorization","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Keep procedure coding, patient/payor/provider context and source clinical evidence distinct before FHIR request assembly.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aws-samples/sample-healthcare-agents","website":"GitHub","packages":"skills/prior-authorization/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Keep procedure coding, patient/payor/provider context and source clinical evidence distinct before FHIR request assembly."],"limitation":"Selected context/evidence intake only; model-assessed prior-authorization requirement and medical necessity decisions not validated. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/aws-samples/sample-healthcare-agents","primarySourceURLs":["https://github.com/aws-samples/sample-healthcare-agents/blob/133ae966582a97def0414c5ebaf195a125ffcbd4/skills/prior-authorization/SKILL.md"],"id":"RWE-1740","relevance":{"id":"RWE-1740","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Keep procedure coding, patient/payor/provider context and source clinical evidence distinct before FHIR request assembly.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aws-samples/sample-healthcare-agents/blob/133ae966582a97def0414c5ebaf195a125ffcbd4/skills/prior-authorization/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"meitarvatury/sorting-papers-skill — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Record topic/date/source scope and paper identifier with sharing context; expose degraded database access.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"meitarvatury/sorting-papers-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Record topic/date/source scope and paper identifier with sharing context; expose degraded database access."],"limitation":"Selected source workflow only; requested-result-depth pool and ranking not systematic coverage, connector behavior untested.","url":"https://github.com/meitarvatury/sorting-papers-skill","primarySourceURLs":["https://github.com/meitarvatury/sorting-papers-skill/blob/6811abaca6213838c7b3f752f940bb6dca236f96/SKILL.md"],"id":"RWE-1742","relevance":{"id":"RWE-1742","decision":"Core","rationale":"Retain the documented evidence function: Record topic/date/source scope and paper identifier with sharing context; expose degraded database access. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Record topic/date/source scope and paper identifier with sharing context; expose degraded database access.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/meitarvatury/sorting-papers-skill","https://github.com/meitarvatury/sorting-papers-skill/blob/6811abaca6213838c7b3f752f940bb6dca236f96/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"chitiabao/jadense-skills — jadense-scholar-search","kind":"Skill","category":"RWE Data & Analytics","summary":"Distinguish exact lookup from broad search; preserve provider identifiers and unknown publication dates.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chitiabao/jadense-skills","website":"GitHub","packages":"jadense-scholar-search/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Distinguish exact lookup from broad search; preserve provider identifiers and unknown publication dates."],"limitation":"Selected workflow only; provider core, rendering and retrieval coverage not executed.","url":"https://github.com/chitiabao/jadense-skills","primarySourceURLs":["https://github.com/chitiabao/jadense-skills/blob/81e1e0082b1cb368474277baca2f26ced5fefd84/jadense-scholar-search/SKILL.md"],"id":"RWE-1743","relevance":{"id":"RWE-1743","decision":"Core","rationale":"Distinguish exact lookup from broad search; preserve provider identifiers and unknown publication dates. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Distinguish exact lookup from broad search; preserve provider identifiers and unknown publication dates. Limits: Selected workflow only; provider core, rendering and retrieval coverage not executed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chitiabao/jadense-skills/blob/81e1e0082b1cb368474277baca2f26ced5fefd84/jadense-scholar-search/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"yulivu/debuffer-skills — openalex","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/skills-codex-library/literature/openalex/SKILL.md: Retain source filters and fail explicitly when fetcher missing rather than fabricate result data.; skills/library/literature/openalex/SKILL.md: Scholarly work, affiliation, funding and citation metadata discovery.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yulivu/debuffer-skills","website":"GitHub","packages":"skills/skills-codex-library/literature/openalex/SKILL.md; skills/library/literature/openalex/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/skills-codex-library/literature/openalex/SKILL.md: Retain source filters and fail explicitly when fetcher missing rather than fabricate result data.","skills/library/literature/openalex/SKILL.md: Scholarly work, affiliation, funding and citation metadata discovery."],"limitation":"skills/skills-codex-library/literature/openalex/SKILL.md: Selected parameter/helper contract only; citation thresholds not quality appraisal, actual fetcher untested. skills/library/literature/openalex/SKILL.md: Database coverage and metadata freshness unverified.","url":"https://github.com/yulivu/debuffer-skills","primarySourceURLs":["https://github.com/Yulivu/debuffer-skills/blob/d739a8efc1f24846ee5b8fd6d53a4506fdf785fe/skills/library/literature/openalex/SKILL.md","https://github.com/Yulivu/debuffer-skills/blob/d739a8efc1f24846ee5b8fd6d53a4506fdf785fe/skills/skills-codex-library/literature/openalex/SKILL.md"],"id":"RWE-1744","relevance":{"id":"RWE-1744","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/skills-codex-library/literature/openalex/SKILL.md: Retain source filters and fail explicitly when fetcher missing rather than fabricate result data.; skills/library/literature/openalex/SKILL.md: Scholarly work, affiliation, funding and citation metadata discovery. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/skills-codex-library/literature/openalex/SKILL.md: Retain source filters and fail explicitly when fetcher missing rather than fabricate result data.; skills/library/literature/openalex/SKILL.md: Scholarly work, affiliation, funding and citation metadata discovery.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yulivu/debuffer-skills","https://github.com/Yulivu/debuffer-skills/blob/d739a8efc1f24846ee5b8fd6d53a4506fdf785fe/skills/library/literature/openalex/SKILL.md","https://github.com/Yulivu/debuffer-skills/blob/d739a8efc1f24846ee5b8fd6d53a4506fdf785fe/skills/skills-codex-library/literature/openalex/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jamalahmed2001/onyx — pubmed-search","kind":"Skill","category":"RWE Data & Analytics","summary":"Return normalized title/PMID/URL/abstract records and distinguish rate-limit, config, auth and upstream failures.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jamalahmed2001/onyx","website":"GitHub","packages":"skills/pubmed-search/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Return normalized title/PMID/URL/abstract records and distinguish rate-limit, config, auth and upstream failures."],"limitation":"Selected short CLI documentation only; source caps and parser/rate behavior not runtime tested.","url":"https://github.com/jamalahmed2001/onyx","primarySourceURLs":["https://github.com/jamalahmed2001/onyx/blob/1ca763e6f246b86d74441fee41c6000ba1dbca15/skills/pubmed-search/SKILL.md"],"id":"RWE-1746","relevance":{"id":"RWE-1746","decision":"Core","rationale":"Return normalized title/PMID/URL/abstract records and distinguish rate-limit, config, auth and upstream failures. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Return normalized title/PMID/URL/abstract records and distinguish rate-limit, config, auth and upstream failures. Limits: Selected short CLI documentation only; source caps and parser/rate behavior not runtime tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jamalahmed2001/onyx/blob/1ca763e6f246b86d74441fee41c6000ba1dbca15/skills/pubmed-search/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"vannon091118/shinon_agent — ncbi-entrez-skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Send explicit db/query/endpoint parameters and distinguish records, summary, text_head and optional raw output.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vannon091118/shinon_agent","website":"GitHub","packages":".agents/skills/bioscience/life-science-research/ncbi-entrez-skill/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Send explicit db/query/endpoint parameters and distinguish records, summary, text_head and optional raw output."],"limitation":"Selected output/CLI contract only; compact truncation is not full content and parser unexecuted.","url":"https://github.com/vannon091118/shinon_agent","primarySourceURLs":["https://github.com/vannon091118/Shinon_Agent/blob/623a92a343b85f72c3c572e12d2972f2af7322e9/.agents/skills/bioscience/life-science-research/ncbi-entrez-skill/SKILL.md"],"id":"RWE-1747","relevance":{"id":"RWE-1747","decision":"Core","rationale":"Send explicit db/query/endpoint parameters and distinguish records, summary, text_head and optional raw output. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Send explicit db/query/endpoint parameters and distinguish records, summary, text_head and optional raw output. Limits: Selected output/CLI contract only; compact truncation is not full content and parser unexecuted.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vannon091118/Shinon_Agent/blob/623a92a343b85f72c3c572e12d2972f2af7322e9/.agents/skills/bioscience/life-science-research/ncbi-entrez-skill/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"siddvoh/sidds-claude-plugins — lit-review","kind":"Skill","category":"RWE Data & Analytics","summary":"Record topic synonyms, timeframe, method scope, exclusions and source result counts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"siddvoh/sidds-claude-plugins","website":"GitHub","packages":"plugins/research/skills/lit-review/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Record topic synonyms, timeframe, method scope, exclusions and source result counts."],"limitation":"Selected search phase only; fixed recent-year and50-result examples not systematic coverage, citation checker untested.","url":"https://github.com/siddvoh/sidds-claude-plugins","primarySourceURLs":["https://github.com/siddvoh/sidds-claude-plugins/blob/7a67318f781122e8165ce3ea5032281b6f1c81e8/plugins/research/skills/lit-review/SKILL.md"],"id":"RWE-1748","relevance":{"id":"RWE-1748","decision":"Core","rationale":"Record topic synonyms, timeframe, method scope, exclusions and source result counts. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Record topic synonyms, timeframe, method scope, exclusions and source result counts. Limits: Selected search phase only; fixed recent-year and50-result examples not systematic coverage, citation checker untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/siddvoh/sidds-claude-plugins/blob/7a67318f781122e8165ce3ea5032281b6f1c81e8/plugins/research/skills/lit-review/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"aiyinluya/sensenova-skills-studio — sn-search-academic","kind":"Skill","category":"RWE Data & Analytics","summary":"Use explicit arXiv identifier/author/category filters and retain DOI, version dates, HTML/PDF links.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aiyinluya/sensenova-skills-studio","website":"GitHub","packages":"skills/sn-search-academic/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Use explicit arXiv identifier/author/category filters and retain DOI, version dates, HTML/PDF links."],"limitation":"Selected script/parameter contracts only; fulltext availability and individual parser accuracy not tested.","url":"https://github.com/aiyinluya/sensenova-skills-studio","primarySourceURLs":["https://github.com/aiyinluya/SenseNova-Skills-Studio/blob/f9bd94b067ccd5780e8b33f793d79e33ce512720/skills/sn-search-academic/SKILL.md"],"id":"RWE-1749","relevance":{"id":"RWE-1749","decision":"Core","rationale":"Use explicit arXiv identifier/author/category filters and retain DOI, version dates, HTML/PDF links. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Use explicit arXiv identifier/author/category filters and retain DOI, version dates, HTML/PDF links. Limits: Selected script/parameter contracts only; fulltext availability and individual parser accuracy not tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aiyinluya/SenseNova-Skills-Studio/blob/f9bd94b067ccd5780e8b33f793d79e33ce512720/skills/sn-search-academic/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"zhaoy2020/skills — scholar-skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Separate topic, method, dataset and application concepts before database-specific syntax.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhaoy2020/skills","website":"GitHub","packages":"skills/scholar-skill/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Separate topic, method, dataset and application concepts before database-specific syntax."],"limitation":"Only query-planning section reviewed; broader grant-writing and scripts not approved.","url":"https://github.com/zhaoy2020/skills","primarySourceURLs":["https://github.com/zhaoy2020/Skills/blob/2cf279db4022d76ffa77afa3263a541323d6cf4f/skills/scholar-skill/SKILL.md"],"id":"RWE-1752","relevance":{"id":"RWE-1752","decision":"Core","rationale":"Separate topic, method, dataset and application concepts before database-specific syntax. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Separate topic, method, dataset and application concepts before database-specific syntax. Limits: Only query-planning section reviewed; broader grant-writing and scripts not approved.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zhaoy2020/Skills/blob/2cf279db4022d76ffa77afa3263a541323d6cf4f/skills/scholar-skill/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"embabel-worlds/realm-drugtrials — investigate-clinical-research","kind":"Research tool","category":"RWE Data & Analytics","summary":"Track NCT and PMID links, source exclusions and unavailable coverage.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"embabel-worlds/realm-drugtrials","website":"GitHub","packages":"skills/investigate-clinical-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Track NCT and PMID links, source exclusions and unavailable coverage."],"limitation":"Documentation workflow only; service behavior and trial interpretations untested.","url":"https://github.com/embabel-worlds/realm-drugtrials","primarySourceURLs":["https://github.com/embabel-worlds/realm-drugtrials/blob/5267ed9ffedd971ce486fd7a11f87462e045e73c/skills/investigate-clinical-research/SKILL.md"],"id":"RWE-1753","relevance":{"id":"RWE-1753","decision":"Core","rationale":"Track NCT and PMID links, source exclusions and unavailable coverage. The actual source-identification, query, extraction, appraisal or synthesis contract directly supports scholarly/health evidence work; only its reviewed bounded function is Core.","relevanceBasis":"Track NCT and PMID links, source exclusions and unavailable coverage. Limits: Documentation workflow only; service behavior and trial interpretations untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/embabel-worlds/realm-drugtrials/blob/5267ed9ffedd971ce486fd7a11f87462e045e73c/skills/investigate-clinical-research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"mtchuang1981/clin-data-nav — clin-nav","kind":"Research tool","category":"RWE Data & Analytics","summary":"Separate quick navigation, research design and specification-only outputs; require schema evidence before execution.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mtchuang1981/clin-data-nav","website":"GitHub","packages":"skills/clin-nav/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Separate quick navigation, research design and specification-only outputs; require schema evidence before execution."],"limitation":"No statistical or executable implementation validation.","url":"https://github.com/mtchuang1981/clin-data-nav","primarySourceURLs":["https://github.com/mtchuang1981/clin-data-nav/blob/870e0a8b8c12925e2d42519d7afa0708b034a058/skills/clin-nav/SKILL.md"],"id":"RWE-1754","relevance":{"id":"RWE-1754","decision":"Core","rationale":"Separate quick navigation, research design and specification-only outputs; require schema evidence before execution. The documented patient/clinical schema, measurement, standards or research-design function directly supports health evidence data preparation; no care or outcome validity is inferred.","relevanceBasis":"Separate quick navigation, research design and specification-only outputs; require schema evidence before execution. Limits: No statistical or executable implementation validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mtchuang1981/clin-data-nav/blob/870e0a8b8c12925e2d42519d7afa0708b034a058/skills/clin-nav/SKILL.md"],"reviewGroup":"health-data-method"}},{"name":"markusstrasser/skills — epistemics","kind":"Research tool","category":"Public health & surveillance","summary":"Attach sources and population, comparator, outcome and uncertainty context to research claims.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"markusstrasser/skills","website":"GitHub","packages":"references/epistemics/SKILL.md","workflowFit":["Public health & surveillance"],"capabilities":["Attach sources and population, comparator, outcome and uncertainty context to research claims."],"limitation":"Only provenance and inference distinctions approved; fixed hierarchies, effect cutoffs and dosing claims not endorsed.","url":"https://github.com/markusstrasser/skills","primarySourceURLs":["https://github.com/markusstrasser/skills/blob/f79f0c52af1383cdb65330c818a67074d324ddf8/references/epistemics/SKILL.md"],"id":"RWE-1756","relevance":{"id":"RWE-1756","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Attach sources and population, comparator, outcome and uncertainty context to research claims.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/markusstrasser/skills/blob/f79f0c52af1383cdb65330c818a67074d324ddf8/references/epistemics/SKILL.md"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"denissoldugeev/denissoldugeev — clinical-research","kind":"Research tool","category":"RWE Data & Analytics","summary":"Draft study synopsis and document endpoint and sample-size assumptions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"denissoldugeev/denissoldugeev","website":"GitHub","packages":"claude/skills/research-ops/clinical-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Draft study synopsis and document endpoint and sample-size assumptions."],"limitation":"Calculation scripts, numerical validity and phase-gate scores unvalidated.","url":"https://github.com/denissoldugeev/denissoldugeev","primarySourceURLs":["https://github.com/DenisSoldugeev/DenisSoldugeev/blob/d6116e2151567d6bf751f9c58e8071b804fa37e0/claude/skills/research-ops/clinical-research/SKILL.md"],"id":"RWE-1757","relevance":{"id":"RWE-1757","decision":"Core","rationale":"Draft study synopsis and document endpoint and sample-size assumptions. The actual study-design, statistical, causal, data-quality or infectious-disease exposure method directly supports evidence generation; model validity and scope limits remain visible.","relevanceBasis":"Draft study synopsis and document endpoint and sample-size assumptions. Limits: Calculation scripts, numerical validity and phase-gate scores unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/DenisSoldugeev/DenisSoldugeev/blob/d6116e2151567d6bf751f9c58e8071b804fa37e0/claude/skills/research-ops/clinical-research/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"ljhofgithub/mydotcodex — field-progress-survey","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search aliases and historical terms, deduplicate preprints and publications, and distinguish lightly read papers from deep review.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ljhofgithub/mydotcodex","website":"GitHub","packages":"skills/field-progress-survey/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search aliases and historical terms, deduplicate preprints and publications, and distinguish lightly read papers from deep review."],"limitation":"Purposive 10–20-paper mapping, not systematic review or exhaustive coverage.","url":"https://github.com/ljhofgithub/mydotcodex","primarySourceURLs":["https://github.com/ljhOfGithub/mydotcodex/blob/011ca4098d7b488e041fb44a0123f64f64c86acb/skills/field-progress-survey/SKILL.md"],"id":"RWE-1760","relevance":{"id":"RWE-1760","decision":"Core","rationale":"Retain the documented evidence function: Search aliases and historical terms, deduplicate preprints and publications, and distinguish lightly read papers from deep review. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search aliases and historical terms, deduplicate preprints and publications, and distinguish lightly read papers from deep review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ljhofgithub/mydotcodex","https://github.com/ljhOfGithub/mydotcodex/blob/011ca4098d7b488e041fb44a0123f64f64c86acb/skills/field-progress-survey/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"illumination-k/pubmed-client — pubmed-field-validator","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Check proposed PubMed fields against official documentation before query construction.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"illumination-k/pubmed-client","website":"GitHub","packages":"skills/data/pubmed-field-validator/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Check proposed PubMed fields against official documentation before query construction."],"limitation":"Cached project approvals may be stale; scripts and all claimed invalid-tag examples untested. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/illumination-k/pubmed-client","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/pubmed-field-validator/SKILL.md"],"id":"RWE-1761","relevance":{"id":"RWE-1761","decision":"Core","rationale":"Retain the documented evidence function: Check proposed PubMed fields against official documentation before query construction. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Check proposed PubMed fields against official documentation before query construction.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/illumination-k/pubmed-client","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/pubmed-field-validator/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"color4-alt/citecheck — citecheck","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Extract references and compare citation context to cited source content.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"color4-alt/citecheck","website":"GitHub","packages":"skills/citecheck/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Extract references and compare citation context to cited source content."],"limitation":"CLI untested; LLM relevance scores are not factual validation.","url":"https://github.com/color4-alt/citecheck","primarySourceURLs":["https://github.com/color4-alt/CiteCheck/blob/fae7888bf7c1ce92bbafad15faf61cf55b7e2bd7/skills/citecheck/SKILL.md"],"id":"RWE-1762","relevance":{"id":"RWE-1762","decision":"Core","rationale":"Retain the documented evidence function: Extract references and compare citation context to cited source content. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Extract references and compare citation context to cited source content.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/color4-alt/citecheck","https://github.com/color4-alt/CiteCheck/blob/fae7888bf7c1ce92bbafad15faf61cf55b7e2bd7/skills/citecheck/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"arthurcapistrano/tcc — plan-literature-search","kind":"Research tool","category":"RWE Data & Analytics","summary":"Record exact database queries, execution dates, counts and links to downstream screening.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arthurcapistrano/tcc","website":"GitHub","packages":".agents/skills/plan-literature-search/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Record exact database queries, execution dates, counts and links to downstream screening."],"limitation":"Bookkeeping guidance only; no executed search coverage claimed.","url":"https://github.com/arthurcapistrano/tcc","primarySourceURLs":["https://github.com/ArthurCapistrano/TCC/blob/89baabe2eb997b62aa1f598002902afe27971e83/.agents/skills/plan-literature-search/SKILL.md"],"id":"RWE-1763","relevance":{"id":"RWE-1763","decision":"Core","rationale":"Record exact database queries, execution dates, counts and links to downstream screening. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Record exact database queries, execution dates, counts and links to downstream screening. Limits: Bookkeeping guidance only; no executed search coverage claimed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ArthurCapistrano/TCC/blob/89baabe2eb997b62aa1f598002902afe27971e83/.agents/skills/plan-literature-search/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"gaofeng21cn/med-autoscience — primary_skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Record evidence integrity gaps and bind revisions to accepted source and artifact references.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gaofeng21cn/med-autoscience","website":"GitHub","packages":"agent/primary_skill/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Record evidence integrity gaps and bind revisions to accepted source and artifact references."],"limitation":"OPL runtime and focused methods are not tested; stage completion is not scientific validation.","url":"https://github.com/gaofeng21cn/med-autoscience","primarySourceURLs":["https://github.com/gaofeng21cn/med-autoscience/blob/aa0c1fb56e458aaa1abfa25187df3735f2f58063/agent/primary_skill/SKILL.md","https://github.com/gaofeng21cn/med-autoscience/blob/aa0c1fb56e458aaa1abfa25187df3735f2f58063/plugins/med-autoscience/skills/med-autoscience/SKILL.md","https://github.com/gaofeng21cn/med-autoscience/blob/7be9f5c8080a52496cbddf4fbfc9cea870f759f8/agent/primary_skill/SKILL.md"],"id":"RWE-1765","relevance":{"id":"RWE-1765","decision":"Core","rationale":"Record evidence integrity gaps and bind revisions to accepted source and artifact references. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Record evidence integrity gaps and bind revisions to accepted source and artifact references. Limits: OPL runtime and focused methods are not tested; stage completion is not scientific validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gaofeng21cn/med-autoscience/blob/aa0c1fb56e458aaa1abfa25187df3735f2f58063/agent/primary_skill/SKILL.md","https://github.com/gaofeng21cn/med-autoscience/blob/aa0c1fb56e458aaa1abfa25187df3735f2f58063/plugins/med-autoscience/skills/med-autoscience/SKILL.md","https://github.com/gaofeng21cn/med-autoscience/blob/7be9f5c8080a52496cbddf4fbfc9cea870f759f8/agent/primary_skill/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"fractalmandala/mandala — academic-research","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search alternate terms, follow citations and export retrieved BibTeX.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fractalmandala/mandala","website":"GitHub","packages":"packages/fractal-agentic/skills/academic-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search alternate terms, follow citations and export retrieved BibTeX."],"limitation":"Bounded literature scouting, not exhaustive systematic review.","url":"https://github.com/fractalmandala/mandala","primarySourceURLs":["https://github.com/fractalmandala/mandala/blob/136616eedab8994d361c4fdd87caa658f594b733/packages/fractal-agentic/skills/academic-research/SKILL.md"],"id":"RWE-1766","relevance":{"id":"RWE-1766","decision":"Core","rationale":"Retain the documented evidence function: Search alternate terms, follow citations and export retrieved BibTeX. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search alternate terms, follow citations and export retrieved BibTeX.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fractalmandala/mandala","https://github.com/fractalmandala/mandala/blob/136616eedab8994d361c4fdd87caa658f594b733/packages/fractal-agentic/skills/academic-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yuzh2001/oh-my-cs-ai-research — deepxiv-cli","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieve scholarly metadata and select brief, structural or section-level paper views.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yuzh2001/oh-my-cs-ai-research","website":"GitHub","packages":".codex/skills/deepxiv-cli/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve scholarly metadata and select brief, structural or section-level paper views."],"limitation":"CLI untested; future bioRxiv/medRxiv support and token-cost claims are not approved.","url":"https://github.com/yuzh2001/oh-my-cs-ai-research","primarySourceURLs":["https://github.com/yuzh2001/oh-my-cs-ai-research/blob/7bfca49783e52fdd0d4b5ac77fd0b5b70445a714/.codex/skills/deepxiv-cli/SKILL.md"],"id":"RWE-1768","relevance":{"id":"RWE-1768","decision":"Core","rationale":"Retain the documented evidence function: Retrieve scholarly metadata and select brief, structural or section-level paper views. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve scholarly metadata and select brief, structural or section-level paper views.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yuzh2001/oh-my-cs-ai-research","https://github.com/yuzh2001/oh-my-cs-ai-research/blob/7bfca49783e52fdd0d4b5ac77fd0b5b70445a714/.codex/skills/deepxiv-cli/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ildunari/skillshare — scientific-literature-research_KM","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retain DOI/PMID/PMCID evidence links and mark unsupported thresholds or dosing claims.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ildunari/skillshare","website":"GitHub","packages":"skills/research-analysis/scientific-literature-research_KM/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Retain DOI/PMID/PMCID evidence links and mark unsupported thresholds or dosing claims."],"limitation":"Hermes adapter and institutional access untested; ranking labels are not validated quality assessments.","url":"https://github.com/ildunari/skillshare","primarySourceURLs":["https://github.com/ildunari/skillshare/blob/6edc4f808fddf7d2230b239dd5e60397721afe0d/skills/research-analysis/scientific-literature-research_KM/SKILL.md"],"id":"RWE-1769","relevance":{"id":"RWE-1769","decision":"Core","rationale":"Retain DOI/PMID/PMCID evidence links and mark unsupported thresholds or dosing claims. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Retain DOI/PMID/PMCID evidence links and mark unsupported thresholds or dosing claims. Limits: Hermes adapter and institutional access untested; ranking labels are not validated quality assessments.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ildunari/skillshare/blob/6edc4f808fddf7d2230b239dd5e60397721afe0d/skills/research-analysis/scientific-literature-research_KM/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"sandysunny99/adaptive-trust-medical-rag — medical-evidence-ingestion","kind":"Research tool","category":"RWE Data & Analytics","summary":"Record source URL, content hash, source identifier and quarantine status before indexing.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sandysunny99/adaptive-trust-medical-rag","website":"GitHub","packages":".agents/plugins/medical-rag-security/skills/medical-evidence-ingestion/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Record source URL, content hash, source identifier and quarantine status before indexing."],"limitation":"Poisoning score threshold and automated validated status are not demonstrated safety or factual checks. Other discovered, held or excluded components are outside this approval. Excluded from approval — medical-source-validation: Full short source-scoring guide fixes authority weights and3/5-year freshness half-lives across medical evidence, conflating journal/source class and study validity.","url":"https://github.com/sandysunny99/adaptive-trust-medical-rag","primarySourceURLs":["https://github.com/sandysunny99/adaptive-trust-medical-rag/blob/0c1842efb82ce7b9413e237f1fcda742f5376dcd/.agents/plugins/medical-rag-security/skills/medical-evidence-ingestion/SKILL.md"],"id":"RWE-1771","relevance":{"id":"RWE-1771","decision":"Core","rationale":"Record source URL, content hash, source identifier and quarantine status before indexing. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Record source URL, content hash, source identifier and quarantine status before indexing. Limits: Poisoning score threshold and automated validated status are not demonstrated safety or factual checks. Other discovered, held or excluded components are outside this approval. Excluded from approval — medical-source-validation: Full short source-scoring guide fixes authority weights and3/5-year freshness half-lives across medical evidence, conflating journal/source class and study validity.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sandysunny99/adaptive-trust-medical-rag/blob/0c1842efb82ce7b9413e237f1fcda742f5376dcd/.agents/plugins/medical-rag-security/skills/medical-evidence-ingestion/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"miyake-san/sogo-agent-platform — statistics","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Document hypothesis, estimand, missingness and magnitude/uncertainty before interpretation.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"miyake-san/sogo-agent-platform","website":"GitHub","packages":"skills/experimental/statistics/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Document hypothesis, estimand, missingness and magnitude/uncertainty before interpretation."],"limitation":"Quick test-selection table and causal/experiment assertions are not validated; matching units alone does not avoid interference.","url":"https://github.com/miyake-san/sogo-agent-platform","primarySourceURLs":["https://github.com/miyake-san/sogo-agent-platform/blob/d2a30ce480feae9b6153c6ae95802d40ba777914/skills/experimental/statistics/SKILL.md"],"id":"RWE-1772","relevance":{"id":"RWE-1772","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Document hypothesis, estimand, missingness and magnitude/uncertainty before interpretation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/miyake-san/sogo-agent-platform/blob/d2a30ce480feae9b6153c6ae95802d40ba777914/skills/experimental/statistics/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"marius203/claude-skills — thesis-research","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieve paper pages and record author, venue, year and identifier before literature synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"marius203/claude-skills","website":"GitHub","packages":"thesis-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve paper pages and record author, venue, year and identifier before literature synthesis."],"limitation":"Plausible URLs alone are insufficient verification; biomechanics/clinical effectiveness not approved.","url":"https://github.com/marius203/claude-skills","primarySourceURLs":["https://github.com/Marius203/claude-skills/blob/45e04c96153282192725453a413cf3dcb60ea91f/thesis-research/SKILL.md"],"id":"RWE-1773","relevance":{"id":"RWE-1773","decision":"Core","rationale":"Retain the documented evidence function: Retrieve paper pages and record author, venue, year and identifier before literature synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve paper pages and record author, venue, year and identifier before literature synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/marius203/claude-skills","https://github.com/Marius203/claude-skills/blob/45e04c96153282192725453a413cf3dcb60ea91f/thesis-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wzgig/literature-search-course-paper — course-paper-workflow","kind":"Research tool","category":"RWE Data & Analytics","summary":"Keep provisional sources distinct and distinguish diagnostic, prognostic and rule-out claims in evidence notes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wzgig/literature-search-course-paper","website":"GitHub","packages":"skills/course-paper-workflow/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Keep provisional sources distinct and distinguish diagnostic, prognostic and rule-out claims in evidence notes."],"limitation":"Course-paper guidance only; no diagnostic accuracy or clinical validation. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/wzgig/literature-search-course-paper","primarySourceURLs":["https://github.com/wzgig/literature-search-course-paper/blob/08f38fb3d37118525b5d7242839938cebbcc1ef0/skills/course-paper-workflow/SKILL.md"],"id":"RWE-1774","relevance":{"id":"RWE-1774","decision":"Core","rationale":"Keep provisional sources distinct and distinguish diagnostic, prognostic and rule-out claims in evidence notes. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Keep provisional sources distinct and distinguish diagnostic, prognostic and rule-out claims in evidence notes. Limits: Course-paper guidance only; no diagnostic accuracy or clinical validation. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wzgig/literature-search-course-paper/blob/08f38fb3d37118525b5d7242839938cebbcc1ef0/skills/course-paper-workflow/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"aehrc/pathling — pathling-python","kind":"Skill","category":"OMOP & terminology","summary":"FHIR data ingestion and tabular projection guidance","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aehrc/pathling","website":"GitHub","packages":"skills/domains/pathling-python/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["FHIR data ingestion and tabular projection guidance","Terminology membership, translation and hierarchy API guidance"],"limitation":"Examples were not executed. A terminology example labels SNOMED 64572001 as viral disease although the earlier text correctly labels it Disease; do not treat the example grouping as a validated phenotype or copy its labels into analysis.","url":"https://github.com/aehrc/pathling","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/domains/pathling-python/SKILL.md","https://github.com/aehrc/pathling/blob/2199998da664be4fcc2d0f865524871d7acd4cbb/.claude/skills/pathling-python/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/298804464ec672c8016fe2ce0a2ffb65a160584f/domains/pathling-python/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/domains/pathling-python/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/4d090cb19cca1fe637af7c58938a3b1bd3453cda/domains/pathling-python/SKILL.md"],"id":"RWE-1775","relevance":{"id":"RWE-1775","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR data ingestion and tabular projection guidance; Terminology membership, translation and hierarchy API guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/domains/pathling-python/SKILL.md","https://github.com/aehrc/pathling/blob/2199998da664be4fcc2d0f865524871d7acd4cbb/.claude/skills/pathling-python/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/298804464ec672c8016fe2ce0a2ffb65a160584f/domains/pathling-python/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/domains/pathling-python/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/4d090cb19cca1fe637af7c58938a3b1bd3453cda/domains/pathling-python/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"aaronnat23/disp8ch — research-librarian","kind":"Research tool","category":"RWE Data & Analytics","summary":"Maintain source table, contradictions and unanswered questions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aaronnat23/disp8ch","website":"GitHub","packages":"optional-skills/research-librarian/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Maintain source table, contradictions and unanswered questions."],"limitation":"Lightweight research bookkeeping only, no systematic-review or appraisal validation.","url":"https://github.com/aaronnat23/disp8ch","primarySourceURLs":["https://github.com/aaronnat23/disp8ch/blob/3be47a9b679ff2e3cd3ce7377dde08397c81e85b/optional-skills/research-librarian/SKILL.md"],"id":"RWE-1777","relevance":{"id":"RWE-1777","decision":"Core","rationale":"Maintain source table, contradictions and unanswered questions. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Maintain source table, contradictions and unanswered questions. Limits: Lightweight research bookkeeping only, no systematic-review or appraisal validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aaronnat23/disp8ch/blob/3be47a9b679ff2e3cd3ce7377dde08397c81e85b/optional-skills/research-librarian/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"tombener/zotagent — zotagent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Find indexed passages and expand surrounding paper context by stable library keys.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tombener/zotagent","website":"GitHub","packages":"skills/zotagent/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Find indexed passages and expand surrounding paper context by stable library keys."],"limitation":"Runtime and mutation commands not tested; indexed text may be incomplete.","url":"https://github.com/tombener/zotagent","primarySourceURLs":["https://github.com/TomBener/zotagent/blob/f42677ef5ce01ed43cd22f1e4434017d41f74ef5/skills/zotagent/SKILL.md"],"id":"RWE-1778","relevance":{"id":"RWE-1778","decision":"Core","rationale":"Retain the documented evidence function: Find indexed passages and expand surrounding paper context by stable library keys. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Find indexed passages and expand surrounding paper context by stable library keys.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tombener/zotagent","https://github.com/TomBener/zotagent/blob/f42677ef5ce01ed43cd22f1e4434017d41f74ef5/skills/zotagent/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nvdigitalsolutions/mcp-ai-wpoos — valyu","kind":"Research tool","category":"RWE Data & Analytics","summary":"Route biomedical discovery queries to named source filters and retain result links.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nvdigitalsolutions/mcp-ai-wpoos","website":"GitHub","packages":"includes/bundled-skills/valyu/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Route biomedical discovery queries to named source filters and retain result links."],"limitation":"Observed guide publisher retained; underlying Valyu source family separately reconciled. API and proprietary coverage untested.","url":"https://github.com/nvdigitalsolutions/mcp-ai-wpoos","primarySourceURLs":["https://github.com/nvdigitalsolutions/mcp-ai-wpoos/blob/acc0c9a59159f6f6a3bab045de058887c1c9f785/includes/bundled-skills/valyu/SKILL.md"],"id":"RWE-1779","relevance":{"id":"RWE-1779","decision":"Core","rationale":"Route biomedical discovery queries to named source filters and retain result links. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Route biomedical discovery queries to named source filters and retain result links. Limits: Observed guide publisher retained; underlying Valyu source family separately reconciled. API and proprietary coverage untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nvdigitalsolutions/mcp-ai-wpoos/blob/acc0c9a59159f6f6a3bab045de058887c1c9f785/includes/bundled-skills/valyu/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"p3jitnath/paper-reviewing-skill — root skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Audit internal counts, units and text/table consistency; record expertise and evidence gaps.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"p3jitnath/paper-reviewing-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Audit internal counts, units and text/table consistency; record expertise and evidence gaps."],"limitation":"Reporting checklist compliance is not design validity; generic scoring calibration not approved.","url":"https://github.com/p3jitnath/paper-reviewing-skill","primarySourceURLs":["https://github.com/p3jitnath/paper-reviewing-skill/blob/dfa5ba91c4bfce465dbe502b30ddbbdd8e983497/SKILL.md"],"id":"RWE-1781","relevance":{"id":"RWE-1781","decision":"Core","rationale":"Audit internal counts, units and text/table consistency; record expertise and evidence gaps. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Audit internal counts, units and text/table consistency; record expertise and evidence gaps. Limits: Reporting checklist compliance is not design validity; generic scoring calibration not approved.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/p3jitnath/paper-reviewing-skill/blob/dfa5ba91c4bfce465dbe502b30ddbbdd8e983497/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"xcl2005/academic-paper-writing-skill — root skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Track claim ledgers, evidence dependencies and human stage sign-off.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xcl2005/academic-paper-writing-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Track claim ledgers, evidence dependencies and human stage sign-off."],"limitation":"Gate scripts and research methods untested; populated artifacts alone do not validate results.","url":"https://github.com/xcl2005/academic-paper-writing-skill","primarySourceURLs":["https://github.com/xcl2005/academic-paper-writing-skill/blob/33ddc61ee5aaa1932210894ac62d4d7ac909c936/SKILL.md"],"id":"RWE-1782","relevance":{"id":"RWE-1782","decision":"Core","rationale":"Track claim ledgers, evidence dependencies and human stage sign-off. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Track claim ledgers, evidence dependencies and human stage sign-off. Limits: Gate scripts and research methods untested; populated artifacts alone do not validate results.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xcl2005/academic-paper-writing-skill/blob/33ddc61ee5aaa1932210894ac62d4d7ac909c936/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"spikeagent1/spike-skills — literature-review","kind":"Research tool","category":"RWE Data & Analytics","summary":"Maintain query variants, deduplication identifiers, screening counts and claim evidence tables.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"spikeagent1/spike-skills","website":"GitHub","packages":"skills/literature-review/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Maintain query variants, deduplication identifiers, screening counts and claim evidence tables."],"limitation":"Documentation-level protocol guidance only; no executed coverage or appraisal validity claimed.","url":"https://github.com/spikeagent1/spike-skills","primarySourceURLs":["https://github.com/spikeagent1/spike-skills/blob/fc5bc140c53cc590ea8ac2d96475a23939e81113/skills/literature-review/SKILL.md"],"id":"RWE-1783","relevance":{"id":"RWE-1783","decision":"Core","rationale":"Maintain query variants, deduplication identifiers, screening counts and claim evidence tables. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Maintain query variants, deduplication identifiers, screening counts and claim evidence tables. Limits: Documentation-level protocol guidance only; no executed coverage or appraisal validity claimed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/spikeagent1/spike-skills/blob/fc5bc140c53cc590ea8ac2d96475a23939e81113/skills/literature-review/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"hezx6/tandem_scholar — literature-review","kind":"Research tool","category":"RWE Data & Analytics","summary":"Organize related-work evidence by approach and flag borderline full-text candidates.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hezx6/tandem_scholar","website":"GitHub","packages":"skills/literature-review/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Organize related-work evidence by approach and flag borderline full-text candidates."],"limitation":"Venue-tier and reputable-venue screening are not approved systematic-review eligibility criteria.","url":"https://github.com/hezx6/tandem_scholar","primarySourceURLs":["https://github.com/hezx6/tandem_scholar/blob/18b21126c7d8db036a93715519d418ed6f9a117f/skills/literature-review/SKILL.md"],"id":"RWE-1784","relevance":{"id":"RWE-1784","decision":"Core","rationale":"Organize related-work evidence by approach and flag borderline full-text candidates. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Organize related-work evidence by approach and flag borderline full-text candidates. Limits: Venue-tier and reputable-venue screening are not approved systematic-review eligibility criteria.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hezx6/tandem_scholar/blob/18b21126c7d8db036a93715519d418ed6f9a117f/skills/literature-review/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"blonderoofrat/agent-skills — citations","kind":"Research tool","category":"RWE Data & Analytics","summary":"Check title, author, year and claim support against fetched records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"blonderoofrat/agent-skills","website":"GitHub","packages":"citations/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Check title, author, year and claim support against fetched records."],"limitation":"Registry assertions and abstract sufficiency are not universally valid; full text needed for detailed claims.","url":"https://github.com/blonderoofrat/agent-skills","primarySourceURLs":["https://github.com/blonderoofrat/agent-skills/blob/cd02dac8f6c6f67567dfb56b63d063cb5d3ae670/citations/SKILL.md"],"id":"RWE-1786","relevance":{"id":"RWE-1786","decision":"Core","rationale":"Check title, author, year and claim support against fetched records. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Check title, author, year and claim support against fetched records. Limits: Registry assertions and abstract sufficiency are not universally valid; full text needed for detailed claims.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/blonderoofrat/agent-skills/blob/cd02dac8f6c6f67567dfb56b63d063cb5d3ae670/citations/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"infocube-dev-team/healthcare-fhir-cql — healthcare-fhir-cql","kind":"Research tool","category":"OMOP & terminology","summary":"Record population, time window, resource and terminology bindings in a versioned CQL library scaffold.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"infocube-dev-team/healthcare-fhir-cql","website":"GitHub","packages":"skills/healthcare-fhir-cql/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["Record population, time window, resource and terminology bindings in a versioned CQL library scaffold."],"limitation":"Compilation and server operations untested; syntactic validity does not establish phenotype validity and simple demographics can also be represented in CQL.","url":"https://github.com/infocube-dev-team/healthcare-fhir-cql","primarySourceURLs":["https://github.com/infocube-dev-team/healthcare-fhir-cql/blob/462751259ded955f84b087135e6059227a45b4f5/skills/healthcare-fhir-cql/SKILL.md"],"id":"RWE-1787","relevance":{"id":"RWE-1787","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Record population, time window, resource and terminology bindings in a versioned CQL library scaffold.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/infocube-dev-team/healthcare-fhir-cql/blob/462751259ded955f84b087135e6059227a45b4f5/skills/healthcare-fhir-cql/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"mlava/scholar-sidekick-skills — scholar-sidekick-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Resolve identifiers and compare claimed citation metadata before bibliography audit.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mlava/scholar-sidekick-skills","website":"GitHub","packages":"skills/scholar-sidekick-mcp/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Resolve identifiers and compare claimed citation metadata before bibliography audit."],"limitation":"MCP runtime and upstream coverage untested; negative retraction check is not proof of no concern.","url":"https://github.com/mlava/scholar-sidekick-skills","primarySourceURLs":["https://github.com/mlava/scholar-sidekick-skills/blob/7edc8c1317b7640d4013c2e87ce77aa7348cc56a/skills/scholar-sidekick-mcp/SKILL.md"],"id":"RWE-1788","relevance":{"id":"RWE-1788","decision":"Core","rationale":"Retain the documented evidence function: Resolve identifiers and compare claimed citation metadata before bibliography audit. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Resolve identifiers and compare claimed citation metadata before bibliography audit.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mlava/scholar-sidekick-skills","https://github.com/mlava/scholar-sidekick-skills/blob/7edc8c1317b7640d4013c2e87ce77aa7348cc56a/skills/scholar-sidekick-mcp/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aeontk/scientific-writing — manage-citations","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retain fetched bibliographic identity and inspect abstract support before inserting references.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aeontk/scientific-writing","website":"GitHub","packages":".claude/skills/manage-citations/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retain fetched bibliographic identity and inspect abstract support before inserting references."],"limitation":"No guarantee against fabricated claims; full-text support and API behavior untested.","url":"https://github.com/aeontk/scientific-writing","primarySourceURLs":["https://github.com/AeonTK/scientific-writing/blob/8487c90efd05d217e20e6c4f350c0b2b0df47e5e/.claude/skills/manage-citations/SKILL.md"],"id":"RWE-1790","relevance":{"id":"RWE-1790","decision":"Core","rationale":"Retain the documented evidence function: Retain fetched bibliographic identity and inspect abstract support before inserting references. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retain fetched bibliographic identity and inspect abstract support before inserting references.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aeontk/scientific-writing","https://github.com/AeonTK/scientific-writing/blob/8487c90efd05d217e20e6c4f350c0b2b0df47e5e/.claude/skills/manage-citations/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"beko2210/firstbrain — pubmed-database","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Prepare direct PubMed query and abstract-fetch requests with source identifiers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"beko2210/firstbrain","website":"GitHub","packages":"03 - Resources/Skills/pubmed-database/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Prepare direct PubMed query and abstract-fetch requests with source identifiers."],"limitation":"Imported community guide authorship unresolved; result cap is not complete coverage and runtime untested. Other discovered, held or excluded components are outside this approval. Excluded from approval — scientific-writing: Scientific writing copy attributes only community origin while depending on research-lookup and extensive reference modules for promised verified citations. Excluded from approval — biopython: Biopython skill canonical points to library target without explicit publisher attribution in retained metadata.","url":"https://github.com/beko2210/firstbrain","primarySourceURLs":["https://github.com/BEKO2210/Firstbrain/blob/d6a81dc9024c62fce356349695f1a132c150713a/03 - Resources/Skills/pubmed-database/SKILL.md"],"id":"RWE-1791","relevance":{"id":"RWE-1791","decision":"Core","rationale":"Retain the documented evidence function: Prepare direct PubMed query and abstract-fetch requests with source identifiers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Prepare direct PubMed query and abstract-fetch requests with source identifiers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/beko2210/firstbrain","https://github.com/BEKO2210/Firstbrain/blob/d6a81dc9024c62fce356349695f1a132c150713a/03 - Resources/Skills/pubmed-database/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"autarchy-ai/ground-control — lit-review","kind":"Research tool","category":"RWE Data & Analytics","summary":"Record selected method, rejected alternatives and source-grounded requirements before search planning.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"autarchy-ai/ground-control","website":"GitHub","packages":"skills/lit-review/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Record selected method, rejected alternatives and source-grounded requirements before search planning."],"limitation":"Chosen review methodology and downstream execution not validated.","url":"https://github.com/autarchy-ai/ground-control","primarySourceURLs":["https://github.com/autarchy-ai/Ground-Control/blob/2a9da29638185caed800c7a4a18575d4130103ed/skills/lit-review/SKILL.md"],"id":"RWE-1792","relevance":{"id":"RWE-1792","decision":"Core","rationale":"Record selected method, rejected alternatives and source-grounded requirements before search planning. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Record selected method, rejected alternatives and source-grounded requirements before search planning. Limits: Chosen review methodology and downstream execution not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/autarchy-ai/Ground-Control/blob/2a9da29638185caed800c7a4a18575d4130103ed/skills/lit-review/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"intern7204-cpu/wiki — root skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Produce traceable concept extraction notes with explicit inference conditions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"intern7204-cpu/wiki","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Produce traceable concept extraction notes with explicit inference conditions."],"limitation":"Mechanism chains and reliability labels are explanatory guidance, not validated clinical causal inference.","url":"https://github.com/intern7204-cpu/wiki","primarySourceURLs":["https://github.com/intern7204-cpu/wiki/blob/e805a7c10dbecc14fdb3882134141788b045cf0c/SKILL.md"],"id":"RWE-1794","relevance":{"id":"RWE-1794","decision":"Core","rationale":"Produce traceable concept extraction notes with explicit inference conditions. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Produce traceable concept extraction notes with explicit inference conditions. Limits: Mechanism chains and reliability labels are explanatory guidance, not validated clinical causal inference.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/intern7204-cpu/wiki/blob/e805a7c10dbecc14fdb3882134141788b045cf0c/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"simonfirestone1/empirical_agent — empirical-research","kind":"Research tool","category":"RWE Data & Analytics","summary":"Maintain a data-quality artifact and surface unexpected merge fan-out instead of silently coercing keys.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"simonfirestone1/empirical_agent","website":"GitHub","packages":"claude-empirical-harness/.claude/skills/empirical-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Maintain a data-quality artifact and surface unexpected merge fan-out instead of silently coercing keys."],"limitation":"Only data-transformation provenance reviewed; causal estimators and safe_merge implementation untested.","url":"https://github.com/simonfirestone1/empirical_agent","primarySourceURLs":["https://github.com/SimonFirestone1/empirical_agent/blob/6e1ebec7c6184ba105b158e539e6c0d95c14995f/claude-empirical-harness/.claude/skills/empirical-research/SKILL.md"],"id":"RWE-1795","relevance":{"id":"RWE-1795","decision":"Core","rationale":"Maintain a data-quality artifact and surface unexpected merge fan-out instead of silently coercing keys. The actual study-design, statistical, causal, data-quality or infectious-disease exposure method directly supports evidence generation; model validity and scope limits remain visible.","relevanceBasis":"Maintain a data-quality artifact and surface unexpected merge fan-out instead of silently coercing keys. Limits: Only data-transformation provenance reviewed; causal estimators and safe_merge implementation untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/SimonFirestone1/empirical_agent/blob/6e1ebec7c6184ba105b158e539e6c0d95c14995f/claude-empirical-harness/.claude/skills/empirical-research/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"jayn2u/3t-clip-skills — prior-research-brief","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Produce bounded related-work maps from retrieved paper content.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jayn2u/3t-clip-skills","website":"GitHub","packages":"skills/prior-research-brief/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Produce bounded related-work maps from retrieved paper content."],"limitation":"4–8-paper purposive scouting, not systematic review.","url":"https://github.com/jayn2u/3t-clip-skills","primarySourceURLs":["https://github.com/jayn2u/3t-clip-skills/blob/d5ba02adfba36891eb5a65be170f216dfe267d99/skills/prior-research-brief/SKILL.md"],"id":"RWE-1797","relevance":{"id":"RWE-1797","decision":"Core","rationale":"Retain the documented evidence function: Produce bounded related-work maps from retrieved paper content. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Produce bounded related-work maps from retrieved paper content.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jayn2u/3t-clip-skills","https://github.com/jayn2u/3t-clip-skills/blob/d5ba02adfba36891eb5a65be170f216dfe267d99/skills/prior-research-brief/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"healthsamurai/phr — aidbox","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Prepare authenticated FHIR resource read/search requests using configured application policies.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"healthsamurai/phr","website":"GitHub","packages":".claude/skills/aidbox/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Prepare authenticated FHIR resource read/search requests using configured application policies."],"limitation":"Deployment, writes and clinical-data correctness untested. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/healthsamurai/phr","primarySourceURLs":["https://github.com/HealthSamurai/phr/blob/b2f88ca31698f42f02af333175796ee13fb32e05/.claude/skills/aidbox/SKILL.md"],"id":"RWE-1799","relevance":{"id":"RWE-1799","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Prepare authenticated FHIR resource read/search requests using configured application policies.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/HealthSamurai/phr/blob/b2f88ca31698f42f02af333175796ee13fb32e05/.claude/skills/aidbox/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sagirimo/biodsh — zotero-connect","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieve library item metadata and bounded PDF text using local item keys.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sagirimo/biodsh","website":"GitHub","packages":"biodsh-core/skills/zotero-connect/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve library item metadata and bounded PDF text using local item keys."],"limitation":"Local API and add/export behavior untested; no complete PDF coverage claim.","url":"https://github.com/sagirimo/biodsh","primarySourceURLs":["https://github.com/sagirimo/BioDSH/blob/9bad01ad586547b5cbfc4c642a8034aa17f48df2/biodsh-core/skills/zotero-connect/SKILL.md"],"id":"RWE-1801","relevance":{"id":"RWE-1801","decision":"Core","rationale":"Retrieve library item metadata and bounded PDF text using local item keys. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Retrieve library item metadata and bounded PDF text using local item keys. Limits: Local API and add/export behavior untested; no complete PDF coverage claim.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sagirimo/BioDSH/blob/9bad01ad586547b5cbfc4c642a8034aa17f48df2/biodsh-core/skills/zotero-connect/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"zhaijj/paper-notebook — biorxiv_researcher","kind":"Research tool","category":"RWE Data & Analytics","summary":"Collect recent subject-feed preprints and rank them for a declared research interest.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhaijj/paper-notebook","website":"GitHub","packages":".agents/skills/biorxiv_researcher/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Collect recent subject-feed preprints and rank them for a declared research interest."],"limitation":"Recent-feed limit is not exhaustive coverage; preprints and subjective relevance scores are not evidence quality.","url":"https://github.com/zhaijj/paper-notebook","primarySourceURLs":["https://github.com/zhaijj/paper-notebook/blob/8c329072289880994216ef0bd14a3d8141fb2205/.agents/skills/biorxiv_researcher/SKILL.md"],"id":"RWE-1802","relevance":{"id":"RWE-1802","decision":"Core","rationale":"Collect recent subject-feed preprints and rank them for a declared research interest. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Collect recent subject-feed preprints and rank them for a declared research interest. Limits: Recent-feed limit is not exhaustive coverage; preprints and subjective relevance scores are not evidence quality.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zhaijj/paper-notebook/blob/8c329072289880994216ef0bd14a3d8141fb2205/.agents/skills/biorxiv_researcher/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"analyst1981/litmesh — root skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Prepare query/source JSON and retrieve tool-specific argument schemas.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"analyst1981/litmesh","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Prepare query/source JSON and retrieve tool-specific argument schemas."],"limitation":"36 tools and no-key coverage untested; auto-citation does not establish claim support.","url":"https://github.com/analyst1981/litmesh","primarySourceURLs":["https://github.com/Analyst1981/litmesh/blob/202d81c47974e516e3ecd711ebfc4aeb87a3a721/SKILL.md"],"id":"RWE-1803","relevance":{"id":"RWE-1803","decision":"Core","rationale":"Prepare query/source JSON and retrieve tool-specific argument schemas. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Prepare query/source JSON and retrieve tool-specific argument schemas. Limits: 36 tools and no-key coverage untested; auto-citation does not establish claim support.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Analyst1981/litmesh/blob/202d81c47974e516e3ecd711ebfc4aeb87a3a721/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"murphisensei/openminis-bootstrap — biomedical-lookup","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"Retain NCT IDs, source dates, sponsors and outcome metadata; label adverse-event causality limits.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"murphisensei/openminis-bootstrap","website":"GitHub","packages":"skills/biomedical-lookup/SKILL.md","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Retain NCT IDs, source dates, sponsors and outcome metadata; label adverse-event causality limits."],"limitation":"MCP adapters untested; registration is not efficacy evidence.","url":"https://github.com/murphisensei/openminis-bootstrap","primarySourceURLs":["https://github.com/Murphisensei/openminis-bootstrap/blob/dcc79f4d514c0764ccd0100eb97f7dc4d1b8ccc2/skills/biomedical-lookup/SKILL.md"],"id":"RWE-1804","relevance":{"id":"RWE-1804","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Retain NCT IDs, source dates, sponsors and outcome metadata; label adverse-event causality limits.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Murphisensei/openminis-bootstrap/blob/dcc79f4d514c0764ccd0100eb97f7dc4d1b8ccc2/skills/biomedical-lookup/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"eddiebelaval/squire — literature-review","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Record source queries and exclusion reasons during bounded literature scouting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eddiebelaval/squire","website":"GitHub","packages":"skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Record source queries and exclusion reasons during bounded literature scouting."],"limitation":"20–50 core-paper target does not establish systematic completeness; appraisal not validated.","url":"https://github.com/eddiebelaval/squire","primarySourceURLs":["https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-autoskill-36k/skillsmp/literature-review-3/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-36k/skillsmp/literature-review-3/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-agentskillos-36k/skillsmp/literature-review-3/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-skillclaw-36k/skillsmp/literature-review-3/SKILL.md","https://github.com/eddiebelaval/squire/blob/b5eea39086d4fa898eefd732430fe43dc0602e33/skills/literature-review/SKILL.md"],"id":"RWE-1805","relevance":{"id":"RWE-1805","decision":"Core","rationale":"Retain the documented evidence function: Record source queries and exclusion reasons during bounded literature scouting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Record source queries and exclusion reasons during bounded literature scouting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/eddiebelaval/squire","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-autoskill-36k/skillsmp/literature-review-3/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-36k/skillsmp/literature-review-3/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-agentskillos-36k/skillsmp/literature-review-3/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-skillclaw-36k/skillsmp/literature-review-3/SKILL.md","https://github.com/eddiebelaval/squire/blob/b5eea39086d4fa898eefd732430fe43dc0602e33/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"shestera/psychologist — psychology-research","kind":"Research tool","category":"Public health & surveillance","summary":"Check source currency and instrument intended use, language, population and interpretation before evidence summaries.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shestera/psychologist","website":"GitHub","packages":"skills/psychology-research/SKILL.md","workflowFit":["Public health & surveillance"],"capabilities":["Check source currency and instrument intended use, language, population and interpretation before evidence summaries."],"limitation":"Not instrument validation or treatment advice; linked instrument registry unreviewed.","url":"https://github.com/shestera/psychologist","primarySourceURLs":["https://github.com/shestera/psychologist/blob/aa376a0f2a5a435f0ca401844b65b63e6f0366c9/skills/psychology-research/SKILL.md"],"id":"RWE-1806","relevance":{"id":"RWE-1806","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Check source currency and instrument intended use, language, population and interpretation before evidence summaries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shestera/psychologist/blob/aa376a0f2a5a435f0ca401844b65b63e6f0366c9/skills/psychology-research/SKILL.md"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"the-alien-club/claude-marketplace — explore-medrxiv","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search preprint text and retain contextual results for literature scouting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"the-alien-club/claude-marketplace","website":"GitHub","packages":"plugins/alien-openscience/skills/explore-medrxiv/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search preprint text and retain contextual results for literature scouting."],"limitation":"Fixed 0.55 threshold and source coverage unvalidated; preprint clinical claims remain preliminary.","url":"https://github.com/the-alien-club/claude-marketplace","primarySourceURLs":["https://github.com/the-alien-club/claude-marketplace/blob/bd82a62e67804d5e41f216161de22bb59d3cbe7c/plugins/alien-openscience/skills/explore-medrxiv/SKILL.md"],"id":"RWE-1809","relevance":{"id":"RWE-1809","decision":"Core","rationale":"Retain the documented evidence function: Search preprint text and retain contextual results for literature scouting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search preprint text and retain contextual results for literature scouting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/the-alien-club/claude-marketplace","https://github.com/the-alien-club/claude-marketplace/blob/bd82a62e67804d5e41f216161de22bb59d3cbe7c/plugins/alien-openscience/skills/explore-medrxiv/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"travisjneuman/.claude — literature-review-planner","kind":"Research tool","category":"Public health & surveillance","summary":"Track screening reasons, population, outcomes, effect estimates and discrepancies in extraction forms.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"travisjneuman/.claude","website":"GitHub","packages":"skills/literature-review-planner/SKILL.md","workflowFit":["Public health & surveillance"],"capabilities":["Track screening reasons, population, outcomes, effect estimates and discrepancies in extraction forms."],"limitation":"Planning templates only; quality ratings and review completeness unvalidated.","url":"https://github.com/travisjneuman/.claude","primarySourceURLs":["https://github.com/travisjneuman/.claude/blob/0e5a7dfe253b2b27ed864ad2fc33375860b478da/skills/literature-review-planner/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/5feae4af76013ed9175d2964de39473fce8dcfaa/mirrors/repos/travisjneuman@.claude/skills/literature-review-planner/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/faebae1601281124e694a7a6be1a984e327c468b/mirrors/repos/travisjneuman@.claude/skills/literature-review-planner/SKILL.md"],"id":"RWE-1811","relevance":{"id":"RWE-1811","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Track screening reasons, population, outcomes, effect estimates and discrepancies in extraction forms.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/travisjneuman/.claude/blob/0e5a7dfe253b2b27ed864ad2fc33375860b478da/skills/literature-review-planner/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/5feae4af76013ed9175d2964de39473fce8dcfaa/mirrors/repos/travisjneuman@.claude/skills/literature-review-planner/SKILL.md","https://github.com/gabrielmoreira/agent-skills-mirror/blob/faebae1601281124e694a7a6be1a984e327c468b/mirrors/repos/travisjneuman@.claude/skills/literature-review-planner/SKILL.md"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"yimingmade/autocite-workflow — root skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Maintain a resumable citation audit linking comments, local papers and bibliography records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yimingmade/autocite-workflow","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Maintain a resumable citation audit linking comments, local papers and bibliography records."],"limitation":"Mutation scripts and EndNote round-trip untested; no fabricated record-number approval.","url":"https://github.com/yimingmade/autocite-workflow","primarySourceURLs":["https://github.com/yimingmade/autocite-workflow/blob/d5e1adc6117f330acade45966675330002d66938/SKILL.md"],"id":"RWE-1813","relevance":{"id":"RWE-1813","decision":"Core","rationale":"Retain the documented evidence function: Maintain a resumable citation audit linking comments, local papers and bibliography records. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Maintain a resumable citation audit linking comments, local papers and bibliography records.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yimingmade/autocite-workflow","https://github.com/yimingmade/autocite-workflow/blob/d5e1adc6117f330acade45966675330002d66938/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"digi-uw/work-tools — deep-research","kind":"Research tool","category":"RWE Data & Analytics","summary":"Record assumed scope and source filters while synthesizing source-linked findings.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"digi-uw/work-tools","website":"GitHub","packages":"skills/deep-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Record assumed scope and source filters while synthesizing source-linked findings."],"limitation":"Time/source budgets and trust grades do not establish systematic completeness or validated appraisal.","url":"https://github.com/digi-uw/work-tools","primarySourceURLs":["https://github.com/DIGI-UW/work-tools/blob/89fe54262c246c00f32cb0d32becc1682889f1fd/skills/deep-research/SKILL.md"],"id":"RWE-1814","relevance":{"id":"RWE-1814","decision":"Core","rationale":"Record assumed scope and source filters while synthesizing source-linked findings. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Record assumed scope and source filters while synthesizing source-linked findings. Limits: Time/source budgets and trust grades do not establish systematic completeness or validated appraisal.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/DIGI-UW/work-tools/blob/89fe54262c246c00f32cb0d32becc1682889f1fd/skills/deep-research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"jhegedus42/szima-1.1 — research-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Follow load-bearing claims to primary records and avoid counting syndicated copies as independent evidence.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jhegedus42/szima-1.1","website":"GitHub","packages":"skills/research-agent/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Follow load-bearing claims to primary records and avoid counting syndicated copies as independent evidence."],"limitation":"Scoring and confidence are judgment aids, not validated appraisal.","url":"https://github.com/jhegedus42/szima-1.1","primarySourceURLs":["https://github.com/jhegedus42/Szima-1.1/blob/a9e5361ddee1259b7fa04d800d300d6b30754ecc/skills/research-agent/SKILL.md"],"id":"RWE-1815","relevance":{"id":"RWE-1815","decision":"Core","rationale":"Follow load-bearing claims to primary records and avoid counting syndicated copies as independent evidence. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Follow load-bearing claims to primary records and avoid counting syndicated copies as independent evidence. Limits: Scoring and confidence are judgment aids, not validated appraisal.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jhegedus42/Szima-1.1/blob/a9e5361ddee1259b7fa04d800d300d6b30754ecc/skills/research-agent/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"harche/productivity — medical-research","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieve bibliographic identifiers and abstract text for bounded medical literature scouting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"harche/productivity","website":"GitHub","packages":"plugins/medical-research/skills/medical-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve bibliographic identifiers and abstract text for bounded medical literature scouting."],"limitation":"ClinicalTrials phase-filter syntax and broader adapters not approved; no complete coverage.","url":"https://github.com/harche/productivity","primarySourceURLs":["https://github.com/harche/productivity/blob/bb36bbe1b3fd30622cf154b6c620e9112a8a63a3/plugins/medical-research/skills/medical-research/SKILL.md"],"id":"RWE-1816","relevance":{"id":"RWE-1816","decision":"Core","rationale":"Retain the documented evidence function: Retrieve bibliographic identifiers and abstract text for bounded medical literature scouting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve bibliographic identifiers and abstract text for bounded medical literature scouting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/harche/productivity","https://github.com/harche/productivity/blob/bb36bbe1b3fd30622cf154b6c620e9112a8a63a3/plugins/medical-research/skills/medical-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"drquandary/chatlabai — lit-review","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Produce bounded neuroaesthetics bibliography drafts with cached-source workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drquandary/chatlabai","website":"GitHub","packages":".pi/skills/lit-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Produce bounded neuroaesthetics bibliography drafts with cached-source workflow."],"limitation":"Ranking by citations/recency is purposive discovery; implementation untested.","url":"https://github.com/drquandary/chatlabai","primarySourceURLs":["https://github.com/drquandary/CHATlabAI/blob/8c6146523aed2124e6a7812b86506fb11046f492/.pi/skills/lit-review/SKILL.md"],"id":"RWE-1817","relevance":{"id":"RWE-1817","decision":"Core","rationale":"Retain the documented evidence function: Produce bounded neuroaesthetics bibliography drafts with cached-source workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Produce bounded neuroaesthetics bibliography drafts with cached-source workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/drquandary/chatlabai","https://github.com/drquandary/CHATlabAI/blob/8c6146523aed2124e6a7812b86506fb11046f492/.pi/skills/lit-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"noamaanmulla-03/clinical-patient-trial-matching-platform — clinical-platform-implementation","kind":"Research tool","category":"RWE Data & Analytics","summary":"Maintain provenance, units and uncertainty across criterion-evaluation data boundaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"noamaanmulla-03/clinical-patient-trial-matching-platform","website":"GitHub","packages":".agents/skills/clinical-platform-implementation/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Maintain provenance, units and uncertainty across criterion-evaluation data boundaries."],"limitation":"Implementation guidance only; trial eligibility or patient matching accuracy unvalidated. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/noamaanmulla-03/clinical-patient-trial-matching-platform","primarySourceURLs":["https://github.com/noamaanMulla-03/clinical-patient-trial-matching-platform/blob/241b8ca3299ab3ba55f5cd55b06419a111b18a61/.agents/skills/clinical-platform-implementation/SKILL.md"],"id":"RWE-1819","relevance":{"id":"RWE-1819","decision":"Core","rationale":"Maintain provenance, units and uncertainty across criterion-evaluation data boundaries. Clinical study criteria, patient measurements, cohort catalogues, outbreak workflows or explicit research consent provide an identifiable health-evidence function.","relevanceBasis":"Maintain provenance, units and uncertainty across criterion-evaluation data boundaries. Limits: Implementation guidance only; trial eligibility or patient matching accuracy unvalidated. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/noamaanMulla-03/clinical-patient-trial-matching-platform/blob/241b8ca3299ab3ba55f5cd55b06419a111b18a61/.agents/skills/clinical-platform-implementation/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"jesuscottage/md2026 — revision-sistematica","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Create a source-informed question and seed-paper inventory before query design.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jesuscottage/md2026","website":"GitHub","packages":".claude/skills/revision-sistematica/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Create a source-informed question and seed-paper inventory before query design."],"limitation":"Only intake and provenance scope approved; full pipeline and systematic-review claims unvalidated.","url":"https://github.com/jesuscottage/md2026","primarySourceURLs":["https://github.com/jesuscottage/MD2026/blob/f87d318daab9f080dfccd13493efea5bca6875fd/.claude/skills/revision-sistematica/SKILL.md"],"id":"RWE-1820","relevance":{"id":"RWE-1820","decision":"Core","rationale":"Retain the documented evidence function: Create a source-informed question and seed-paper inventory before query design. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Create a source-informed question and seed-paper inventory before query design.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jesuscottage/md2026","https://github.com/jesuscottage/MD2026/blob/f87d318daab9f080dfccd13493efea5bca6875fd/.claude/skills/revision-sistematica/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"agentsope/skillalchemy — agentsop-bio-fraud-forensics","kind":"Research tool","category":"RWE Data & Analytics","summary":"Document reproducible anomaly observations using neutral language and explicit evidentiary limits.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"agentsope/skillalchemy","website":"GitHub","packages":"skills/agentsop-bio-fraud-forensics/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Document reproducible anomaly observations using neutral language and explicit evidentiary limits."],"limitation":"Image/statistical detection implementations untested; anomalies do not establish misconduct.","url":"https://github.com/agentsope/skillalchemy","primarySourceURLs":["https://github.com/agentsope/SkillAlchemy/blob/6ea799f6deb10ee48d66a644e595b1ffb84ef9a6/skills/agentsop-bio-fraud-forensics/SKILL.md"],"id":"RWE-1822","relevance":{"id":"RWE-1822","decision":"Core","rationale":"Document reproducible anomaly observations using neutral language and explicit evidentiary limits. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Document reproducible anomaly observations using neutral language and explicit evidentiary limits. Limits: Image/statistical detection implementations untested; anomalies do not establish misconduct.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/agentsope/SkillAlchemy/blob/6ea799f6deb10ee48d66a644e595b1ffb84ef9a6/skills/agentsop-bio-fraud-forensics/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"stencila/stencila — conversion","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Import published papers by DOI, arXiv or PMC identifier into structured documents.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stencila/stencila","website":"GitHub","packages":"claude/skills/conversion/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Import published papers by DOI, arXiv or PMC identifier into structured documents."],"limitation":"Conversion can be lossy; separate CLI and source access required.","url":"https://github.com/stencila/stencila","primarySourceURLs":["https://github.com/stencila/stencila/blob/508dbf25c62a03b0daab8056b49fbc338c83800d/claude/skills/conversion/SKILL.md"],"id":"RWE-1823","relevance":{"id":"RWE-1823","decision":"Core","rationale":"Retain the documented evidence function: Import published papers by DOI, arXiv or PMC identifier into structured documents. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Import published papers by DOI, arXiv or PMC identifier into structured documents.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/stencila/stencila","https://github.com/stencila/stencila/blob/508dbf25c62a03b0daab8056b49fbc338c83800d/claude/skills/conversion/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fengurt/itrust — itrust-research-assistant","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Synthesize academic sources with traceable citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fengurt/itrust","website":"GitHub","packages":".cursor/skills/itrust-research-assistant/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Synthesize academic sources with traceable citations."],"limitation":"Requires attached MCP or other retrieval tools; real-world label also includes nonclinical data.","url":"https://github.com/fengurt/itrust","primarySourceURLs":["https://github.com/fengurt/itrust/blob/7850d558f0515121135df070a8095f7c37b101ab/.cursor/skills/itrust-research-assistant/SKILL.md"],"id":"RWE-1825","relevance":{"id":"RWE-1825","decision":"Core","rationale":"Retain the documented evidence function: Synthesize academic sources with traceable citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Synthesize academic sources with traceable citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fengurt/itrust","https://github.com/fengurt/itrust/blob/7850d558f0515121135df070a8095f7c37b101ab/.cursor/skills/itrust-research-assistant/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kkg-zp/academic-intel-search — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Collect and curate neuroscience and transferable ML literature.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kkg-zp/academic-intel-search","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Collect and curate neuroscience and transferable ML literature."],"limitation":"Quality ranking and pipeline execution not validated.","url":"https://github.com/kkg-zp/academic-intel-search","primarySourceURLs":["https://github.com/KKG-ZP/academic-intel-search/blob/0a80f332a210c17849f6c0cb8851e2ad3ca2f399/SKILL.md"],"id":"RWE-1827","relevance":{"id":"RWE-1827","decision":"Core","rationale":"Retain the documented evidence function: Neuroscience scholarly retrieval/curation only; transferable ML model comparison excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Neuroscience scholarly retrieval/curation only; transferable ML model comparison excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kkg-zp/academic-intel-search","https://github.com/KKG-ZP/academic-intel-search/blob/0a80f332a210c17849f6c0cb8851e2ad3ca2f399/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"danieldekay/copilot-config-promptops — perplexity-search-danieldekay-copilot-config-promp","kind":"Skill","category":"RWE Data & Analytics","summary":"Retrieve cited research information through configured search models.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"danieldekay/copilot-config-promptops","website":"GitHub","packages":"skills/data/perplexity-search-danieldekay-copilot-config-promp/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve cited research information through configured search models."],"limitation":"Generated answers require source checking; API credentials and model access required.","url":"https://github.com/danieldekay/copilot-config-promptops","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/perplexity-search-danieldekay-copilot-config-promp/SKILL.md"],"id":"RWE-1828","relevance":{"id":"RWE-1828","decision":"Core","rationale":"Retrieve cited research information through configured search models. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Retrieve cited research information through configured search models. Limits: Generated answers require source checking; API credentials and model access required.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/perplexity-search-danieldekay-copilot-config-promp/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"revfactory/harness-100 — systematic-review-protocol","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Plan systematic-review search and evidence appraisal artifacts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"revfactory/harness-100","website":"GitHub","packages":"ko/63-research-assistant/.claude/skills/systematic-review-protocol/skill.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan systematic-review search and evidence appraisal artifacts."],"limitation":"Does not directly access subscription databases or execute meta-analysis.","url":"https://github.com/revfactory/harness-100","primarySourceURLs":["https://github.com/revfactory/harness-100/blob/8e8d35c6a19166614d1af1df85512266d51121ae/ko/63-research-assistant/.claude/skills/systematic-review-protocol/skill.md"],"id":"RWE-1829","relevance":{"id":"RWE-1829","decision":"Core","rationale":"Retain the documented evidence function: Plan systematic-review search and evidence appraisal artifacts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Plan systematic-review search and evidence appraisal artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/revfactory/harness-100","https://github.com/revfactory/harness-100/blob/8e8d35c6a19166614d1af1df85512266d51121ae/ko/63-research-assistant/.claude/skills/systematic-review-protocol/skill.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"swaylq/master-skill — output","kind":"Skill","category":"RWE Data & Analytics","summary":"Guide research question and methodology appraisal.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"swaylq/master-skill","website":"GitHub","packages":"prototypes/academic-research-publishing-master/output/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide research question and methodology appraisal."],"limitation":"Large instructional reference, not a validated research engine. Other discovered, held or excluded components are outside this approval. Excluded from approval — beat-hintermann-taa-perspective: Surgical persona declares patient selection determines70% of long-term survival and gives prescriptive candidacy/follow-up thresholds without traceable evidence for those numerical claims. Persona-based attribution is not a validated clinical model.","url":"https://github.com/swaylq/master-skill","primarySourceURLs":["https://github.com/swaylq/master-skill/blob/3dd8a77bcf2d6c415a30e8d2093d3b09823ea136/prototypes/academic-research-publishing-master/output/SKILL.md"],"id":"RWE-1833","relevance":{"id":"RWE-1833","decision":"Core","rationale":"Guide research question and methodology appraisal. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Guide research question and methodology appraisal. Limits: Large instructional reference, not a validated research engine. Other discovered, held or excluded components are outside this approval. Excluded from approval — beat-hintermann-taa-perspective: Surgical persona declares patient selection determines70% of long-term survival and gives prescriptive candidacy/follow-up thresholds without traceable evidence for those numerical claims. Persona-based attribution is not a validated clinical model.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/swaylq/master-skill/blob/3dd8a77bcf2d6c415a30e8d2093d3b09823ea136/prototypes/academic-research-publishing-master/output/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"gy212/useful-marketplace — nature-screening","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Organize bibliographic exports into review libraries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gy212/useful-marketplace","website":"GitHub","packages":"plugins/nature-workflow/skills/nature-screening/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Organize bibliographic exports into review libraries."],"limitation":"Router depends on core fragments; top-ranked filtering can limit systematic coverage.","url":"https://github.com/gy212/useful-marketplace","primarySourceURLs":["https://github.com/gy212/Useful-marketplace/blob/d207779bb1a3bcd415dd7bc21963ada69c77ddae/plugins/nature-workflow/skills/nature-screening/SKILL.md"],"id":"RWE-1834","relevance":{"id":"RWE-1834","decision":"Core","rationale":"Retain the documented evidence function: Organize bibliographic exports into review libraries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Organize bibliographic exports into review libraries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gy212/useful-marketplace","https://github.com/gy212/Useful-marketplace/blob/d207779bb1a3bcd415dd7bc21963ada69c77ddae/plugins/nature-workflow/skills/nature-screening/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"microsoft/prior-authorization-multi-agent-solution-accelerator — clinical-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Extract clinical request information and retrieve supporting literature.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"microsoft/prior-authorization-multi-agent-solution-accelerator","website":"GitHub","packages":"agents/clinical/skills/clinical-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Extract clinical request information and retrieve supporting literature."],"limitation":"Only evidence retrieval/extraction qualifies; coverage decisions and confidence scores are not validated clinical judgments. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/microsoft/prior-authorization-multi-agent-solution-accelerator","primarySourceURLs":["https://github.com/microsoft/Prior-Authorization-Multi-Agent-Solution-Accelerator/blob/b139b24044565b02317821b2590602f924c43311/agents/clinical/skills/clinical-review/SKILL.md"],"id":"RWE-1835","relevance":{"id":"RWE-1835","decision":"Core","rationale":"Retain the documented evidence function: Extract clinical request information and retrieve supporting literature. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Extract clinical request information and retrieve supporting literature.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/microsoft/prior-authorization-multi-agent-solution-accelerator","https://github.com/microsoft/Prior-Authorization-Multi-Agent-Solution-Accelerator/blob/b139b24044565b02317821b2590602f924c43311/agents/clinical/skills/clinical-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sourovdeb/ai_agent_skills — epub-pdf-analyzer","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Extract and organize scholarly document structure and content.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sourovdeb/ai_agent_skills","website":"GitHub","packages":"skills/epub-pdf-analyzer/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Extract and organize scholarly document structure and content."],"limitation":"Requires parsing and embedding tools; extraction accuracy untested.","url":"https://github.com/sourovdeb/ai_agent_skills","primarySourceURLs":["https://github.com/sourovdeb/ai_agent_skills/blob/0123bd41629c84e2abedf36f352932db3c9569a5/skills/epub-pdf-analyzer/SKILL.md"],"id":"RWE-1836","relevance":{"id":"RWE-1836","decision":"Core","rationale":"Retain the documented evidence function: Extract and organize scholarly document structure and content. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Extract and organize scholarly document structure and content.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sourovdeb/ai_agent_skills","https://github.com/sourovdeb/ai_agent_skills/blob/0123bd41629c84e2abedf36f352932db3c9569a5/skills/epub-pdf-analyzer/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"richardanaya/nutrition-metaanalysis-research — pubmed-metaanalysis","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Find systematic reviews and retrieve bibliographic details.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"richardanaya/nutrition-metaanalysis-research","website":"GitHub","packages":".opencode/skills/pubmed-metaanalysis/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Find systematic reviews and retrieve bibliographic details."],"limitation":"Retrieval only; no meta-analysis computation or quality validation.","url":"https://github.com/richardanaya/nutrition-metaanalysis-research","primarySourceURLs":["https://github.com/richardanaya/nutrition-metaanalysis-research/blob/76248a050b96327e13446ccc32ef937da0d7e1f2/.opencode/skills/pubmed-metaanalysis/SKILL.md"],"id":"RWE-1837","relevance":{"id":"RWE-1837","decision":"Core","rationale":"Retain the documented evidence function: Find systematic reviews and retrieve bibliographic details. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Find systematic reviews and retrieve bibliographic details.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/richardanaya/nutrition-metaanalysis-research","https://github.com/richardanaya/nutrition-metaanalysis-research/blob/76248a050b96327e13446ccc32ef937da0d7e1f2/.opencode/skills/pubmed-metaanalysis/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bossccc1999-hue/research-literature-fetcher — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Acquire and audit accessible scholarly full text into structured research artifacts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bossccc1999-hue/research-literature-fetcher","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Acquire and audit accessible scholarly full text into structured research artifacts."],"limitation":"Authorized access and parsing quality limit acquisition; no retrieval executed.","url":"https://github.com/bossccc1999-hue/research-literature-fetcher","primarySourceURLs":["https://github.com/bossccc1999-hue/research-literature-fetcher/blob/cd6506c9c1cfd73f30a38cd42d4d49dc6295aef7/SKILL.md"],"id":"RWE-1838","relevance":{"id":"RWE-1838","decision":"Core","rationale":"Retain the documented evidence function: Acquire and audit accessible scholarly full text into structured research artifacts. 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Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search business scholarship and prepare full-text review corpora.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/1549171506/shizhengmubangai1","https://github.com/1549171506/shizhengmubangai1/blob/27d86434ccbc5b2f1eca56cc3a36e9dde8decc8a/Desktop/123/.claude/skills/openalex-ajg-insights/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gujiachun-rainbow/rainclaw — deep-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Collect and synthesize scientific literature and biomedical database evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gujiachun-rainbow/rainclaw","website":"GitHub","packages":"Skills/deep-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Collect and synthesize scientific literature and biomedical database evidence."],"limitation":"Separate tools required; broad advertised tool count not individually validated.","url":"https://github.com/gujiachun-rainbow/rainclaw","primarySourceURLs":["https://github.com/gujiachun-rainbow/RainClaw/blob/fdea55fe9bb47955e0d5f031a8bc38c869917b1e/Skills/deep-research/SKILL.md"],"id":"RWE-1840","relevance":{"id":"RWE-1840","decision":"Core","rationale":"Retain the documented evidence function: Collect and synthesize scientific literature and biomedical database evidence. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Collect and synthesize scientific literature and biomedical database evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gujiachun-rainbow/rainclaw","https://github.com/gujiachun-rainbow/RainClaw/blob/fdea55fe9bb47955e0d5f031a8bc38c869917b1e/Skills/deep-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"roomi-fields/paper-trail — sota-writer","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build scholarly reviews from validated source documents.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"roomi-fields/paper-trail","website":"GitHub","packages":"skills/sota-writer/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build scholarly reviews from validated source documents."],"limitation":"Zero-hallucination and exhaustive wording are not guaranteed by documentation.","url":"https://github.com/roomi-fields/paper-trail","primarySourceURLs":["https://github.com/roomi-fields/paper-trail/blob/ada3cec2f09323dc2f31de4058786963b2c79bd4/skills/sota-writer/SKILL.md"],"id":"RWE-1841","relevance":{"id":"RWE-1841","decision":"Core","rationale":"Retain the documented evidence function: Build scholarly reviews from validated source documents. 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The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Gather and synthesize academic evidence with explicit source limits. Limits: Ported method; no search execution or source quality guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Regent33/Regent/blob/3f7104a585df009ddfd14f7df5d1fa4d0da9f1f2/src/crates/regent-skills/skills/research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"dhsustainer/gnostor — literature-review","kind":"Skill","category":"RWE Data & Analytics","summary":"Summarize clinical evidence and uncertainty for a focused question.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dhsustainer/gnostor","website":"GitHub","packages":"skills/medical/literature-review/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Summarize clinical evidence and uncertainty for a focused question."],"limitation":"Requires primary-source verification before clinical use.","url":"https://github.com/dhsustainer/gnostor","primarySourceURLs":["https://github.com/DHsustainer/gnostor/blob/660b99e340b245dd470563aa9b6d6a9f689d1f89/skills/medical/literature-review/SKILL.md"],"id":"RWE-1847","relevance":{"id":"RWE-1847","decision":"Core","rationale":"Summarize clinical evidence and uncertainty for a focused question. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Summarize clinical evidence and uncertainty for a focused question. Limits: Requires primary-source verification before clinical use.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/DHsustainer/gnostor/blob/660b99e340b245dd470563aa9b6d6a9f689d1f89/skills/medical/literature-review/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"sneha-1608/wordx — scientific-literature-researcher copy","kind":"Skill","category":"RWE Data & Analytics","summary":"Retrieve and synthesize study methods and results.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sneha-1608/wordx","website":"GitHub","packages":".agent/skills/scientific-literature-researcher copy/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve and synthesize study methods and results."],"limitation":"Separate BGPT tool required; extracted details and quality scores need verification.","url":"https://github.com/sneha-1608/wordx","primarySourceURLs":["https://github.com/Sneha-1608/WordX/blob/d55c746a2b9ae2c9a7ffddc898d19cb64f223c6c/.agent/skills/scientific-literature-researcher copy/SKILL.md","https://github.com/Sneha-1608/WordX/blob/d55c746a2b9ae2c9a7ffddc898d19cb64f223c6c/.agent/skills/scientific-literature-researcher/SKILL.md"],"id":"RWE-1849","relevance":{"id":"RWE-1849","decision":"Core","rationale":"Retrieve and synthesize study methods and results. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Retrieve and synthesize study methods and results. Limits: Separate BGPT tool required; extracted details and quality scores need verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Sneha-1608/WordX/blob/d55c746a2b9ae2c9a7ffddc898d19cb64f223c6c/.agent/skills/scientific-literature-researcher copy/SKILL.md","https://github.com/Sneha-1608/WordX/blob/d55c746a2b9ae2c9a7ffddc898d19cb64f223c6c/.agent/skills/scientific-literature-researcher/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"shoootyou/ai-toolkit — health","kind":"Skill","category":"Public health & surveillance","summary":"Coordinate clinical and public-health evidence investigation.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shoootyou/ai-toolkit","website":"GitHub","packages":"plugins/iris/skills/health/SKILL.md","workflowFit":["Public health & surveillance"],"capabilities":["Coordinate clinical and public-health evidence investigation."],"limitation":"Separate specialist agents required; advertised agent count not independently validated.","url":"https://github.com/shoootyou/ai-toolkit","primarySourceURLs":["https://github.com/shoootyou/ai-toolkit/blob/c57b9d7476d9061cb423d33376ddf94cf2c13c19/plugins/iris/skills/health/SKILL.md"],"id":"RWE-1851","relevance":{"id":"RWE-1851","decision":"Core","rationale":"Retain the health-evidence investigation planning and source-organization workflow. 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These evidence-planning instructions establish relevance; orchestration alone and automatic evidence-ranking validity are not the basis.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/shoootyou/ai-toolkit/blob/c57b9d7476d9061cb423d33376ddf94cf2c13c19/plugins/iris/skills/health/SKILL.md","https://raw.githubusercontent.com/shoootyou/ai-toolkit/HEAD/README.md","https://raw.githubusercontent.com/shoootyou/ai-toolkit/HEAD/plugins/iris/skills/health/SKILL.md"],"reviewGroup":"clinical-evidence-planning"}},{"name":"raandree/copilotatelier — citation-integrity","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Audit scholarly references and claim-source consistency.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"raandree/copilotatelier","website":"GitHub","packages":"skills/citation-integrity/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Audit scholarly references and claim-source consistency."],"limitation":"Model judgments need review; attribution describes an independent rewrite rather than upstream code identity.","url":"https://github.com/raandree/copilotatelier","primarySourceURLs":["https://github.com/raandree/CopilotAtelier/blob/7173089771820da6c5938118370334dfc524f6eb/skills/citation-integrity/SKILL.md"],"id":"RWE-1852","relevance":{"id":"RWE-1852","decision":"Core","rationale":"Retain the documented evidence function: Audit scholarly references and claim-source consistency. 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Local mappings and minimum schema checks do not establish full NRCES conformance or semantic equivalence.","url":"https://github.com/eka-care/abdm-utility","primarySourceURLs":["https://github.com/eka-care/abdm-utility/blob/a31ba6e7903722ec59bca08f96bf4de6dc4ad42e/skills/abdm-m3-consent/SKILL.md","https://github.com/eka-care/abdm-utility/blob/a31ba6e7903722ec59bca08f96bf4de6dc4ad42e/skills/abdm-fhir/SKILL.md","https://api.github.com/repos/eka-care/abdm-utility/git/blobs/22de8015c248f15fac49bd9e66b8ffcde366448a"],"id":"RWE-1855","relevance":{"id":"RWE-1855","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"skills/abdm-m3-consent/SKILL.md: Retrieve consented health records for downstream analysis.; skills/abdm-fhir/SKILL.md: Plan mapping clinical source fields into FHIR document bundles and parse incoming bundles with explicit resource indexing and round-trip checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/eka-care/abdm-utility/blob/a31ba6e7903722ec59bca08f96bf4de6dc4ad42e/skills/abdm-m3-consent/SKILL.md","https://github.com/eka-care/abdm-utility/blob/a31ba6e7903722ec59bca08f96bf4de6dc4ad42e/skills/abdm-fhir/SKILL.md","https://api.github.com/repos/eka-care/abdm-utility/git/blobs/22de8015c248f15fac49bd9e66b8ffcde366448a"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"plusero/agentic-research-skills — venue-research-opportunity-mapper","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Find and synthesize papers from a selected scholarly venue.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"plusero/agentic-research-skills","website":"GitHub","packages":"resources/skills/venue-research-opportunity-mapper/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Find and synthesize papers from a selected scholarly venue."],"limitation":"Venue-bounded scope cannot support universal novelty or exhaustive review claims.","url":"https://github.com/plusero/agentic-research-skills","primarySourceURLs":["https://github.com/Plusero/agentic-research-skills/blob/cf0658cc287332990f0c5e6f441a58bf1c9b4ea4/resources/skills/venue-research-opportunity-mapper/SKILL.md"],"id":"RWE-1856","relevance":{"id":"RWE-1856","decision":"Core","rationale":"Retain the documented evidence function: Find and synthesize papers from a selected scholarly venue. 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API response includes version 1.0.3. No license claim; citation completeness, terminology suitability and retrieval coverage are not validated.","url":"https://github.com/Demerzels-lab/elsamultiskillagent/blob/f45fcb5e73f2335658ba629bf17887f5895c7ccf/public/skills/jpjy/literature-search/SKILL.md","primarySourceURLs":["https://github.com/Demerzels-lab/elsamultiskillagent/blob/f45fcb5e73f2335658ba629bf17887f5895c7ccf/public/skills/jpjy/literature-search/SKILL.md"],"id":"RWE-1857","relevance":{"id":"RWE-1857","decision":"Core","rationale":"Retain the documented evidence function: Multi-source academic literature search and citation-list workflow Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Multi-source academic literature search and citation-list workflow","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Demerzels-lab/elsamultiskillagent/blob/f45fcb5e73f2335658ba629bf17887f5895c7ccf/public/skills/jpjy/literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"xiaoran007/agent-workflows — zotero-paper-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Review scholarly studies and surveys with traceable sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xiaoran007/agent-workflows","website":"GitHub","packages":"skills/codex/zotero-paper-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Review scholarly studies and surveys with traceable sources."],"limitation":"Requires authorized library access and complete source reading.","url":"https://github.com/xiaoran007/agent-workflows","primarySourceURLs":["https://github.com/xiaoran007/agent-workflows/blob/15f951aeb2d4374c0d79347bff20bd137faacf22/skills/codex/zotero-paper-review/SKILL.md"],"id":"RWE-1859","relevance":{"id":"RWE-1859","decision":"Core","rationale":"Retain the documented evidence function: Review scholarly studies and surveys with traceable sources. 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The actual study-design, statistical, causal, data-quality or infectious-disease exposure method directly supports evidence generation; model validity and scope limits remain visible.","relevanceBasis":"Structure hypothesis testing and simulation analyses. Limits: Examples and statistical assumptions require independent review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vuongvm812/viettel-llm-inference/blob/cae9d9c5a45f0c98cca26cb5e56338055ebe6aac/.claude/skills/quant-experiments/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"ksl-182/nature-paper-workflow — nature-academic-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Plan scholarly source discovery and relevance screening.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ksl-182/nature-paper-workflow","website":"GitHub","packages":"plugin/skills/nature-academic-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan scholarly source discovery and relevance screening."],"limitation":"Short methodology template; no autonomous retrieval implementation established.","url":"https://github.com/ksl-182/nature-paper-workflow","primarySourceURLs":["https://github.com/ksl-182/nature-paper-workflow/blob/2d0357c398e5e77deac86b91621a56a2a4840cc0/plugin/skills/nature-academic-search/SKILL.md"],"id":"RWE-1871","relevance":{"id":"RWE-1871","decision":"Core","rationale":"Retain the documented evidence function: Plan scholarly source discovery and relevance screening. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Plan scholarly source discovery and relevance screening.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ksl-182/nature-paper-workflow","https://github.com/ksl-182/nature-paper-workflow/blob/2d0357c398e5e77deac86b91621a56a2a4840cc0/plugin/skills/nature-academic-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dredd-us/seashells — life-sciences-connector","kind":"Skill","category":"Biomedical & Bioinformatics","summary":"Retrieve biomedical literature and inspect sequence data.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dredd-us/seashells","website":"GitHub","packages":"skills/data/life-sciences-connector/SKILL.md","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Retrieve biomedical literature and inspect sequence data."],"limitation":"Only documented query and sequence subset qualifies; HIPAA compliance claims unverified.","url":"https://github.com/dredd-us/seashells","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/life-sciences-connector/SKILL.md"],"id":"RWE-1872","relevance":{"id":"RWE-1872","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Retrieve biomedical literature and inspect sequence data.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/life-sciences-connector/SKILL.md"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"bharathvbcr/wisdev — wisdev-yolo","kind":"Skill","category":"RWE Data & Analytics","summary":"Run source-backed research loops with gap and contradiction reporting.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bharathvbcr/wisdev","website":"GitHub","packages":".claude/skills/wisdev/wisdev-yolo/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Run source-backed research loops with gap and contradiction reporting."],"limitation":"Separate CLI required; ranking and saturation not validated.","url":"https://github.com/bharathvbcr/wisdev","primarySourceURLs":["https://github.com/bharathvbcr/WisDev/blob/60d7775f1baa6b635bc652d8a9cadac423fc3a73/.claude/skills/wisdev/wisdev-yolo/SKILL.md"],"id":"RWE-1873","relevance":{"id":"RWE-1873","decision":"Core","rationale":"Run source-backed research loops with gap and contradiction reporting. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Run source-backed research loops with gap and contradiction reporting. Limits: Separate CLI required; ranking and saturation not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bharathvbcr/WisDev/blob/60d7775f1baa6b635bc652d8a9cadac423fc3a73/.claude/skills/wisdev/wisdev-yolo/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"norman-bury/research-writing-skill — literature-review","kind":"Skill","category":"RWE Data & Analytics","summary":"Search, organize and synthesize academic sources.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"norman-bury/research-writing-skill","website":"GitHub","packages":"skills/literature-review/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Search, organize and synthesize academic sources."],"limitation":"Requires scripts and source verification; no zero-fabrication guarantee.","url":"https://github.com/norman-bury/research-writing-skill","primarySourceURLs":["https://github.com/Norman-bury/research-writing-skill/blob/6f7959554b4614d879d79cb4ece9ed04a7c8a88c/skills/literature-review/SKILL.md"],"id":"RWE-1874","relevance":{"id":"RWE-1874","decision":"Core","rationale":"Search, organize and synthesize academic sources. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Search, organize and synthesize academic sources. Limits: Requires scripts and source verification; no zero-fabrication guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Norman-bury/research-writing-skill/blob/6f7959554b4614d879d79cb4ece9ed04a7c8a88c/skills/literature-review/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"clawbio/clawbio — omics-target-evidence-mapper","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Public target, literature and trial snapshot retrieval","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"clawbio/clawbio","website":"GitHub","packages":"skills/omics-target-evidence-mapper/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Public target, literature and trial snapshot retrieval","JSON/Markdown research-triage reporting","Output checksum and provenance-bundle writing"],"limitation":"Do not claim disease-target association scoring or causal evidence. API errors can be represented as empty results in the narrative, so absence and retrieval failure need independent checking. No runtime test.","url":"https://github.com/clawbio/clawbio","primarySourceURLs":["https://github.com/ClawBio/ClawBio/blob/1bd402ef531251487c40c501c909d56292146b9e/skills/omics-target-evidence-mapper/SKILL.md","https://raw.githubusercontent.com/ClawBio/ClawBio/1bd402ef531251487c40c501c909d56292146b9e/skills/omics-target-evidence-mapper/omics_target_evidence_mapper.py"],"id":"RWE-1875","relevance":{"id":"RWE-1875","decision":"Core","rationale":"Retain the documented evidence function: Public clinical-trial and scholarly-literature snapshots with provenance only; molecular target ranking or association claims excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Public clinical-trial and scholarly-literature snapshots with provenance only; molecular target ranking or association claims excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/clawbio/clawbio","https://github.com/ClawBio/ClawBio/blob/1bd402ef531251487c40c501c909d56292146b9e/skills/omics-target-evidence-mapper/SKILL.md","https://raw.githubusercontent.com/ClawBio/ClawBio/1bd402ef531251487c40c501c909d56292146b9e/skills/omics-target-evidence-mapper/omics_target_evidence_mapper.py"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kaneko-ai/jarvis-ml-pipeline — systematic_review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Plan review artifacts and evidence appraisal.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kaneko-ai/jarvis-ml-pipeline","website":"GitHub","packages":"jarvis_core/skills/builtin/systematic_review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan review artifacts and evidence appraisal."],"limitation":"Brief PRISMA-oriented template does not certify compliance.","url":"https://github.com/kaneko-ai/jarvis-ml-pipeline","primarySourceURLs":["https://github.com/kaneko-ai/jarvis-ml-pipeline/blob/dd87ff6b4124dfd7e7009aa2ae5504ed2cee9967/jarvis_core/skills/builtin/systematic_review/SKILL.md"],"id":"RWE-1877","relevance":{"id":"RWE-1877","decision":"Core","rationale":"Retain the documented evidence function: Plan review artifacts and evidence appraisal. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Plan review artifacts and evidence appraisal.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kaneko-ai/jarvis-ml-pipeline","https://github.com/kaneko-ai/jarvis-ml-pipeline/blob/dd87ff6b4124dfd7e7009aa2ae5504ed2cee9967/jarvis_core/skills/builtin/systematic_review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zhijianwei/literature-review-skill — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Collect and classify journal papers into bibliographic summaries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhijianwei/literature-review-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Collect and classify journal papers into bibliographic summaries."],"limitation":"Editorial journal tracking is not exhaustive systematic retrieval.","url":"https://github.com/zhijianwei/literature-review-skill","primarySourceURLs":["https://github.com/ZhijianWei/literature-review-skill/blob/d099e01ee94e4a395150fa87891a40e725bb98ed/SKILL.md"],"id":"RWE-1878","relevance":{"id":"RWE-1878","decision":"Core","rationale":"Retain the documented evidence function: Collect and classify journal papers into bibliographic summaries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Collect and classify journal papers into bibliographic summaries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zhijianwei/literature-review-skill","https://github.com/ZhijianWei/literature-review-skill/blob/d099e01ee94e4a395150fa87891a40e725bb98ed/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zerolynn/kaivu-agent-ts — literature-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve and rank external scholarly paper candidates.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zerolynn/kaivu-agent-ts","website":"GitHub","packages":"agent-adapters/codex/skills/literature-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve and rank external scholarly paper candidates."],"limitation":"Read-only discovery only, not full-text analysis or synthesis.","url":"https://github.com/zerolynn/kaivu-agent-ts","primarySourceURLs":["https://github.com/zeroLynn/kaivu-agent-ts/blob/2eef461f57b79d047a27edfcfd2fe50ab66fe170/agent-adapters/codex/skills/literature-search/SKILL.md"],"id":"RWE-1879","relevance":{"id":"RWE-1879","decision":"Core","rationale":"Retain the documented evidence function: Retrieve and rank external scholarly paper candidates. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve and rank external scholarly paper candidates.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zerolynn/kaivu-agent-ts","https://github.com/zeroLynn/kaivu-agent-ts/blob/2eef461f57b79d047a27edfcfd2fe50ab66fe170/agent-adapters/codex/skills/literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"matrixx0070/sudo-skills — bio-literature-review","kind":"Skill","category":"RWE Data & Analytics","summary":"Search life-sciences sources and synthesize mechanistic evidence.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"matrixx0070/sudo-skills","website":"GitHub","packages":"docs/skills/bio-literature-review/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Search life-sciences sources and synthesize mechanistic evidence."],"limitation":"Instruction-level appraisal; evidence grading requires domain review.","url":"https://github.com/matrixx0070/sudo-skills","primarySourceURLs":["https://github.com/Matrixx0070/sudo-skills/blob/6bc5cc2f77b1ae38553e590c7511fbfdd5e1317e/docs/skills/bio-literature-review/SKILL.md"],"id":"RWE-1880","relevance":{"id":"RWE-1880","decision":"Core","rationale":"Search life-sciences sources and synthesize mechanistic evidence. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Search life-sciences sources and synthesize mechanistic evidence. Limits: Instruction-level appraisal; evidence grading requires domain review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Matrixx0070/sudo-skills/blob/6bc5cc2f77b1ae38553e590c7511fbfdd5e1317e/docs/skills/bio-literature-review/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"yimgao/hermes-skills-collection — fact-checker","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Verify scholarly factual claims against primary sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yimgao/hermes-skills-collection","website":"GitHub","packages":"research/fact-checker/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Verify scholarly factual claims against primary sources."],"limitation":"Only scientific verification subset qualifies; verdict labels are model judgments.","url":"https://github.com/yimgao/hermes-skills-collection","primarySourceURLs":["https://github.com/yimgao/hermes-skills-collection/blob/a54800744bc1765f0eee1b8fac55427922625a87/research/fact-checker/SKILL.md"],"id":"RWE-1881","relevance":{"id":"RWE-1881","decision":"Core","rationale":"Retain the documented evidence function: Verify scholarly factual claims against primary sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Verify scholarly factual claims against primary sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yimgao/hermes-skills-collection","https://github.com/yimgao/hermes-skills-collection/blob/a54800744bc1765f0eee1b8fac55427922625a87/research/fact-checker/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dadmin88/hermes-profile-packs — causal-inference-review","kind":"Skill","category":"Causal Inference & Analytics","summary":"Assess observational causal claims and select defensible designs.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dadmin88/hermes-profile-packs","website":"GitHub","packages":"hermes-agency/profiles/agency-data-scientist/skills/causal-inference-review/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Assess observational causal claims and select defensible designs."],"limitation":"No estimator execution or validation of assumptions. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/dadmin88/hermes-profile-packs","primarySourceURLs":["https://github.com/Dadmin88/hermes-profile-packs/blob/75ef3186a870dd27e5a3b8245b8532b1e259cb31/hermes-agency/profiles/agency-data-scientist/skills/causal-inference-review/SKILL.md"],"id":"RWE-1882","relevance":{"id":"RWE-1882","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Assess observational causal claims and select defensible designs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Dadmin88/hermes-profile-packs/blob/75ef3186a870dd27e5a3b8245b8532b1e259cb31/hermes-agency/profiles/agency-data-scientist/skills/causal-inference-review/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"jalemieux/curunir — medical-research","kind":"Skill","category":"Pharmacovigilance & safety","summary":"Retrieve drug, adverse-event and clinical trial evidence.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jalemieux/curunir","website":"GitHub","packages":"skills/medical-research/SKILL.md","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Retrieve drug, adverse-event and clinical trial evidence."],"limitation":"Only source retrieval qualifies; symptom interpretation and personalized medical advice not validated.","url":"https://github.com/jalemieux/curunir","primarySourceURLs":["https://github.com/jalemieux/curunir/blob/471d8b55b7bb2a102c685a85e540f1a2110fe32d/skills/medical-research/SKILL.md"],"id":"RWE-1884","relevance":{"id":"RWE-1884","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Retrieve drug, adverse-event and clinical trial evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jalemieux/curunir/blob/471d8b55b7bb2a102c685a85e540f1a2110fe32d/skills/medical-research/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"alexogeny/agency — evidence-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Normalize literature exports and retain eligibility decisions and search provenance.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alexogeny/agency","website":"GitHub","packages":"Skills/evidence-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Normalize literature exports and retain eligibility decisions and search provenance."],"limitation":"Ledger tooling does not perform or certify complete source review.","url":"https://github.com/alexogeny/agency","primarySourceURLs":["https://github.com/alexogeny/agency/blob/467f556e075a5f5c01cfd23017f06c869a7ded97/Skills/evidence-review/SKILL.md"],"id":"RWE-1886","relevance":{"id":"RWE-1886","decision":"Core","rationale":"Retain the documented evidence function: Normalize literature exports and retain eligibility decisions and search provenance. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Normalize literature exports and retain eligibility decisions and search provenance.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alexogeny/agency","https://github.com/alexogeny/agency/blob/467f556e075a5f5c01cfd23017f06c869a7ded97/Skills/evidence-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"potatodog1669/insight-pilot — insight-pilot","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Collect and organize scholarly papers and research reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"potatodog1669/insight-pilot","website":"GitHub","packages":"skills/data/insight-pilot/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Collect and organize scholarly papers and research reports."],"limitation":"Separate CLI and source access required; generic blogs and code are supplementary.","url":"https://github.com/potatodog1669/insight-pilot","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/insight-pilot/SKILL.md"],"id":"RWE-1887","relevance":{"id":"RWE-1887","decision":"Core","rationale":"Retain the documented evidence function: Collect and organize scholarly papers and research reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Collect and organize scholarly papers and research reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/potatodog1669/insight-pilot","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/insight-pilot/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"muffy86/mdskills-portfolio — openalex-paper-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve paper metadata and citation-related records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"muffy86/mdskills-portfolio","website":"GitHub","packages":"openalex-paper-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve paper metadata and citation-related records."],"limitation":"Source counts and API behavior not verified; citations do not measure study quality.","url":"https://github.com/muffy86/mdskills-portfolio","primarySourceURLs":["https://github.com/muffy86/mdskills-portfolio/blob/311e7de257f54eb71cc091835457000097295df0/openalex-paper-search/SKILL.md"],"id":"RWE-1889","relevance":{"id":"RWE-1889","decision":"Core","rationale":"Retain the documented evidence function: Retrieve paper metadata and citation-related records. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve paper metadata and citation-related records.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/muffy86/mdskills-portfolio","https://github.com/muffy86/mdskills-portfolio/blob/311e7de257f54eb71cc091835457000097295df0/openalex-paper-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wangjing0/causal-inference-llm — root skill","kind":"Skill","category":"Causal Inference & Analytics","summary":"Draft qualitative causal graphs and hypotheses.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wangjing0/causal-inference-llm","website":"GitHub","packages":"SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Draft qualitative causal graphs and hypotheses."],"limitation":"LLM-generated links are hypotheses, not identified effects or causal proof.","url":"https://github.com/wangjing0/causal-inference-llm","primarySourceURLs":["https://github.com/wangjing0/causal-inference-llm/blob/7e86fcf5766dbace5601d8731bca11545c120b75/SKILL.md"],"id":"RWE-1890","relevance":{"id":"RWE-1890","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Draft qualitative causal graphs and hypotheses.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wangjing0/causal-inference-llm/blob/7e86fcf5766dbace5601d8731bca11545c120b75/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"gy-hou/trendr — paper-scout","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve and screen academic paper candidates across named sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gy-hou/trendr","website":"GitHub","packages":"skills/paper-scout/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve and screen academic paper candidates across named sources."],"limitation":"Access policies and runtime-specific adapters not tested.","url":"https://github.com/gy-hou/trendr","primarySourceURLs":["https://github.com/gy-hou/trendr/blob/46ad92af9dd1ec5329e8c1305eee3aae6b40803e/skills/paper-scout/SKILL.md"],"id":"RWE-1891","relevance":{"id":"RWE-1891","decision":"Core","rationale":"Retain the documented evidence function: Retrieve and screen academic paper candidates across named sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve and screen academic paper candidates across named sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gy-hou/trendr","https://github.com/gy-hou/trendr/blob/46ad92af9dd1ec5329e8c1305eee3aae6b40803e/skills/paper-scout/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"leap-laboratories/discovery-engine — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Explore interactions and subgroup patterns with reported holdout and FDR statistics.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"leap-laboratories/discovery-engine","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Explore interactions and subgroup patterns with reported holdout and FDR statistics."],"limitation":"Service validation and novelty claims not independently verified; external data upload requires authorization.","url":"https://github.com/leap-laboratories/discovery-engine","primarySourceURLs":["https://github.com/leap-laboratories/discovery-engine/blob/0256b9f257190b38059e7c3ae771bf7071425c36/SKILL.md"],"id":"RWE-1892","relevance":{"id":"RWE-1892","decision":"Core","rationale":"Explore interactions and subgroup patterns with reported holdout and FDR statistics. The actual study-design, statistical, causal, data-quality or infectious-disease exposure method directly supports evidence generation; model validity and scope limits remain visible.","relevanceBasis":"Explore interactions and subgroup patterns with reported holdout and FDR statistics. Limits: Service validation and novelty claims not independently verified; external data upload requires authorization.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/leap-laboratories/discovery-engine/blob/0256b9f257190b38059e7c3ae771bf7071425c36/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"lzy18001500226/mosim — scientific-thinking-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Organize scholarly reviews and thematic synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lzy18001500226/mosim","website":"GitHub","packages":"References/Agent/Skills/ECC/docs/ja-JP/skills/scientific-thinking-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Organize scholarly reviews and thematic synthesis."],"limitation":"No formal compliance or completeness guarantee.","url":"https://github.com/lzy18001500226/mosim","primarySourceURLs":["https://github.com/lzy18001500226/MoSim/blob/e0ec177d00f087cb04e90206b2f7d3aa2f5a1350/References/Agent/Skills/ECC/docs/ja-JP/skills/scientific-thinking-literature-review/SKILL.md"],"id":"RWE-1893","relevance":{"id":"RWE-1893","decision":"Core","rationale":"Retain the documented evidence function: Organize scholarly reviews and thematic synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Organize scholarly reviews and thematic synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lzy18001500226/mosim","https://github.com/lzy18001500226/MoSim/blob/e0ec177d00f087cb04e90206b2f7d3aa2f5a1350/References/Agent/Skills/ECC/docs/ja-JP/skills/scientific-thinking-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"naoko1102/knowledge_atlas_submission — query_generator_skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Construct citation and Boolean queries for mechanistic literature gaps.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"naoko1102/knowledge_atlas_submission","website":"GitHub","packages":"160sp/rubrics/t2/query_generator_skill.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Construct citation and Boolean queries for mechanistic literature gaps."],"limitation":"Query planning only; retrieved evidence and mechanism plausibility need review.","url":"https://github.com/naoko1102/knowledge_atlas_submission","primarySourceURLs":["https://github.com/naoko1102/Knowledge_Atlas_Submission/blob/675507c40ed1ccf45b3e191834f14a3c0446bb49/160sp/rubrics/t2/query_generator_skill.md"],"id":"RWE-1894","relevance":{"id":"RWE-1894","decision":"Core","rationale":"Retain the documented evidence function: Construct citation and Boolean queries for mechanistic literature gaps. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Construct citation and Boolean queries for mechanistic literature gaps.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/naoko1102/knowledge_atlas_submission","https://github.com/naoko1102/Knowledge_Atlas_Submission/blob/675507c40ed1ccf45b3e191834f14a3c0446bb49/160sp/rubrics/t2/query_generator_skill.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yfyang86/turingskill — judea-pearl","kind":"Skill","category":"Causal Inference & Analytics","summary":"Support causal graph and counterfactual reasoning.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yfyang86/turingskill","website":"GitHub","packages":"judea-pearl/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Support causal graph and counterfactual reasoning."],"limitation":"Persona-style educational reference, not implemented inference or endorsement by the named researcher.","url":"https://github.com/yfyang86/turingskill","primarySourceURLs":["https://github.com/yfyang86/turingskill/blob/c678dffd71862195541979aabf09876f2b45ee3c/judea-pearl/SKILL.md"],"id":"RWE-1896","relevance":{"id":"RWE-1896","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Support causal graph and counterfactual reasoning.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yfyang86/turingskill/blob/c678dffd71862195541979aabf09876f2b45ee3c/judea-pearl/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"milsonson/--claude-skill — sinusitis-care","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve and compare sinusitis literature and guidelines.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"milsonson/--claude-skill","website":"GitHub","packages":"skills/data/sinusitis-care/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve and compare sinusitis literature and guidelines."],"limitation":"Only literature review subset qualifies; patient care advice not validated.","url":"https://github.com/milsonson/--claude-skill","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/sinusitis-care/SKILL.md"],"id":"RWE-1897","relevance":{"id":"RWE-1897","decision":"Core","rationale":"Retain the documented evidence function: Retrieve and compare sinusitis literature and guidelines. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve and compare sinusitis literature and guidelines.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/milsonson/--claude-skill","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/sinusitis-care/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"polycentric-labs/labcoat — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Conduct source-backed scholarly novelty investigations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"polycentric-labs/labcoat","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Conduct source-backed scholarly novelty investigations."],"limitation":"Multimodel agreement and repeated critique do not validate findings or novelty.","url":"https://github.com/polycentric-labs/labcoat","primarySourceURLs":["https://github.com/Polycentric-Labs/labcoat/blob/6bdae438a3a2b6cb805ede4c43fc496f0c2dc53f/SKILL.md"],"id":"RWE-1899","relevance":{"id":"RWE-1899","decision":"Core","rationale":"Retain the documented evidence function: Conduct source-backed scholarly novelty investigations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Conduct source-backed scholarly novelty investigations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/polycentric-labs/labcoat","https://github.com/Polycentric-Labs/labcoat/blob/6bdae438a3a2b6cb805ede4c43fc496f0c2dc53f/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"daveseepersad/phd — publications-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Collect and review scholarly papers using configured source access.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"daveseepersad/phd","website":"GitHub","packages":".github/skills/publications-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Collect and review scholarly papers using configured source access."],"limitation":"Authorized library access required; saturation claims must be supported by run logs.","url":"https://github.com/daveseepersad/phd","primarySourceURLs":["https://github.com/daveseepersad/phd/blob/c6e5463a72e374814507c1cfc094ca57b137682c/.github/skills/publications-search/SKILL.md"],"id":"RWE-1900","relevance":{"id":"RWE-1900","decision":"Core","rationale":"Retain the documented evidence function: Collect and review scholarly papers using configured source access. 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The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Extract study information and build source-backed research reports. 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Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"container/skills/pubmed-search/SKILL.md: Retrieve biomedical citations and article details.; https://github.com/Runchuan-BU/BioClaw: Guide bioinformatics analyses and retrieve PubMed literature through the named research workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Runchuan-BU/BioClaw/blob/50a7d9b1dfa536cfe7e047d63be1de368b47a814/container/skills/pubmed-search/SKILL.md","https://raw.githubusercontent.com/Runchuan-BU/BioClaw/main/README.md","https://github.com/Runchuan-BU/BioClaw"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"sciknow-io/alhazen-skill-examples — scientific-literature","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build and query scholarly literature corpora.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sciknow-io/alhazen-skill-examples","website":"GitHub","packages":"skills/biomed/scientific-literature/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build and query scholarly literature corpora."],"limitation":"Requires TypeDB, optional vector service and credentials; no corpus operations executed.","url":"https://github.com/sciknow-io/alhazen-skill-examples","primarySourceURLs":["https://github.com/sciknow-io/alhazen-skill-examples/blob/2234f6eb07657ea01ebc8fc335f04e3c1aeabc54/skills/biomed/scientific-literature/SKILL.md"],"id":"RWE-1918","relevance":{"id":"RWE-1918","decision":"Core","rationale":"Retain the documented evidence function: Build and query scholarly literature corpora. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build and query scholarly literature corpora.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sciknow-io/alhazen-skill-examples","https://github.com/sciknow-io/alhazen-skill-examples/blob/2234f6eb07657ea01ebc8fc335f04e3c1aeabc54/skills/biomed/scientific-literature/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lovebirdsx/universe-agent — arxiv-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve scholarly preprints.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lovebirdsx/universe-agent","website":"GitHub","packages":"apps/examples/skills/arxiv-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve scholarly preprints."],"limitation":"Separate script required; preprint quality not established.","url":"https://github.com/lovebirdsx/universe-agent","primarySourceURLs":["https://github.com/lovebirdsx/universe-agent/blob/00fce0b128f1daccced186b4cc49ec6680e94b95/apps/examples/skills/arxiv-search/SKILL.md"],"id":"RWE-1919","relevance":{"id":"RWE-1919","decision":"Core","rationale":"Retain the documented evidence function: Retrieve scholarly preprints. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve scholarly preprints.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lovebirdsx/universe-agent","https://github.com/lovebirdsx/universe-agent/blob/00fce0b128f1daccced186b4cc49ec6680e94b95/apps/examples/skills/arxiv-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"daripper91/gemini-vault — literature-review","kind":"Skill","category":"RWE Data & Analytics","summary":"Map existing research and evidence gaps.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"daripper91/gemini-vault","website":"GitHub","packages":"Desktop/extensions/.gemini/extensions/co-researcher/skills/literature-review/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Map existing research and evidence gaps."],"limitation":"No exhaustive coverage or highest-standard guarantee from instructions alone.","url":"https://github.com/daripper91/gemini-vault","primarySourceURLs":["https://github.com/DaRipper91/gemini-vault/blob/fcdd84b36ffca174452f77d3d8a1c75fec413fff/Desktop/extensions/.gemini/extensions/co-researcher/skills/literature-review/SKILL.md"],"id":"RWE-1920","relevance":{"id":"RWE-1920","decision":"Core","rationale":"Map existing research and evidence gaps. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Map existing research and evidence gaps. Limits: No exhaustive coverage or highest-standard guarantee from instructions alone.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/DaRipper91/gemini-vault/blob/fcdd84b36ffca174452f77d3d8a1c75fec413fff/Desktop/extensions/.gemini/extensions/co-researcher/skills/literature-review/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"megawiz-dev-team/asgard — medical-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve and summarize clinical literature from configured knowledge sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"megawiz-dev-team/asgard","website":"GitHub","packages":"skills/public/medical-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve and summarize clinical literature from configured knowledge sources."],"limitation":"Separate Mimir/Eir tools required; clinical interpretation not validated.","url":"https://github.com/megawiz-dev-team/asgard","primarySourceURLs":["https://github.com/MegaWiz-Dev-Team/Asgard/blob/c164d754bad7daf2471b960ffd0089d65b3199c5/skills/public/medical-research/SKILL.md"],"id":"RWE-1921","relevance":{"id":"RWE-1921","decision":"Core","rationale":"Retain the documented evidence function: Retrieve and summarize clinical literature from configured knowledge sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve and summarize clinical literature from configured knowledge sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/megawiz-dev-team/asgard","https://github.com/MegaWiz-Dev-Team/Asgard/blob/c164d754bad7daf2471b960ffd0089d65b3199c5/skills/public/medical-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"itamarzand88/awesome-agent-conventions — alireza-clinical-research","kind":"Skill","category":"Trials & Study Design","summary":"Prepare prospective study designs and feasibility estimates.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"itamarzand88/awesome-agent-conventions","website":"GitHub","packages":"conventions/skill-md/examples/domain-specific-niche/alireza-clinical-research/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Prepare prospective study designs and feasibility estimates."],"limitation":"Explicit estimates require clinician and biostatistician review; attributed source retained.","url":"https://github.com/itamarzand88/awesome-agent-conventions","primarySourceURLs":["https://github.com/ItamarZand88/awesome-agent-conventions/blob/af045226dbedbbdd91039c8e7ccf15a7e114a884/conventions/skill-md/examples/domain-specific-niche/alireza-clinical-research/SKILL.md"],"id":"RWE-1923","relevance":{"id":"RWE-1923","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"Prepare prospective study designs and feasibility estimates.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ItamarZand88/awesome-agent-conventions/blob/af045226dbedbbdd91039c8e7ccf15a7e114a884/conventions/skill-md/examples/domain-specific-niche/alireza-clinical-research/SKILL.md"],"reviewGroup":"bounded-research-method"}},{"name":"zzallirog/claude-kit — research-helper","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Guide literature search and academic source interpretation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zzallirog/claude-kit","website":"GitHub","packages":"skills/research-helper/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Guide literature search and academic source interpretation."],"limitation":"Educational assistance, not autonomous validated research output.","url":"https://github.com/zzallirog/claude-kit","primarySourceURLs":["https://github.com/zzallirog/claude-kit/blob/1322ea82422a41a60d13cf00d9f05706bf044206/skills/research-helper/SKILL.md"],"id":"RWE-1924","relevance":{"id":"RWE-1924","decision":"Core","rationale":"Retain the documented evidence function: Guide literature search and academic source interpretation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Guide literature search and academic source interpretation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zzallirog/claude-kit","https://github.com/zzallirog/claude-kit/blob/1322ea82422a41a60d13cf00d9f05706bf044206/skills/research-helper/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kylecui/petfish.ai — scientific-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build literature matrices and research gap summaries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kylecui/petfish.ai","website":"GitHub","packages":"packs/optional/research-skill-pack/.opencode/skills/scientific-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build literature matrices and research gap summaries."],"limitation":"Instruction-level method requires executed searches and full-text review.","url":"https://github.com/kylecui/petfish.ai","primarySourceURLs":["https://github.com/kylecui/petfish.ai/blob/dd2511ae7d0b7e56d97bba33c8a02e29bab721e3/packs/optional/research-skill-pack/.opencode/skills/scientific-literature-review/SKILL.md"],"id":"RWE-1926","relevance":{"id":"RWE-1926","decision":"Core","rationale":"Retain the documented evidence function: Build literature matrices and research gap summaries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build literature matrices and research gap summaries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kylecui/petfish.ai","https://github.com/kylecui/petfish.ai/blob/dd2511ae7d0b7e56d97bba33c8a02e29bab721e3/packs/optional/research-skill-pack/.opencode/skills/scientific-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"brianpabent/open-enzyme — lit-scan","kind":"Skill","category":"RWE Data & Analytics","summary":"Research biomedical mechanisms and clinical landscapes into evidence notes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"brianpabent/open-enzyme","website":"GitHub","packages":"skills/lit-scan/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Research biomedical mechanisms and clinical landscapes into evidence notes."],"limitation":"Model translation and evidence tiers require human verification; no computational experiment run.","url":"https://github.com/brianpabent/open-enzyme","primarySourceURLs":["https://github.com/brianpabent/open-enzyme/blob/f083fd4bc170601af46a17b26a2384af6e611fd3/skills/lit-scan/SKILL.md","https://github.com/brianpabent/open-enzyme/blob/af0afda877b30310107162b9414ef0f440d1af79/skills/lit-scan/SKILL.md"],"id":"RWE-1928","relevance":{"id":"RWE-1928","decision":"Core","rationale":"Research biomedical mechanisms and clinical landscapes into evidence notes. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Research biomedical mechanisms and clinical landscapes into evidence notes. Limits: Model translation and evidence tiers require human verification; no computational experiment run.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/brianpabent/open-enzyme/blob/f083fd4bc170601af46a17b26a2384af6e611fd3/skills/lit-scan/SKILL.md","https://github.com/brianpabent/open-enzyme/blob/af0afda877b30310107162b9414ef0f440d1af79/skills/lit-scan/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"gzquse/paper-skills — research-design","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Plan studies and systematic literature searches.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gzquse/paper-skills","website":"GitHub","packages":"skills/research-design/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan studies and systematic literature searches."],"limitation":"Planning instructions do not validate study feasibility.","url":"https://github.com/gzquse/paper-skills","primarySourceURLs":["https://github.com/gzquse/paper-skills/blob/90f004e5142a5a8462003574632339d64cf1060d/skills/research-design/SKILL.md"],"id":"RWE-1929","relevance":{"id":"RWE-1929","decision":"Core","rationale":"Retain the documented evidence function: Plan studies and systematic literature searches. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Plan studies and systematic literature searches.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gzquse/paper-skills","https://github.com/gzquse/paper-skills/blob/90f004e5142a5a8462003574632339d64cf1060d/skills/research-design/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"keiosstarqua/vina-doctor-mcp — vina-doctor-mcp","kind":"Skill","category":"RWE Data & Analytics","summary":"Extract clinical consultation information into structured summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"keiosstarqua/vina-doctor-mcp","website":"GitHub","packages":"skills/vina-doctor-mcp/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Extract clinical consultation information into structured summaries."],"limitation":"Only extraction subset qualifies; documentation and coding suggestions are not clinical validation.","url":"https://github.com/keiosstarqua/vina-doctor-mcp","primarySourceURLs":["https://github.com/KeiosStarqua/vina-doctor-mcp/blob/6e667f32a6f0b1372c246d92d2f1e00ccb972720/skills/vina-doctor-mcp/SKILL.md"],"id":"RWE-1930","relevance":{"id":"RWE-1930","decision":"Core","rationale":"Extract clinical consultation information into structured summaries. Clinical study criteria, patient measurements, cohort catalogues, outbreak workflows or explicit research consent provide an identifiable health-evidence function.","relevanceBasis":"Extract clinical consultation information into structured summaries. Limits: Only extraction subset qualifies; documentation and coding suggestions are not clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/KeiosStarqua/vina-doctor-mcp/blob/6e667f32a6f0b1372c246d92d2f1e00ccb972720/skills/vina-doctor-mcp/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"jataware/beaker-biomedical — population-sciences-data-commons","kind":"Skill","category":"RWE Data & Analytics","summary":"Retrieve cancer screening cohort metadata and study data catalogs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jataware/beaker-biomedical","website":"GitHub","packages":"skills/population-sciences-data-commons/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve cancer screening cohort metadata and study data catalogs."],"limitation":"Explicit study-level scope only; no participant-level access established.","url":"https://github.com/jataware/beaker-biomedical","primarySourceURLs":["https://github.com/jataware/beaker-biomedical/blob/75b330b4796a1f586dbfd4ff7fb95e241259569c/skills/population-sciences-data-commons/SKILL.md"],"id":"RWE-1934","relevance":{"id":"RWE-1934","decision":"Core","rationale":"Retrieve cancer screening cohort metadata and study data catalogs. Clinical study criteria, patient measurements, cohort catalogues, outbreak workflows or explicit research consent provide an identifiable health-evidence function.","relevanceBasis":"Retrieve cancer screening cohort metadata and study data catalogs. Limits: Explicit study-level scope only; no participant-level access established.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jataware/beaker-biomedical/blob/75b330b4796a1f586dbfd4ff7fb95e241259569c/skills/population-sciences-data-commons/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"medstatstar/ct-samplesize — root skill","kind":"Skill","category":"Trials & Study Design","summary":"Prepare trial sample-size and power calculations.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"medstatstar/ct-samplesize","website":"GitHub","packages":"SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Prepare trial sample-size and power calculations."],"limitation":"Separate cloud service and statistical assumptions require validation; all advertised tests not individually audited.","url":"https://github.com/medstatstar/ct-samplesize","primarySourceURLs":["https://github.com/medstatstar/ct-samplesize/blob/e540d441883bbae9ec145305a1d171263f8e9e1e/SKILL.md"],"id":"RWE-1935","relevance":{"id":"RWE-1935","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Prepare trial sample-size and power calculations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/medstatstar/ct-samplesize/blob/e540d441883bbae9ec145305a1d171263f8e9e1e/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"jwm0203/claude-science-for-win — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search and synthesize biomedical literature with identifier tracking.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jwm0203/claude-science-for-win","website":"GitHub","packages":".claude/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search and synthesize biomedical literature with identifier tracking."],"limitation":"Separate connectors required; conclusions still need source verification.","url":"https://github.com/jwm0203/claude-science-for-win","primarySourceURLs":["https://github.com/JWM0203/Claude-Science-for-win/blob/93464501a2c761f70163024a86602b517a9e6f2e/.claude/skills/literature-review/SKILL.md"],"id":"RWE-1936","relevance":{"id":"RWE-1936","decision":"Core","rationale":"Retain the documented evidence function: Search and synthesize biomedical literature with identifier tracking. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search and synthesize biomedical literature with identifier tracking.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jwm0203/claude-science-for-win","https://github.com/JWM0203/Claude-Science-for-win/blob/93464501a2c761f70163024a86602b517a9e6f2e/.claude/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"123abd123/medix-agent-swarm — deep-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Request multisource clinical evidence synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"123abd123/medix-agent-swarm","website":"GitHub","packages":".claude/skills/deep-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Request multisource clinical evidence synthesis."],"limitation":"Separate implementation required; confidence labels are not validated certainty assessments.","url":"https://github.com/123abd123/medix-agent-swarm","primarySourceURLs":["https://github.com/123ABD123/medix-agent-swarm/blob/eec53c0fd60ff4f9666600af558f947fd0818806/.claude/skills/deep-research/SKILL.md"],"id":"RWE-1939","relevance":{"id":"RWE-1939","decision":"Core","rationale":"Retain the documented evidence function: Request multisource clinical evidence synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Request multisource clinical evidence synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/123abd123/medix-agent-swarm","https://github.com/123ABD123/medix-agent-swarm/blob/eec53c0fd60ff4f9666600af558f947fd0818806/.claude/skills/deep-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"vignesh2027/claude-agentic-skills2.0-version — abtest-scientist","kind":"Skill","category":"RWE Data & Analytics","summary":"Guide hypothesis testing, multiplicity and experimental design.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vignesh2027/claude-agentic-skills2.0-version","website":"GitHub","packages":"abtest-scientist/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide hypothesis testing, multiplicity and experimental design."],"limitation":"Formula and estimator examples require assumption checks; no analysis executed.","url":"https://github.com/vignesh2027/claude-agentic-skills2.0-version","primarySourceURLs":["https://github.com/vignesh2027/Claude-Agentic-Skills2.0-version/blob/4c0a417efc6b86f8a0d104c4d7b64117c8e36684/abtest-scientist/SKILL.md"],"id":"RWE-1940","relevance":{"id":"RWE-1940","decision":"Core","rationale":"Guide hypothesis testing, multiplicity and experimental design. The actual study-design, statistical, causal, data-quality or infectious-disease exposure method directly supports evidence generation; model validity and scope limits remain visible.","relevanceBasis":"Guide hypothesis testing, multiplicity and experimental design. Limits: Formula and estimator examples require assumption checks; no analysis executed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vignesh2027/Claude-Agentic-Skills2.0-version/blob/4c0a417efc6b86f8a0d104c4d7b64117c8e36684/abtest-scientist/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"fengurt/ksamintskill01 — paper-fetch","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Acquire scholarly PDFs and retain result/error provenance.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fengurt/ksamintskill01","website":"GitHub","packages":"skills/paper-fetch/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Acquire scholarly PDFs and retain result/error provenance."],"limitation":"Authorized source access required; no downloads performed.","url":"https://github.com/fengurt/ksamintskill01","primarySourceURLs":["https://github.com/fengurt/ksamintskill01/blob/714dd2f917ea89db8acf4531d44e2f77b6975538/skills/paper-fetch/SKILL.md"],"id":"RWE-1943","relevance":{"id":"RWE-1943","decision":"Core","rationale":"Retain the documented evidence function: Acquire scholarly PDFs and retain result/error provenance. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Acquire scholarly PDFs and retain result/error provenance.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fengurt/ksamintskill01","https://github.com/fengurt/ksamintskill01/blob/714dd2f917ea89db8acf4531d44e2f77b6975538/skills/paper-fetch/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fmarzochi/egc — scientific-db-pubmed-database","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search biomedical literature and retrieve citation records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fmarzochi/egc","website":"GitHub","packages":"skills/docs/scientific-db-pubmed-database/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search biomedical literature and retrieve citation records."],"limitation":"Live source and script behavior not tested. Other discovered, held or excluded components are outside this approval. Excluded from approval — healthcare-eval-harness: Test-suite pass thresholds100% critical/95% other plus80% coverage yield SAFE TO DEPLOY despite no demonstrated clinical-case coverage or validation of absence of false negatives.","url":"https://github.com/fmarzochi/egc","primarySourceURLs":["https://github.com/Fmarzochi/EGC/blob/625a3cf9a24fd571d8cd95d0dad75e692fe90621/skills/docs/scientific-db-pubmed-database/SKILL.md"],"id":"RWE-1944","relevance":{"id":"RWE-1944","decision":"Core","rationale":"Retain the documented evidence function: Search biomedical literature and retrieve citation records. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search biomedical literature and retrieve citation records.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fmarzochi/egc","https://github.com/Fmarzochi/EGC/blob/625a3cf9a24fd571d8cd95d0dad75e692fe90621/skills/docs/scientific-db-pubmed-database/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"xqy272/litminer — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Discover and verify literature metadata and access hints.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xqy272/litminer","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Discover and verify literature metadata and access hints."],"limitation":"Not a final review writer or full-text extractor; journal metrics are contextual.","url":"https://github.com/xqy272/litminer","primarySourceURLs":["https://github.com/xqy272/Litminer/blob/0d6bf2af43d35895131e7e72614a78ec63d119c7/SKILL.md"],"id":"RWE-1945","relevance":{"id":"RWE-1945","decision":"Core","rationale":"Retain the documented evidence function: Discover and verify literature metadata and access hints. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Discover and verify literature metadata and access hints.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xqy272/litminer","https://github.com/xqy272/Litminer/blob/0d6bf2af43d35895131e7e72614a78ec63d119c7/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wangbooth/dossier — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build reusable literature corpora and query source-backed answers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wangbooth/dossier","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build reusable literature corpora and query source-backed answers."],"limitation":"Requires NotebookLM and authorized source content; answer fidelity not validated.","url":"https://github.com/wangbooth/dossier","primarySourceURLs":["https://github.com/wangbooth/dossier/blob/d031b43097b2cfdc6662de0c625e2b92a8942938/SKILL.md"],"id":"RWE-1947","relevance":{"id":"RWE-1947","decision":"Core","rationale":"Retain the documented evidence function: Build reusable literature corpora and query source-backed answers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build reusable literature corpora and query source-backed answers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wangbooth/dossier","https://github.com/wangbooth/dossier/blob/d031b43097b2cfdc6662de0c625e2b92a8942938/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"george930502/quantum-allostery — biopython, pubmed-database","kind":"Skill collection","category":"Biomedical & Bioinformatics","summary":"Reviewed components: .claude/skills/biopython/SKILL.md: Analyze sequence files and query NCBI/PubMed.; .claude/skills/pubmed-database/SKILL.md: Biomedical literature querying, metadata retrieval and MeSH search.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"george930502/quantum-allostery","website":"GitHub","packages":".claude/skills/biopython/SKILL.md; .claude/skills/pubmed-database/SKILL.md","workflowFit":["Biomedical & Bioinformatics"],"capabilities":[".claude/skills/biopython/SKILL.md: Analyze sequence files and query NCBI/PubMed.",".claude/skills/pubmed-database/SKILL.md: Biomedical literature querying, metadata retrieval and MeSH search."],"limitation":"biopython: Version-specific examples and method correctness untested. pubmed-database: NCBI access and retrieval completeness untested.","url":"https://github.com/george930502/quantum-allostery","primarySourceURLs":["https://github.com/George930502/quantum-allostery/blob/21237f290059723768afe1953833e1ddf310a946/.claude/skills/biopython/SKILL.md","https://github.com/George930502/quantum-allostery/blob/21237f290059723768afe1953833e1ddf310a946/.claude/skills/pubmed-database/SKILL.md"],"id":"RWE-1948","relevance":{"id":"RWE-1948","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":".claude/skills/biopython/SKILL.md: Analyze sequence files and query NCBI/PubMed.; .claude/skills/pubmed-database/SKILL.md: Biomedical literature querying, metadata retrieval and MeSH search.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/George930502/quantum-allostery/blob/21237f290059723768afe1953833e1ddf310a946/.claude/skills/biopython/SKILL.md","https://github.com/George930502/quantum-allostery/blob/21237f290059723768afe1953833e1ddf310a946/.claude/skills/pubmed-database/SKILL.md"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"gexijin/vibe — medical-research","kind":"Skill","category":"RWE Data & Analytics","summary":"Find biomedical studies and summarize source-supported findings.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gexijin/vibe","website":"GitHub","packages":"skills/data/medical-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Find biomedical studies and summarize source-supported findings."],"limitation":"Patient implications require expert review; citations and searches untested.","url":"https://github.com/gexijin/vibe","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/medical-research/SKILL.md"],"id":"RWE-1950","relevance":{"id":"RWE-1950","decision":"Core","rationale":"Find biomedical studies and summarize source-supported findings. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Find biomedical studies and summarize source-supported findings. Limits: Patient implications require expert review; citations and searches untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/medical-research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"mukundsahu017-ux/prithvinet_cpcb — causal-inference","kind":"Skill","category":"Causal Inference & Analytics","summary":"Explore policy effects using explicit causal models.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mukundsahu017-ux/prithvinet_cpcb","website":"GitHub","packages":".opencode/skills/causal-inference/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Explore policy effects using explicit causal models."],"limitation":"Identification assumptions and counterfactual validity require review.","url":"https://github.com/mukundsahu017-ux/prithvinet_cpcb","primarySourceURLs":["https://github.com/mukundsahu017-ux/PrithviNET_CPCB/blob/10eafcf90d3824aa1299fcc919569f73e737a2ab/.opencode/skills/causal-inference/SKILL.md"],"id":"RWE-1951","relevance":{"id":"RWE-1951","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Explore policy effects using explicit causal models.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mukundsahu017-ux/PrithviNET_CPCB/blob/10eafcf90d3824aa1299fcc919569f73e737a2ab/.opencode/skills/causal-inference/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"giulsposito/r-claude-skills — r-bayes","kind":"Skill","category":"RWE Data & Analytics","summary":"Bayesian research analysis instruction with model and DAG checks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"giulsposito/r-claude-skills","website":"GitHub","packages":".claude/skills/r-bayes/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Bayesian research analysis instruction with model and DAG checks."],"limitation":"Model assumptions and causal identification require expert review; no runtime validation.","url":"https://github.com/giulsposito/r-claude-skills","primarySourceURLs":["https://github.com/GiulSposito/r-claude-skills/blob/cd599e6ae286f559ad5de88ffeb57f68573d23fc/.claude/skills/r-bayes/SKILL.md"],"id":"RWE-1953","relevance":{"id":"RWE-1953","decision":"Core","rationale":"Bayesian research analysis instruction with model and DAG checks. The actual study-design, statistical, causal, data-quality or infectious-disease exposure method directly supports evidence generation; model validity and scope limits remain visible.","relevanceBasis":"Bayesian research analysis instruction with model and DAG checks. Limits: Model assumptions and causal identification require expert review; no runtime validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/GiulSposito/r-claude-skills/blob/cd599e6ae286f559ad5de88ffeb57f68573d23fc/.claude/skills/r-bayes/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"nigmat-future/roast-my-pi — advisor-insight","kind":"Skill","category":"RWE Data & Analytics","summary":"Search and organize investigator publications and research topics.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nigmat-future/roast-my-pi","website":"GitHub","packages":"advisor-insight/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Search and organize investigator publications and research topics."],"limitation":"Career or mentoring assessments and grant interpretations are not validated outcomes.","url":"https://github.com/nigmat-future/roast-my-pi","primarySourceURLs":["https://github.com/Nigmat-future/roast-my-pi/blob/a261297914d83ca1c5ea1283e4ed64f0df2b7162/advisor-insight/SKILL.md"],"id":"RWE-1954","relevance":{"id":"RWE-1954","decision":"Core","rationale":"Search and organize investigator publications and research topics. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Search and organize investigator publications and research topics. Limits: Career or mentoring assessments and grant interpretations are not validated outcomes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Nigmat-future/roast-my-pi/blob/a261297914d83ca1c5ea1283e4ed64f0df2b7162/advisor-insight/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"snitkin/claude-skills — data-scientist","kind":"Skill","category":"RWE Data & Analytics","summary":"EDA and research design support for IV, DiD, RD and synthetic-control analyses.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"snitkin/claude-skills","website":"GitHub","packages":"data-scientist/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["EDA and research design support for IV, DiD, RD and synthetic-control analyses."],"limitation":"Estimator suitability and identifying assumptions require verification.","url":"https://github.com/snitkin/claude-skills","primarySourceURLs":["https://github.com/snitkin/claude-skills/blob/c5aee7b28ad073b3c51e303595d28ad4cc3d9fd3/data-scientist/SKILL.md"],"id":"RWE-1955","relevance":{"id":"RWE-1955","decision":"Core","rationale":"EDA and research design support for IV, DiD, RD and synthetic-control analyses. The actual study-design, statistical, causal, data-quality or infectious-disease exposure method directly supports evidence generation; model validity and scope limits remain visible.","relevanceBasis":"EDA and research design support for IV, DiD, RD and synthetic-control analyses. Limits: Estimator suitability and identifying assumptions require verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/snitkin/claude-skills/blob/c5aee7b28ad073b3c51e303595d28ad4cc3d9fd3/data-scientist/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"tamrac-web/marketing-program-ppt — competitive-analysis","kind":"Skill","category":"RWE Data & Analytics","summary":"Clinical study evidence extraction and comparability assessment.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tamrac-web/marketing-program-ppt","website":"GitHub","packages":"plugin/skills/competitive-analysis/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical study evidence extraction and comparability assessment."],"limitation":"Commercial scores and cross-trial treatment superiority are not validated.","url":"https://github.com/tamrac-web/marketing-program-ppt","primarySourceURLs":["https://github.com/Tamrac-web/marketing-program-ppt/blob/c3e54064ade91095d7338a74052dc006991457f1/plugin/skills/competitive-analysis/SKILL.md"],"id":"RWE-1958","relevance":{"id":"RWE-1958","decision":"Core","rationale":"Clinical study evidence extraction and comparability assessment. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Clinical study evidence extraction and comparability assessment. Limits: Commercial scores and cross-trial treatment superiority are not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Tamrac-web/marketing-program-ppt/blob/c3e54064ade91095d7338a74052dc006991457f1/plugin/skills/competitive-analysis/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"cxrxhz/skill-mcp — deep-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scholarly literature retrieval, reading and source-linked synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cxrxhz/skill-mcp","website":"GitHub","packages":"skills/deep-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly literature retrieval, reading and source-linked synthesis."],"limitation":"Dependent retrieval tools and completeness untested.","url":"https://github.com/cxrxhz/skill-mcp","primarySourceURLs":["https://github.com/cxrxhz/Skill-MCP/blob/b80ba245367594c53effc3520028c77840c87d78/skills/deep-research/SKILL.md"],"id":"RWE-1960","relevance":{"id":"RWE-1960","decision":"Core","rationale":"Retain the documented evidence function: Scholarly literature retrieval, reading and source-linked synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly literature retrieval, reading and source-linked synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cxrxhz/skill-mcp","https://github.com/cxrxhz/Skill-MCP/blob/b80ba245367594c53effc3520028c77840c87d78/skills/deep-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yuvarajand/pfas-tamilnadu-tracker — search-scientific-studies","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Environmental exposure literature discovery and evidence extraction.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yuvarajand/pfas-tamilnadu-tracker","website":"GitHub","packages":"skills/search-scientific-studies/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Environmental exposure literature discovery and evidence extraction."],"limitation":"Search coverage and extracted concentrations require verification; no exposure-risk validation.","url":"https://github.com/yuvarajand/pfas-tamilnadu-tracker","primarySourceURLs":["https://github.com/YuvarajanD/pfas-tamilnadu-tracker/blob/384f9b2311b096766e92f565250273adf6c34f1b/skills/search-scientific-studies/SKILL.md"],"id":"RWE-1961","relevance":{"id":"RWE-1961","decision":"Core","rationale":"Retain the documented evidence function: Environmental exposure literature discovery and evidence extraction. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Environmental exposure literature discovery and evidence extraction.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yuvarajand/pfas-tamilnadu-tracker","https://github.com/YuvarajanD/pfas-tamilnadu-tracker/blob/384f9b2311b096766e92f565250273adf6c34f1b/skills/search-scientific-studies/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"voidful/academic-skills — academic-skills","kind":"Skill","category":"RWE Data & Analytics","summary":"Retrieve and organize investigator publication evidence.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"voidful/academic-skills","website":"GitHub","packages":"voidful--academic-skills/skills/academic-skills/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve and organize investigator publication evidence."],"limitation":"Applicant fit and mentoring quality judgments are not validated or approved capabilities.","url":"https://github.com/voidful/academic-skills","primarySourceURLs":["https://github.com/tomevault-io/tomes/blob/756daa7af07e716df156df29c9601d9340289b80/voidful--academic-skills/skills/academic-skills/SKILL.md"],"id":"RWE-1962","relevance":{"id":"RWE-1962","decision":"Core","rationale":"Retrieve and organize investigator publication evidence. The selected card function explicitly organizes, retrieves, extracts or appraises scholarly/clinical evidence with source or uncertainty records; surrounding promotional or writing claims are not Core.","relevanceBasis":"Retrieve and organize investigator publication evidence. Limits: Applicant fit and mentoring quality judgments are not validated or approved capabilities.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tomevault-io/tomes/blob/756daa7af07e716df156df29c9601d9340289b80/voidful--academic-skills/skills/academic-skills/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"diegosouzapw/awesome-omni-skill — section-special","kind":"Skill","category":"RWE Data & Analytics","summary":"Instructional tutorial generation for health research analysis methods.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"diegosouzapw/awesome-omni-skill","website":"GitHub","packages":"skills/devops/section-special/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Instructional tutorial generation for health research analysis methods."],"limitation":"Generated examples require statistical and execution verification. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/diegosouzapw/awesome-omni-skill","primarySourceURLs":["https://github.com/diegosouzapw/awesome-omni-skill/blob/a6b3c3005cedf056a48b084671c6282426d6e9fc/skills/devops/section-special/SKILL.md"],"id":"RWE-1963","relevance":{"id":"RWE-1963","decision":"Core","rationale":"Instructional tutorial generation for health research analysis methods. The actual study-design, statistical, causal, data-quality or infectious-disease exposure method directly supports evidence generation; model validity and scope limits remain visible.","relevanceBasis":"Instructional tutorial generation for health research analysis methods. Limits: Generated examples require statistical and execution verification. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/diegosouzapw/awesome-omni-skill/blob/a6b3c3005cedf056a48b084671c6282426d6e9fc/skills/devops/section-special/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"tarakc02/dotfiles — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature review and annotated bibliography instruction.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tarakc02/dotfiles","website":"GitHub","packages":"claude/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature review and annotated bibliography instruction."],"limitation":"Completeness and source interpretation require verification.","url":"https://github.com/tarakc02/dotfiles","primarySourceURLs":["https://github.com/tarakc02/dotfiles/blob/7d0236d3649a7c1bf1774f585fceb25462cb4bbe/claude/skills/literature-review/SKILL.md"],"id":"RWE-1965","relevance":{"id":"RWE-1965","decision":"Core","rationale":"Retain the documented evidence function: Literature review and annotated bibliography instruction. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature review and annotated bibliography instruction.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tarakc02/dotfiles","https://github.com/tarakc02/dotfiles/blob/7d0236d3649a7c1bf1774f585fceb25462cb4bbe/claude/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"vanities/docvault — health-snapshot","kind":"Skill","category":"RWE Data & Analytics","summary":"Agent retrieval of health snapshots and dated lab measurements from DocVault.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vanities/docvault","website":"GitHub","packages":"skills/health-snapshot/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent retrieval of health snapshots and dated lab measurements from DocVault."],"limitation":"Local authorized instance required; personal advice and genetic risk interpretation not validated.","url":"https://github.com/vanities/docvault","primarySourceURLs":["https://github.com/vanities/docvault/blob/f00f70cc228e866f3b131dc7977b5c80ea7e3405/skills/health-snapshot/SKILL.md"],"id":"RWE-1966","relevance":{"id":"RWE-1966","decision":"Core","rationale":"Agent retrieval of health snapshots and dated lab measurements from DocVault. Clinical study criteria, patient measurements, cohort catalogues, outbreak workflows or explicit research consent provide an identifiable health-evidence function.","relevanceBasis":"Agent retrieval of health snapshots and dated lab measurements from DocVault. Limits: Local authorized instance required; personal advice and genetic risk interpretation not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vanities/docvault/blob/f00f70cc228e866f3b131dc7977b5c80ea7e3405/skills/health-snapshot/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"uiuiqkjn/research-paper-scout — research-paper-scout","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Research paper discovery with metadata table and prior-art synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"uiuiqkjn/research-paper-scout","website":"GitHub","packages":"research-paper-scout/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research paper discovery with metadata table and prior-art synthesis."],"limitation":"Similarity scores and search absence do not prove novelty.","url":"https://github.com/uiuiqkjn/research-paper-scout","primarySourceURLs":["https://github.com/uiuiqkjn/research-paper-scout/blob/5fa86b672ab84a4f7417c5d483bc2b7d29a97dbc/research-paper-scout/SKILL.md"],"id":"RWE-1969","relevance":{"id":"RWE-1969","decision":"Core","rationale":"Retain the documented evidence function: Research paper discovery with metadata table and prior-art synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research paper discovery with metadata table and prior-art synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/uiuiqkjn/research-paper-scout","https://github.com/uiuiqkjn/research-paper-scout/blob/5fa86b672ab84a4f7417c5d483bc2b7d29a97dbc/research-paper-scout/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"inkarusi1/evidence-literature-search — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scholarly search, screening and claim-source evidence tracking.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"inkarusi1/evidence-literature-search","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly search, screening and claim-source evidence tracking."],"limitation":"Metadata validation does not establish semantic support or complete coverage.","url":"https://github.com/inkarusi1/evidence-literature-search","primarySourceURLs":["https://github.com/inkarusi1/evidence-literature-search/blob/ccf7a1a40cfde90fcdeff412a01fac439f58845a/SKILL.md"],"id":"RWE-1970","relevance":{"id":"RWE-1970","decision":"Core","rationale":"Retain the documented evidence function: Scholarly search, screening and claim-source evidence tracking. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly search, screening and claim-source evidence tracking.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/inkarusi1/evidence-literature-search","https://github.com/inkarusi1/evidence-literature-search/blob/ccf7a1a40cfde90fcdeff412a01fac439f58845a/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"asjchat/ai-native-exploratory-data-analysis — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Exploratory research data analysis and healthcare cohort descriptive patterns.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"asjchat/ai-native-exploratory-data-analysis","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Exploratory research data analysis and healthcare cohort descriptive patterns."],"limitation":"Exploratory associations are not causal estimates; generated code untested.","url":"https://github.com/asjchat/ai-native-exploratory-data-analysis","primarySourceURLs":["https://github.com/asjchat/AI-Native-Exploratory-Data-Analysis/blob/1dfe628c3e5fa9389b05f6a82f0f12b4422a0a6f/SKILL.md"],"id":"RWE-1971","relevance":{"id":"RWE-1971","decision":"Core","rationale":"Exploratory research data analysis and healthcare cohort descriptive patterns. The actual study-design, statistical, causal, data-quality or infectious-disease exposure method directly supports evidence generation; model validity and scope limits remain visible.","relevanceBasis":"Exploratory research data analysis and healthcare cohort descriptive patterns. Limits: Exploratory associations are not causal estimates; generated code untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/asjchat/AI-Native-Exploratory-Data-Analysis/blob/1dfe628c3e5fa9389b05f6a82f0f12b4422a0a6f/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"jakechen1/echo-research-framework — research-orchestra","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scholarly evidence discovery and source-linked report drafting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jakechen1/echo-research-framework","website":"GitHub","packages":"skills-disabled/research-orchestra/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly evidence discovery and source-linked report drafting."],"limitation":"External services and local LLM execution untested; inspiration claims not independently verified. Other discovered, held or excluded components are outside this approval. Excluded from approval — personal-genomics: Personal genomics interface mixes local variant analysis with asserted comprehensive hereditary cancer, HLA exclusion and genotype-based lifestyle/PRS recommendations without documented validation or model calibration.","url":"https://github.com/jakechen1/echo-research-framework","primarySourceURLs":["https://github.com/jakechen1/echo-research-framework/blob/874e58a43cf94ce998a9c6d9e5b2092ba40f1ba8/skills-disabled/research-orchestra/SKILL.md"],"id":"RWE-1972","relevance":{"id":"RWE-1972","decision":"Core","rationale":"Retain the documented evidence function: Scholarly evidence discovery and source-linked report drafting. 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Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Agent instructions for hosted scholarly literature synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/future-house/edison-client","https://github.com/qhjqhj00/research-skills-pool/blob/c247302c836de6438d746b45670990eb71691166/skills_collected/Future-House--edison-client--falcon-deep-literature/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"p47phoenix/claude-plugins — research-agent","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Structured scholarly evidence review instruction.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"p47phoenix/claude-plugins","website":"GitHub","packages":"research-agent/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Structured scholarly evidence review instruction."],"limitation":"GRADE and systematic-review claims require method-specific validation; routing does not approve every subskill.","url":"https://github.com/p47phoenix/claude-plugins","primarySourceURLs":["https://github.com/P47Phoenix/Claude-Plugins/blob/128288fd3dcad3164a0b846b482f59931f91973a/research-agent/SKILL.md"],"id":"RWE-1974","relevance":{"id":"RWE-1974","decision":"Core","rationale":"Retain the documented evidence function: Structured scholarly evidence review instruction. 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Clinical study criteria, patient measurements, cohort catalogues, outbreak workflows or explicit research consent provide an identifiable health-evidence function.","relevanceBasis":"Agent retrieval of diagnostic laboratory results via Terra Vantage. Limits: Partner onboarding and permissions required; ordering operations and clinical interpretation not research validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tryterra/agent-skills/blob/53cd373c4785e450a6d491fd6638ed67373cc620/skills/terra-vantage/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"zbzfirst/hypercube — run-pubmed-csv-screening","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Batch biomedical literature screening instruction.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zbzfirst/hypercube","website":"GitHub","packages":"codex-skills/run-pubmed-csv-screening/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Batch biomedical literature screening instruction."],"limitation":"Requires project-specific remote model setup; screening sensitivity and accuracy untested.","url":"https://github.com/zbzfirst/hypercube","primarySourceURLs":["https://github.com/ZBZFirst/HyperCube/blob/bded8759e121c68ed0f25563f1f8490597d8a2a7/codex-skills/run-pubmed-csv-screening/SKILL.md"],"id":"RWE-1978","relevance":{"id":"RWE-1978","decision":"Core","rationale":"Retain the documented evidence function: Batch biomedical literature screening instruction. 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Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biomedical paper metadata retrieval and thematic review instruction.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nickjwells/skills-workspace","https://github.com/nickjwells/skills-workspace/blob/f97f18771f3214523455763ea272dddf2f3c90a9/.claude/skills/literature-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mi-erasmusmc/ema-authorised-to-rxnorm-mappings — find-concepts","kind":"Skill","category":"OMOP & terminology","summary":"Drug terminology discovery and harmonization instruction.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mi-erasmusmc/ema-authorised-to-rxnorm-mappings","website":"GitHub","packages":".claude/skills/find-concepts/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["Drug terminology discovery and harmonization instruction."],"limitation":"Semantic candidates and strength conversions require curator review; service availability untested.","url":"https://github.com/mi-erasmusmc/ema-authorised-to-rxnorm-mappings","primarySourceURLs":["https://github.com/mi-erasmusmc/ema-authorised-to-rxnorm-mappings/blob/cb363dd296034fbc174f7f6248b965a651b46455/.claude/skills/find-concepts/SKILL.md"],"id":"RWE-1993","relevance":{"id":"RWE-1993","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Drug terminology discovery and harmonization instruction.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mi-erasmusmc/ema-authorised-to-rxnorm-mappings/blob/cb363dd296034fbc174f7f6248b965a651b46455/.claude/skills/find-concepts/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"lukasstrickler/ai-dev-atelier — research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Academic literature discovery and evidence-based technical synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lukasstrickler/ai-dev-atelier","website":"GitHub","packages":"content/skills/research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic literature discovery and evidence-based technical synthesis."],"limitation":"Arbitrary source-count targets do not guarantee completeness or quality.","url":"https://github.com/lukasstrickler/ai-dev-atelier","primarySourceURLs":["https://github.com/LukasStrickler/ai-dev-atelier/blob/251d639e182925a8c77bd651414bb92ddce23ffa/content/skills/research/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-agentskillos-36k/skillsmp/research-26/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-36k/skillsmp/research-26/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-autoskill-36k/skillsmp/research-26/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-skillclaw-36k/skillsmp/research-26/SKILL.md"],"id":"RWE-1994","relevance":{"id":"RWE-1994","decision":"Core","rationale":"Retain the documented evidence function: Academic literature discovery and evidence-based technical synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic literature discovery and evidence-based technical synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lukasstrickler/ai-dev-atelier","https://github.com/LukasStrickler/ai-dev-atelier/blob/251d639e182925a8c77bd651414bb92ddce23ffa/content/skills/research/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-agentskillos-36k/skillsmp/research-26/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-36k/skillsmp/research-26/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-autoskill-36k/skillsmp/research-26/SKILL.md","https://github.com/David-Li0406/meta-skill-evloving/blob/ca3a335628981df10c36e00cb9850df2c247ab9a/skill-flow/data/skills-refined-skillclaw-36k/skillsmp/research-26/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mlpost/2026-causal-inference-tutorial-siop-ml-prague — causal-inference","kind":"Skill","category":"RWE Data & Analytics","summary":"Observational and quasi-experimental treatment-effect analysis instruction.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mlpost/2026-causal-inference-tutorial-siop-ml-prague","website":"GitHub","packages":"causal_inference_ai_agentic_workflow/.github/skills/causal-inference/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Observational and quasi-experimental treatment-effect analysis instruction."],"limitation":"Identification and estimator assumptions require expert verification; no production-grade validation established.","url":"https://github.com/mlpost/2026-causal-inference-tutorial-siop-ml-prague","primarySourceURLs":["https://github.com/mlpost/2026-causal-inference-tutorial-siop-ml-prague/blob/fe61df4d72b7cee59b8efa7b700b010d0b0b40b0/causal_inference_ai_agentic_workflow/.github/skills/causal-inference/SKILL.md"],"id":"RWE-1995","relevance":{"id":"RWE-1995","decision":"Core","rationale":"Observational and quasi-experimental treatment-effect analysis instruction. The actual study-design, statistical, causal, data-quality or infectious-disease exposure method directly supports evidence generation; model validity and scope limits remain visible.","relevanceBasis":"Observational and quasi-experimental treatment-effect analysis instruction. Limits: Identification and estimator assumptions require expert verification; no production-grade validation established.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mlpost/2026-causal-inference-tutorial-siop-ml-prague/blob/fe61df4d72b7cee59b8efa7b700b010d0b0b40b0/causal_inference_ai_agentic_workflow/.github/skills/causal-inference/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"vitalyvorobyev/field-explorer — domain-research-bootstrap","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scholarly field scoping and corpus acquisition planning.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vitalyvorobyev/field-explorer","website":"GitHub","packages":".claude/skills/domain-research-bootstrap/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly field scoping and corpus acquisition planning."],"limitation":"Planned corpus is not complete evidence coverage; acquisition separate.","url":"https://github.com/vitalyvorobyev/field-explorer","primarySourceURLs":["https://github.com/VitalyVorobyev/field-explorer/blob/21b7aafae35b0cf65d02b7f18047f6275563a583/.claude/skills/domain-research-bootstrap/SKILL.md"],"id":"RWE-1997","relevance":{"id":"RWE-1997","decision":"Core","rationale":"Retain the documented evidence function: Scholarly field scoping and corpus acquisition planning. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly field scoping and corpus acquisition planning.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vitalyvorobyev/field-explorer","https://github.com/VitalyVorobyev/field-explorer/blob/21b7aafae35b0cf65d02b7f18047f6275563a583/.claude/skills/domain-research-bootstrap/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"centro-internacional-de-la-papa/mini-me-desktop — hypothesis_generation, research","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: mini-me/skills/hypothesis_generation/SKILL.md: Literature-grounded scientific hypothesis generation instruction.; mini-me/skills/research/SKILL.md: Search and inspect scientific literature through Asta, follow citations/authors and ground summaries in paper snippets.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"centro-internacional-de-la-papa/mini-me-desktop","website":"GitHub","packages":"mini-me/skills/hypothesis_generation/SKILL.md; mini-me/skills/research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["mini-me/skills/hypothesis_generation/SKILL.md: Literature-grounded scientific hypothesis generation instruction.","mini-me/skills/research/SKILL.md: Search and inspect scientific literature through Asta, follow citations/authors and ground summaries in paper snippets."],"limitation":"hypothesis_generation: Theories remain hypotheses; service execution and evidence support untested. research: Host must provide Asta tools and comply with stated research-use/rate/attribution terms; no independent tool or retrieval validation. Contradictory relevance presentation guidance is not systematic-review screening or completeness assurance.","url":"https://github.com/centro-internacional-de-la-papa/mini-me-desktop","primarySourceURLs":["https://github.com/CENTRO-INTERNACIONAL-DE-LA-PAPA/mini-me-desktop/blob/ba36fadfe404fea0031a236aad588c8107cd7023/mini-me/skills/hypothesis_generation/SKILL.md","https://github.com/CENTRO-INTERNACIONAL-DE-LA-PAPA/mini-me-desktop/blob/49fc9def65a6400eac84183dbfc70b501348ddfa/mini-me/skills/hypothesis_generation/SKILL.md","https://github.com/CENTRO-INTERNACIONAL-DE-LA-PAPA/mini-me-desktop/blob/7b603f0bee85c92e31a8df90390b46dd7292a9ae/mini-me/skills/hypothesis_generation/SKILL.md","https://github.com/CENTRO-INTERNACIONAL-DE-LA-PAPA/mini-me-desktop/blob/99cfef85755449d0487980eacdd7db08fe4902b5/mini-me/skills/hypothesis_generation/SKILL.md","https://github.com/CENTRO-INTERNACIONAL-DE-LA-PAPA/mini-me-desktop/blob/ba36fadfe404fea0031a236aad588c8107cd7023/mini-me/skills/research/SKILL.md"],"id":"RWE-1998","relevance":{"id":"RWE-1998","decision":"Core","rationale":"Retain the documented evidence function: Asta scholarly search, paper inspection and citation traversal only; generic hypothesis generation excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Asta scholarly search, paper inspection and citation traversal only; generic hypothesis generation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/centro-internacional-de-la-papa/mini-me-desktop","https://github.com/CENTRO-INTERNACIONAL-DE-LA-PAPA/mini-me-desktop/blob/ba36fadfe404fea0031a236aad588c8107cd7023/mini-me/skills/hypothesis_generation/SKILL.md","https://github.com/CENTRO-INTERNACIONAL-DE-LA-PAPA/mini-me-desktop/blob/49fc9def65a6400eac84183dbfc70b501348ddfa/mini-me/skills/hypothesis_generation/SKILL.md","https://github.com/CENTRO-INTERNACIONAL-DE-LA-PAPA/mini-me-desktop/blob/7b603f0bee85c92e31a8df90390b46dd7292a9ae/mini-me/skills/hypothesis_generation/SKILL.md","https://github.com/CENTRO-INTERNACIONAL-DE-LA-PAPA/mini-me-desktop/blob/99cfef85755449d0487980eacdd7db08fe4902b5/mini-me/skills/hypothesis_generation/SKILL.md","https://github.com/CENTRO-INTERNACIONAL-DE-LA-PAPA/mini-me-desktop/blob/ba36fadfe404fea0031a236aad588c8107cd7023/mini-me/skills/research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"phoroth/agentic — scientific-db-pubmed-database","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search biomedical literature and retrieve PMID metadata.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"phoroth/agentic","website":"GitHub","packages":"plugins/ecc/skills/scientific-db-pubmed-database/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search biomedical literature and retrieve PMID metadata."],"limitation":"External API required; search coverage untested. Other discovered, held or excluded components are outside this approval. Excluded from approval — healthcare-reviewer: Reviewer states a single missed interaction is worse than a hundred false alarms and mandates non-dismissable critical alerts while issuing SAFE TO DEPLOY verdicts. Context-free alert tradeoffs do not establish clinical safety.","url":"https://github.com/phoroth/agentic","primarySourceURLs":["https://github.com/phoroth/AGENTIC/blob/29cd62e80278eeac7dc39bd3716437cc25ecdc51/plugins/ecc/skills/scientific-db-pubmed-database/SKILL.md"],"id":"RWE-1999","relevance":{"id":"RWE-1999","decision":"Core","rationale":"Retain the documented evidence function: Search biomedical literature and retrieve PMID metadata. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search biomedical literature and retrieve PMID metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/phoroth/agentic","https://github.com/phoroth/AGENTIC/blob/29cd62e80278eeac7dc39bd3716437cc25ecdc51/plugins/ecc/skills/scientific-db-pubmed-database/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"infinitysouls/climate-epidemiology-modeling — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Environmental covariate preparation for infectious-disease research.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"infinitysouls/climate-epidemiology-modeling","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Environmental covariate preparation for infectious-disease research."],"limitation":"Computed indices and claimed global applicability require scientific validation; code untested.","url":"https://github.com/infinitysouls/climate-epidemiology-modeling","primarySourceURLs":["https://github.com/Infinitysouls/climate-epidemiology-modeling/blob/b0afb36722d013a41cb15aceb782bd6d7c411409/SKILL.md"],"id":"RWE-2000","relevance":{"id":"RWE-2000","decision":"Core","rationale":"Environmental covariate preparation for infectious-disease research. The actual study-design, statistical, causal, data-quality or infectious-disease exposure method directly supports evidence generation; model validity and scope limits remain visible.","relevanceBasis":"Environmental covariate preparation for infectious-disease research. Limits: Computed indices and claimed global applicability require scientific validation; code untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Infinitysouls/climate-epidemiology-modeling/blob/b0afb36722d013a41cb15aceb782bd6d7c411409/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"global-datacare/gdc-sdk-node-ts — govern-digital-twin-consent","kind":"Skill","category":"RWE Data & Analytics","summary":"Research data consent and secondary-use projection implementation guidance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"global-datacare/gdc-sdk-node-ts","website":"GitHub","packages":".codex/skills/govern-digital-twin-consent/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Research data consent and secondary-use projection implementation guidance."],"limitation":"Project-specific infrastructure guidance; no legal compliance or analytical validity guarantee. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/global-datacare/gdc-sdk-node-ts","primarySourceURLs":["https://github.com/Global-DataCare/gdc-sdk-node-ts/blob/0f27b2636b328ddac9d90850ec255cecb7c31928/.codex/skills/govern-digital-twin-consent/SKILL.md"],"id":"RWE-2001","relevance":{"id":"RWE-2001","decision":"Core","rationale":"Research data consent and secondary-use projection implementation guidance. Clinical study criteria, patient measurements, cohort catalogues, outbreak workflows or explicit research consent provide an identifiable health-evidence function.","relevanceBasis":"Research data consent and secondary-use projection implementation guidance. Limits: Project-specific infrastructure guidance; no legal compliance or analytical validity guarantee. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Global-DataCare/gdc-sdk-node-ts/blob/0f27b2636b328ddac9d90850ec255cecb7c31928/.codex/skills/govern-digital-twin-consent/SKILL.md"],"reviewGroup":"health-research-data"}},{"name":"bravedistribution/claude-skills — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scholarly review workflow and citation-linked reporting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bravedistribution/claude-skills","website":"GitHub","packages":"literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly review workflow and citation-linked reporting."],"limitation":"Publisher-tier filtering can bias coverage; systematic review and quality claims unvalidated.","url":"https://github.com/bravedistribution/claude-skills","primarySourceURLs":["https://github.com/BraveDistribution/claude-skills/blob/1978e4b71ba2834e2dae5f82a85647891612d51a/literature-review/SKILL.md"],"id":"RWE-2002","relevance":{"id":"RWE-2002","decision":"Core","rationale":"Retain the documented evidence function: Scholarly review workflow and citation-linked reporting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly review workflow and citation-linked reporting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bravedistribution/claude-skills","https://github.com/BraveDistribution/claude-skills/blob/1978e4b71ba2834e2dae5f82a85647891612d51a/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"scripps-ai-enablement/pi-team — sweep","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Biomedical literature backfill and relevance triage.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scripps-ai-enablement/pi-team","website":"GitHub","packages":".claude/skills/sweep/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical literature backfill and relevance triage."],"limitation":"Default limited retrieval and model scores do not establish exhaustive coverage.","url":"https://github.com/scripps-ai-enablement/pi-team","primarySourceURLs":["https://github.com/scripps-ai-enablement/pi-team/blob/6437ce817dcce4f472bbb51b2d2b17974e1aa64e/.claude/skills/sweep/SKILL.md"],"id":"RWE-2003","relevance":{"id":"RWE-2003","decision":"Core","rationale":"Retain the documented evidence function: Biomedical literature backfill and relevance triage. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biomedical literature backfill and relevance triage.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/scripps-ai-enablement/pi-team","https://github.com/scripps-ai-enablement/pi-team/blob/6437ce817dcce4f472bbb51b2d2b17974e1aa64e/.claude/skills/sweep/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jerrycheng58/literature-morning-report — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Personalized scholarly literature monitoring and reference export.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jerrycheng58/literature-morning-report","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Personalized scholarly literature monitoring and reference export."],"limitation":"Some sources require credentials; summaries and delivery untested.","url":"https://github.com/jerrycheng58/literature-morning-report","primarySourceURLs":["https://github.com/JerryCheng58/literature-morning-report/blob/5e8bf52c15eb3f269d6a473ad0efcb9f4cf97395/SKILL.md"],"id":"RWE-2004","relevance":{"id":"RWE-2004","decision":"Core","rationale":"Retain the documented evidence function: Personalized scholarly literature monitoring and reference export. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Personalized scholarly literature monitoring and reference export.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jerrycheng58/literature-morning-report","https://github.com/JerryCheng58/literature-morning-report/blob/5e8bf52c15eb3f269d6a473ad0efcb9f4cf97395/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aipoch/open-science — indication-dossier","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reviewed components: resources/skills/indication-dossier/SKILL.md: Therapeutic indication and clinical research landscape synthesis.; https://github.com/aipoch/open-science: Scientific AI workbench with Python/R execution, scientific data connectors and identifier-aware reference library.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aipoch/open-science","website":"GitHub","packages":"resources/skills/indication-dossier/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["resources/skills/indication-dossier/SKILL.md: Therapeutic indication and clinical research landscape synthesis.","https://github.com/aipoch/open-science: Scientific AI workbench with Python/R execution, scientific data connectors and identifier-aware reference library."],"limitation":"indication-dossier: Dependent tools and generated clinical evidence require verification. https://github.com/aipoch/open-science: Scientific AI workbench with Python/R execution, scientific data connectors and identifier-aware reference library. Research workflow and provenance tooling, not independent methodological validation of generated analyses.","url":"https://github.com/aipoch/open-science","primarySourceURLs":["https://github.com/aipoch/open-science/blob/1c69a032a10175a47bf0ddc6b7367207968e1dd0/resources/skills/indication-dossier/SKILL.md","https://raw.githubusercontent.com/aipoch/open-science/main/README.md","https://github.com/aipoch/open-science"],"id":"RWE-2005","relevance":{"id":"RWE-2005","decision":"Core","rationale":"resources/skills/indication-dossier/SKILL.md: Therapeutic indication and clinical research landscape synthesis.; Scientific AI workbench with Python/R execution,…. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Reviewed components: resources/skills/indication-dossier/SKILL.md: Therapeutic indication and clinical research landscape synthesis.; https://github.com/aipoch/open-science: Scientific AI workbench with Python/R execution, scientific data connectors and identifier-aware reference library. Limits: indication-dossier: Dependent tools and generated clinical evidence require verification. https://github.com/aipoch/open-science: Scientific AI workbench with Python/R execution, scientific data connectors and identifier-aware reference library. Research workflow and provenance tooling, not independent methodological validation of generated analyses.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aipoch/open-science/blob/1c69a032a10175a47bf0ddc6b7367207968e1dd0/resources/skills/indication-dossier/SKILL.md","https://raw.githubusercontent.com/aipoch/open-science/main/README.md","https://github.com/aipoch/open-science"],"reviewGroup":"scholarly-evidence"}},{"name":"adu2021/skillxiv — agentslr-automated-literature-reviews","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Systematic review automation planning and human validation workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"adu2021/skillxiv","website":"GitHub","packages":"skills/skillxiv-v0.0.3-claude-opus-4.6/agentslr-automated-literature-reviews/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Systematic review automation planning and human validation workflow."],"limitation":"Third-party paper-derived recipe, not original AgentSLR implementation; speedup and calibration-size claims unverified. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/adu2021/skillxiv","primarySourceURLs":["https://github.com/ADu2021/skillXiv/blob/10b9e2ab98d22d657cdca33fadb35feaf4a2e26b/skills/skillxiv-v0.0.3-claude-opus-4.6/agentslr-automated-literature-reviews/SKILL.md"],"id":"RWE-2009","relevance":{"id":"RWE-2009","decision":"Core","rationale":"Retain the documented evidence function: Systematic review automation planning and human validation workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Systematic review automation planning and human validation workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/adu2021/skillxiv","https://github.com/ADu2021/skillXiv/blob/10b9e2ab98d22d657cdca33fadb35feaf4a2e26b/skills/skillxiv-v0.0.3-claude-opus-4.6/agentslr-automated-literature-reviews/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"momomuchu/academic-research-pipeline — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scholarly evidence review with staged artifact verification.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"momomuchu/academic-research-pipeline","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly evidence review with staged artifact verification."],"limitation":"ISO-grade and GRADE-style claims are not certification or validated evidence ratings.","url":"https://github.com/momomuchu/academic-research-pipeline","primarySourceURLs":["https://github.com/momomuchu/academic-research-pipeline/blob/4cd7166bf95aedb8de60cc0d9f4b7fdf26740542/SKILL.md"],"id":"RWE-2011","relevance":{"id":"RWE-2011","decision":"Core","rationale":"Retain the documented evidence function: Scholarly evidence review with staged artifact verification. 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Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Quick biomedical literature metadata and abstract retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/theta-tech-ai/llm-public-utils","https://github.com/Theta-Tech-AI/llm-public-utils/blob/12ee56dfeb430e5204d6238ca93738b7eeed16fa/.agents/skills/pubmed-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aimitsk/resa-wp — valyu-best-practices","kind":"Skill","category":"RWE Data & Analytics","summary":"Agent academic and medical evidence retrieval using Valyu services.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aimitsk/resa-wp","website":"GitHub","packages":".claude/skills/valyu-best-practices/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent academic and medical evidence retrieval using Valyu services."],"limitation":"Credentials required; third-party retained guide and generated answers need verification.","url":"https://github.com/aimitsk/resa-wp","primarySourceURLs":["https://github.com/AImitSK/resa-wp/blob/b3d9d7bffcf225c5a3ac98abb0acc28c18c5d9ea/.claude/skills/valyu-best-practices/SKILL.md"],"id":"RWE-2017","relevance":{"id":"RWE-2017","decision":"Core","rationale":"Agent academic and medical evidence retrieval using Valyu services. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Agent academic and medical evidence retrieval using Valyu services. Limits: Credentials required; third-party retained guide and generated answers need verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/AImitSK/resa-wp/blob/b3d9d7bffcf225c5a3ac98abb0acc28c18c5d9ea/.claude/skills/valyu-best-practices/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"jeffchen006/ai-assisted-research — literature","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature review assistance with provenance and reproducibility artifacts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jeffchen006/ai-assisted-research","website":"GitHub","packages":"literature/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature review assistance with provenance and reproducibility artifacts."],"limitation":"Human inclusion judgments and source support still required.","url":"https://github.com/jeffchen006/ai-assisted-research","primarySourceURLs":["https://github.com/jeffchen006/AI-assisted-research/blob/eecc5a0bcd186f73c95242874c7e983228ca7838/literature/SKILL.md"],"id":"RWE-2018","relevance":{"id":"RWE-2018","decision":"Core","rationale":"Retain the documented evidence function: Literature review assistance with provenance and reproducibility artifacts. 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The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Academic evidence investigation and research report workflow. Limits: Agent count and orchestration do not validate risk-of-bias or meta-analysis components.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/MichaelSolati/mkai/blob/07dd546591bb45a003e9d615683cde9736ebd88a/profiles/research/skills/deep-research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"zhgb/scholar-literature-maps — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Literature mapping and researcher publication discovery.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhgb/scholar-literature-maps","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature mapping and researcher publication discovery."],"limitation":"Ranking and researcher impact measures are heuristic; coverage bounded.","url":"https://github.com/zhgb/scholar-literature-maps","primarySourceURLs":["https://github.com/Zhgb/scholar-literature-maps/blob/f9a9df80f43572bb15f081c0a4b3844a0a0c6b25/SKILL.md"],"id":"RWE-2025","relevance":{"id":"RWE-2025","decision":"Core","rationale":"Retain the documented evidence function: Scholarly literature mapping only; researcher profiling/impact scoring excluded. 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Limits: General stated-preference methods relevant to health economics; assumptions and implementation require validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sankalpsharmaa/claude-config-public/blob/2adea041b2aca4a3b54695cadaad0bccab69417f/skills/conjoint-analysis/SKILL.md"],"reviewGroup":"research-method"}},{"name":"chloris-blaxk/inno-agent-hub — education-meta-analysis-preparation","kind":"Skill","category":"RWE Data & Analytics","summary":"Prepare effect-size coding sheets, dependency handling and R analysis outlines.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chloris-blaxk/inno-agent-hub","website":"GitHub","packages":"skill-library/education-meta-analysis-preparation/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Prepare effect-size coding sheets, dependency handling and R analysis outlines."],"limitation":"Education specialization; research-method enabling only, not completed meta-analysis assurance.","url":"https://github.com/chloris-blaxk/inno-agent-hub","primarySourceURLs":["https://github.com/Chloris-Blaxk/inno-agent-hub/blob/3523ed4866d187bddc0177e987fe446ae2ec9aef/skill-library/education-meta-analysis-preparation/SKILL.md"],"id":"RWE-2034","relevance":{"id":"RWE-2034","decision":"Core","rationale":"Prepare effect-size coding sheets, dependency handling and R analysis outlines. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Prepare effect-size coding sheets, dependency handling and R analysis outlines. Limits: Education specialization; research-method enabling only, not completed meta-analysis assurance.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Chloris-Blaxk/inno-agent-hub/blob/3523ed4866d187bddc0177e987fe446ae2ec9aef/skill-library/education-meta-analysis-preparation/SKILL.md"],"reviewGroup":"research-method"}},{"name":"kamilseghrouchni/vcro-sourcing — search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search PubMed/trials/Europe PMC and citation links to create PMID/NCT shortlist.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kamilseghrouchni/vcro-sourcing","website":"GitHub","packages":".claude/skills/query/search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search PubMed/trials/Europe PMC and citation links to create PMID/NCT shortlist."],"limitation":"vcro sourcing component; does not compile evidence or score cohorts and finite search is not exhaustive.","url":"https://github.com/kamilseghrouchni/vcro-sourcing","primarySourceURLs":["https://github.com/kamilseghrouchni/vcro-sourcing/blob/a68c0bb7e955021d95b8b466b3f103431a87cc1d/.claude/skills/query/search/SKILL.md"],"id":"RWE-2035","relevance":{"id":"RWE-2035","decision":"Core","rationale":"Retain the documented evidence function: Search PubMed/trials/Europe PMC and citation links to create PMID/NCT shortlist. 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Other discovered, held or excluded components are outside this approval.","url":"https://github.com/pradyumnasagar/open-research-skills","primarySourceURLs":["https://github.com/pradyumnasagar/open-research-skills/blob/3edcdf00e831c66dcc283eece5c5b01f58c45358/skills/literature-research/literature-search/SKILL.md"],"id":"RWE-2037","relevance":{"id":"RWE-2037","decision":"Core","rationale":"Retain the documented evidence function: Build/translate Boolean searches, snowball citations and create PRISMA-S search records. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build/translate Boolean searches, snowball citations and create PRISMA-S search records.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pradyumnasagar/open-research-skills","https://github.com/pradyumnasagar/open-research-skills/blob/3edcdf00e831c66dcc283eece5c5b01f58c45358/skills/literature-research/literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zinojeng/medical-literature-review — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Multi-source literature search, available full-text conversion and reference snowballing.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zinojeng/medical-literature-review","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Multi-source literature search, available full-text conversion and reference snowballing."],"limitation":"Depends on upstream services; extraction and source verification require review; optional download fallbacks not endorsed.","url":"https://github.com/zinojeng/medical-literature-review","primarySourceURLs":["https://github.com/zinojeng/medical-literature-review/blob/d4ed49737cef98059b1fcdf9d8bf3724f800e907/SKILL.md"],"id":"RWE-2038","relevance":{"id":"RWE-2038","decision":"Core","rationale":"Retain the documented evidence function: Multi-source literature search, available full-text conversion and reference snowballing. 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Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Read/search/create/export Zotero references into bibliography workspace.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/liq22/p20-tpami_finite_budget_theory","https://github.com/liq22/p20-tpami_finite_budget_theory/blob/572733e0ac559e1e41ca12790e32a05bd75276d0/.agent/skills/pyzotero/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jacobjameson/clinical-modeling-brief — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Research disease/treatment landscape and draft candidate states/events/transition drivers with evidence gaps.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jacobjameson/clinical-modeling-brief","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Research disease/treatment landscape and draft candidate states/events/transition drivers with evidence gaps."],"limitation":"Preliminary modeling hypotheses, not fully specified protocol or patient advice.","url":"https://github.com/jacobjameson/clinical-modeling-brief","primarySourceURLs":["https://github.com/jacobjameson/clinical-modeling-brief/blob/4eb5e24c9a0f45fc491bc2fc151c009492d3c8ba/SKILL.md"],"id":"RWE-2041","relevance":{"id":"RWE-2041","decision":"Core","rationale":"Research disease/treatment landscape and draft candidate states/events/transition drivers with evidence gaps. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Research disease/treatment landscape and draft candidate states/events/transition drivers with evidence gaps. Limits: Preliminary modeling hypotheses, not fully specified protocol or patient advice.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jacobjameson/clinical-modeling-brief/blob/4eb5e24c9a0f45fc491bc2fc151c009492d3c8ba/SKILL.md"],"reviewGroup":"research-method"}},{"name":"dfang/mimic_nsah_study — mimic-iv-expert","kind":"Skill","category":"RWE Data & Analytics","summary":"Route cohort, feature, analysis and reporting work with schema/grain/provenance checks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dfang/mimic_nsah_study","website":"GitHub","packages":".agents/skills/mimic-iv-expert/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Route cohort, feature, analysis and reporting work with schema/grain/provenance checks."],"limitation":"Requires credentialed data and companion skills; no study validity certified.","url":"https://github.com/dfang/mimic_nsah_study","primarySourceURLs":["https://github.com/dfang/mimic_nsah_study/blob/95d84ddb9b99747c03bbdde6c6467799be4bbe5d/.agents/skills/mimic-iv-expert/SKILL.md"],"id":"RWE-2042","relevance":{"id":"RWE-2042","decision":"Core","rationale":"Route cohort, feature, analysis and reporting work with schema/grain/provenance checks. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Route cohort, feature, analysis and reporting work with schema/grain/provenance checks. Limits: Requires credentialed data and companion skills; no study validity certified.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dfang/mimic_nsah_study/blob/95d84ddb9b99747c03bbdde6c6467799be4bbe5d/.agents/skills/mimic-iv-expert/SKILL.md"],"reviewGroup":"research-method"}},{"name":"avishekdevnath/sra-smart-research-assistant — source-finder","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search scholarly web sources, deduplicate DOI/title and return evidence candidates.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"avishekdevnath/sra-smart-research-assistant","website":"GitHub","packages":"skills/source-finder/skill.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search scholarly web sources, deduplicate DOI/title and return evidence candidates."],"limitation":"Bounded 5–15 candidate discovery, not systematic coverage; web search access required.","url":"https://github.com/avishekdevnath/sra-smart-research-assistant","primarySourceURLs":["https://github.com/Avishekdevnath/SRA-Smart-Research-Assistant/blob/7ae7a8c446e6e4754f16d147843305c4a39c47fd/skills/source-finder/skill.md"],"id":"RWE-2043","relevance":{"id":"RWE-2043","decision":"Core","rationale":"Retain the documented evidence function: Search scholarly web sources, deduplicate DOI/title and return evidence candidates. 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Limits: Planning support only; proposed design validity requires domain/statistical review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/AlterLab-IEU/AlterLab-FC-Skills/blob/9559c97a6b6fc90c0fbe5a20b7718716f7aee677/skills/rma/alterlab-rma-research-designer/SKILL.md"],"reviewGroup":"research-method"}},{"name":"lord1egypt/ai-skillforge — exa-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search research-paper category and extract academic URLs/PDFs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lord1egypt/ai-skillforge","website":"GitHub","packages":"skills/scientific/exa-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search research-paper category and extract academic URLs/PDFs."],"limitation":"General Exa service dependency with API key; scholarly filtering not source quality guarantee.","url":"https://github.com/lord1egypt/ai-skillforge","primarySourceURLs":["https://github.com/Lord1Egypt/ai-skillforge/blob/3f88e1b76af67701a6405069a542e21a997d2868/skills/scientific/exa-search/SKILL.md"],"id":"RWE-2056","relevance":{"id":"RWE-2056","decision":"Core","rationale":"Retain the documented evidence function: Search research-paper category and extract academic URLs/PDFs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search research-paper category and extract academic URLs/PDFs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lord1egypt/ai-skillforge","https://github.com/Lord1Egypt/ai-skillforge/blob/3f88e1b76af67701a6405069a542e21a997d2868/skills/scientific/exa-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"openslow/academic-search-skills — pubmed-api-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"E-utilities literature search with filtering and SQLite offline retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openslow/academic-search-skills","website":"GitHub","packages":"pubmed-api-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["E-utilities literature search with filtering and SQLite offline retrieval."],"limitation":"Cache/source dates and bounded result limits; no systematic coverage guarantee.","url":"https://github.com/openslow/academic-search-skills","primarySourceURLs":["https://github.com/openslow/academic-search-skills/blob/6cf2e092cdf167eef959d275578dcac17d76b56b/pubmed-api-search/SKILL.md"],"id":"RWE-2057","relevance":{"id":"RWE-2057","decision":"Core","rationale":"Retain the documented evidence function: E-utilities literature search with filtering and SQLite offline retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"E-utilities literature search with filtering and SQLite offline retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/openslow/academic-search-skills","https://github.com/openslow/academic-search-skills/blob/6cf2e092cdf167eef959d275578dcac17d76b56b/pubmed-api-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nahisaho/satori — scientific-clinical-trials-analytics","kind":"Skill","category":"Trials & Study Design","summary":"Filter/retrieve ClinicalTrials.gov trials, extract criteria/outcomes/sites and export landscape tables.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nahisaho/satori","website":"GitHub","packages":"src/.github/skills/scientific-clinical-trials-analytics/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Filter/retrieve ClinicalTrials.gov trials, extract criteria/outcomes/sites and export landscape tables."],"limitation":"Registry completeness and results availability vary; design suggestions not validated trial methodology.","url":"https://github.com/nahisaho/satori","primarySourceURLs":["https://github.com/nahisaho/satori/blob/20787d90a5bd957922dac1ec18d4f708d5df7551/src/.github/skills/scientific-clinical-trials-analytics/SKILL.md"],"id":"RWE-2058","relevance":{"id":"RWE-2058","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Filter/retrieve ClinicalTrials.gov trials, extract criteria/outcomes/sites and export landscape tables.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nahisaho/satori/blob/20787d90a5bd957922dac1ec18d4f708d5df7551/src/.github/skills/scientific-clinical-trials-analytics/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"opensourcepharmafoundation/ospf-ayurveda-kg — clinical-landscape","kind":"Skill","category":"Trials & Study Design","summary":"Assess treatment/trial precedent and map drug-development landscape with file attribution.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"opensourcepharmafoundation/ospf-ayurveda-kg","website":"GitHub","packages":".claude/skills/clinical-landscape/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Assess treatment/trial precedent and map drug-development landscape with file attribution."],"limitation":"Local knowledge graph scope and static regulatory framework require current-source verification.","url":"https://github.com/opensourcepharmafoundation/ospf-ayurveda-kg","primarySourceURLs":["https://github.com/OpenSourcePharmaFoundation/ospf-ayurveda-kg/blob/e96665214fa0bfaa87bd7c14022090879ca298e9/.claude/skills/clinical-landscape/SKILL.md"],"id":"RWE-2059","relevance":{"id":"RWE-2059","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Assess treatment/trial precedent and map drug-development landscape with file attribution.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/OpenSourcePharmaFoundation/ospf-ayurveda-kg/blob/e96665214fa0bfaa87bd7c14022090879ca298e9/.claude/skills/clinical-landscape/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"medizininformatik-initiative/kerndatensatzmodul-proms — render-questionnaire","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Render Questionnaire answer options/scoring weights/translations for review.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"medizininformatik-initiative/kerndatensatzmodul-proms","website":"GitHub","packages":".claude/skills/render-questionnaire/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Render Questionnaire answer options/scoring weights/translations for review."],"limitation":"Static preview only, no live scoring or validation of measure semantics.","url":"https://github.com/medizininformatik-initiative/kerndatensatzmodul-proms","primarySourceURLs":["https://github.com/medizininformatik-initiative/kerndatensatzmodul-proms/blob/341b6ee86ce3f5c2a0154a548f964d3898fd2351/.claude/skills/render-questionnaire/SKILL.md"],"id":"RWE-2060","relevance":{"id":"RWE-2060","decision":"Core","rationale":"Retain the documented evidence function: Render Questionnaire answer options/scoring weights/translations for review. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Render Questionnaire answer options/scoring weights/translations for review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/medizininformatik-initiative/kerndatensatzmodul-proms","https://github.com/medizininformatik-initiative/kerndatensatzmodul-proms/blob/341b6ee86ce3f5c2a0154a548f964d3898fd2351/.claude/skills/render-questionnaire/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"spectrai-initiative/innoclaw — infectious_disease_analysis","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve virus/taxonomy data, drug mechanism and PubMed resistance literature.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"spectrai-initiative/innoclaw","website":"GitHub","packages":".claude/skills/infectious_disease_analysis/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve virus/taxonomy data, drug mechanism and PubMed resistance literature."],"limitation":"Composed remote services; source/model correctness and availability not runtime tested.","url":"https://github.com/spectrai-initiative/innoclaw","primarySourceURLs":["https://github.com/SpectrAI-Initiative/InnoClaw/blob/67231f373deac3db29f685985a5632b6c0eb0f08/.claude/skills/infectious_disease_analysis/SKILL.md"],"id":"RWE-2062","relevance":{"id":"RWE-2062","decision":"Core","rationale":"Retain the documented evidence function: PubMed antimicrobial-resistance literature retrieval only; virus/taxonomy and molecular drug-mechanism functions excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed antimicrobial-resistance literature retrieval only; virus/taxonomy and molecular drug-mechanism functions excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/spectrai-initiative/innoclaw","https://github.com/SpectrAI-Initiative/InnoClaw/blob/67231f373deac3db29f685985a5632b6c0eb0f08/.claude/skills/infectious_disease_analysis/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lyndonkl/claude — fetch-preprint-recent","kind":"Skill","category":"RWE Data & Analytics","summary":"Retrieve bioRxiv/medRxiv date-window records and apply client-side keyword filters.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lyndonkl/claude","website":"GitHub","packages":"skills/fetch-preprint-recent/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve bioRxiv/medRxiv date-window records and apply client-side keyword filters."],"limitation":"Preprints and date-window retrieval; no peer-review/coverage guarantee.","url":"https://github.com/lyndonkl/claude","primarySourceURLs":["https://github.com/lyndonkl/claude/blob/4acc337d4dbdb19da6469eb2504c16669c1cafa1/skills/fetch-preprint-recent/SKILL.md"],"id":"RWE-2063","relevance":{"id":"RWE-2063","decision":"Core","rationale":"Retrieve bioRxiv/medRxiv date-window records and apply client-side keyword filters. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Retrieve bioRxiv/medRxiv date-window records and apply client-side keyword filters. Limits: Preprints and date-window retrieval; no peer-review/coverage guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lyndonkl/claude/blob/4acc337d4dbdb19da6469eb2504c16669c1cafa1/skills/fetch-preprint-recent/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"alisalman-et-al/auto-rob2 — rob2-assessor-SKILL","kind":"Skill","category":"Trials & Study Design","summary":"Produce structured signaling-question/domain assessments from trial reports.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alisalman-et-al/auto-rob2","website":"GitHub","packages":"rob2-assessor-skill/rob2-assessor-SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Produce structured signaling-question/domain assessments from trial reports."],"limitation":"Human methodological adjudication required; automated assessments and branching not fully audited.","url":"https://github.com/alisalman-et-al/auto-rob2","primarySourceURLs":["https://github.com/AliSalman-et-al/auto-rob2/blob/82d8b0e4a8c6c39feacd6d5e22ae78a8d0c87ba3/rob2-assessor-skill/rob2-assessor-SKILL.md"],"id":"RWE-2064","relevance":{"id":"RWE-2064","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Produce structured signaling-question/domain assessments from trial reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/AliSalman-et-al/auto-rob2/blob/82d8b0e4a8c6c39feacd6d5e22ae78a8d0c87ba3/rob2-assessor-skill/rob2-assessor-SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"m-24rjgc/research-workbench — nature-academic-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Route multi-source metadata searches, citation audits and reference-file management.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"m-24rjgc/research-workbench","website":"GitHub","packages":".codex/skills/nature-academic-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Route multi-source metadata searches, citation audits and reference-file management."],"limitation":"Only routing component reviewed; tool availability and underlying workflows require validation.","url":"https://github.com/m-24rjgc/research-workbench","primarySourceURLs":["https://github.com/M-24rjgc/research-workbench/blob/5dd794ae429e7c1e276bc1deb54cc067098ed1b5/.codex/skills/nature-academic-search/SKILL.md"],"id":"RWE-2065","relevance":{"id":"RWE-2065","decision":"Core","rationale":"Retain the documented evidence function: Route multi-source metadata searches, citation audits and reference-file management. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Route multi-source metadata searches, citation audits and reference-file management.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/m-24rjgc/research-workbench","https://github.com/M-24rjgc/research-workbench/blob/5dd794ae429e7c1e276bc1deb54cc067098ed1b5/.codex/skills/nature-academic-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"olatechie/scientific-paper-writer — network-meta-analysis","kind":"Skill","category":"RWE Data & Analytics","summary":"Structure PRISMA-NMA methods/results, network geometry and ranking/consistency reporting.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"olatechie/scientific-paper-writer","website":"GitHub","packages":"skills/study-types/network-meta-analysis/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Structure PRISMA-NMA methods/results, network geometry and ranking/consistency reporting."],"limitation":"Reporting guide, not validated NMA estimation; statistical review essential.","url":"https://github.com/olatechie/scientific-paper-writer","primarySourceURLs":["https://github.com/olaTechie/scientific-paper-writer/blob/edfd551e695e1fea8f565133b2e0e185bd166681/skills/study-types/network-meta-analysis/SKILL.md"],"id":"RWE-2066","relevance":{"id":"RWE-2066","decision":"Core","rationale":"Structure PRISMA-NMA methods/results, network geometry and ranking/consistency reporting. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Structure PRISMA-NMA methods/results, network geometry and ranking/consistency reporting. Limits: Reporting guide, not validated NMA estimation; statistical review essential.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/olaTechie/scientific-paper-writer/blob/edfd551e695e1fea8f565133b2e0e185bd166681/skills/study-types/network-meta-analysis/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"armandobattaglino/my-claude-skills — litsearch","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search PubMed/OpenAlex/Europe PMC/arXiv/Semantic Scholar/Crossref and deduplicate cited reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"armandobattaglino/my-claude-skills","website":"GitHub","packages":"skills/litsearch/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search PubMed/OpenAlex/Europe PMC/arXiv/Semantic Scholar/Crossref and deduplicate cited reports."],"limitation":"Finite search saturation is operational only; keyless/API claims not tested.","url":"https://github.com/armandobattaglino/my-claude-skills","primarySourceURLs":["https://github.com/ArmandoBattaglino/my-claude-skills/blob/064bae1a7d5015b71ff9e01281080e74a806e0f1/skills/litsearch/SKILL.md"],"id":"RWE-2067","relevance":{"id":"RWE-2067","decision":"Core","rationale":"Retain the documented evidence function: Search PubMed/OpenAlex/Europe PMC/arXiv/Semantic Scholar/Crossref and deduplicate cited reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search PubMed/OpenAlex/Europe PMC/arXiv/Semantic Scholar/Crossref and deduplicate cited reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/armandobattaglino/my-claude-skills","https://github.com/ArmandoBattaglino/my-claude-skills/blob/064bae1a7d5015b71ff9e01281080e74a806e0f1/skills/litsearch/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"valency-oss/valency-connectors — similar","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Resolve DOI/arXiv/PMID/title then retrieve/enrich semantically related papers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"valency-oss/valency-connectors","website":"GitHub","packages":"skills/similar/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Resolve DOI/arXiv/PMID/title then retrieve/enrich semantically related papers."],"limitation":"Depends on Valency connector tools; similarity is not methodological relevance.","url":"https://github.com/valency-oss/valency-connectors","primarySourceURLs":["https://github.com/valency-oss/valency-connectors/blob/f1beda95820218bca7dd5488dc854b9f4c9a8013/skills/similar/SKILL.md"],"id":"RWE-2069","relevance":{"id":"RWE-2069","decision":"Core","rationale":"Retain the documented evidence function: Resolve DOI/arXiv/PMID/title then retrieve/enrich semantically related papers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Resolve DOI/arXiv/PMID/title then retrieve/enrich semantically related papers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/valency-oss/valency-connectors","https://github.com/valency-oss/valency-connectors/blob/f1beda95820218bca7dd5488dc854b9f4c9a8013/skills/similar/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"k-dense-ai/mimeographs — meir-j-stampfer, judea-pearl","kind":"Skill collection","category":"Causal Inference & Analytics","summary":"Reviewed components: mimeographs/meir-j-stampfer/SKILL.md: Frame dietary observational evidence and isocaloric substitution questions.; mimeographs/judea-pearl/SKILL.md: Apply causal diagrams, back-door reasoning and counterfactual question formulation.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"k-dense-ai/mimeographs","website":"GitHub","packages":"mimeographs/meir-j-stampfer/SKILL.md; mimeographs/judea-pearl/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["mimeographs/meir-j-stampfer/SKILL.md: Frame dietary observational evidence and isocaloric substitution questions.","mimeographs/judea-pearl/SKILL.md: Apply causal diagrams, back-door reasoning and counterfactual question formulation."],"limitation":"meir-j-stampfer: Conceptual research guidance; lifestyle score/health advice not validated or endorsed. judea-pearl: Conceptual instruction, not automated identification proof or effect estimator.","url":"https://github.com/k-dense-ai/mimeographs","primarySourceURLs":["https://github.com/K-Dense-AI/mimeographs/blob/a38f5fcad0853be3e98a6cd95d8e6bf8c66f7c7b/mimeographs/meir-j-stampfer/SKILL.md","https://github.com/K-Dense-AI/mimeographs/blob/a38f5fcad0853be3e98a6cd95d8e6bf8c66f7c7b/mimeographs/judea-pearl/SKILL.md"],"id":"RWE-2070","relevance":{"id":"RWE-2070","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"mimeographs/meir-j-stampfer/SKILL.md: Frame dietary observational evidence and isocaloric substitution questions.; mimeographs/judea-pearl/SKILL.md: Apply causal diagrams, back-door reasoning and counterfactual question formulation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/K-Dense-AI/mimeographs/blob/a38f5fcad0853be3e98a6cd95d8e6bf8c66f7c7b/mimeographs/meir-j-stampfer/SKILL.md","https://github.com/K-Dense-AI/mimeographs/blob/a38f5fcad0853be3e98a6cd95d8e6bf8c66f7c7b/mimeographs/judea-pearl/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"monarch-initiative/mic-ingest — mic-references","kind":"Skill","category":"RWE Data & Analytics","summary":"Fetch source abstracts, validate quoted evidence snippets and repair references.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"monarch-initiative/mic-ingest","website":"GitHub","packages":".claude/skills/mic-references/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Fetch source abstracts, validate quoted evidence snippets and repair references."],"limitation":"Text match is not scientific support; curation judgments still require review.","url":"https://github.com/monarch-initiative/mic-ingest","primarySourceURLs":["https://github.com/monarch-initiative/mic-ingest/blob/cb3cc50e6cd99aacf7e2a60389033edbeb95f4ca/.claude/skills/mic-references/SKILL.md"],"id":"RWE-2071","relevance":{"id":"RWE-2071","decision":"Core","rationale":"Fetch source abstracts, validate quoted evidence snippets and repair references. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Fetch source abstracts, validate quoted evidence snippets and repair references. Limits: Text match is not scientific support; curation judgments still require review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/monarch-initiative/mic-ingest/blob/cb3cc50e6cd99aacf7e2a60389033edbeb95f4ca/.claude/skills/mic-references/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"nicomarr/ai4biomed-skills — search-openalex","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Resolve DOI/PMID works, citation counts, OA status and decoded abstracts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nicomarr/ai4biomed-skills","website":"GitHub","packages":"search-openalex/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Resolve DOI/PMID works, citation counts, OA status and decoded abstracts."],"limitation":"Documentation-only verification; source metrics and API access can change.","url":"https://github.com/nicomarr/ai4biomed-skills","primarySourceURLs":["https://github.com/nicomarr/ai4biomed-skills/blob/df9cdb35131375b129bad8e1bf89a53ee399bbfe/search-openalex/SKILL.md"],"id":"RWE-2073","relevance":{"id":"RWE-2073","decision":"Core","rationale":"Retain the documented evidence function: Resolve DOI/PMID works, citation counts, OA status and decoded abstracts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Resolve DOI/PMID works, citation counts, OA status and decoded abstracts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nicomarr/ai4biomed-skills","https://github.com/nicomarr/ai4biomed-skills/blob/df9cdb35131375b129bad8e1bf89a53ee399bbfe/search-openalex/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mxb-qdu/literature-reading-skill — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Organize PDFs, create full-text notes and validate figure/document links.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mxb-qdu/literature-reading-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Organize PDFs, create full-text notes and validate figure/document links."],"limitation":"User-provided source papers; generated interpretation requires review.","url":"https://github.com/mxb-qdu/literature-reading-skill","primarySourceURLs":["https://github.com/MXB-QDU/Literature-reading-skill/blob/2f7ee98761c21e89c61ce205b304deb7a1d31627/SKILL.md"],"id":"RWE-2077","relevance":{"id":"RWE-2077","decision":"Core","rationale":"Organize PDFs, create full-text notes and validate figure/document links. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Organize PDFs, create full-text notes and validate figure/document links. Limits: User-provided source papers; generated interpretation requires review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/MXB-QDU/Literature-reading-skill/blob/2f7ee98761c21e89c61ce205b304deb7a1d31627/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"amazon-quick/amazon-quick-official-catalog — prior-authorization-decision-automation","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Parse X12/FHIR PA records and analyze denial patterns.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"amazon-quick/amazon-quick-official-catalog","website":"GitHub","packages":"skills/healthcare/prior-authorization-decision-automation/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Parse X12/FHIR PA records and analyze denial patterns."],"limitation":"Operational adjudication excluded from approved capability; code recipes/assumptions require validation.","url":"https://github.com/amazon-quick/amazon-quick-official-catalog","primarySourceURLs":["https://github.com/Amazon-Quick/Amazon-Quick-official-catalog/blob/e8299c3771ee72ba68b57526ccb284eb718867a5/skills/healthcare/prior-authorization-decision-automation/SKILL.md"],"id":"RWE-2078","relevance":{"id":"RWE-2078","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Parse X12/FHIR PA records and analyze denial patterns.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Amazon-Quick/Amazon-Quick-official-catalog/blob/e8299c3771ee72ba68b57526ccb284eb718867a5/skills/healthcare/prior-authorization-decision-automation/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"youkq95/pi-literature — ncbi-entrez-skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Run ESearch/ESummary/EFetch/ELink/EInfo for citation records and related papers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"youkq95/pi-literature","website":"GitHub","packages":"skills/ncbi-entrez-skill/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Run ESearch/ESummary/EFetch/ELink/EInfo for citation records and related papers."],"limitation":"NCBI endpoint restriction; returned records are not independent evidence appraisal.","url":"https://github.com/youkq95/pi-literature","primarySourceURLs":["https://github.com/youkq95/pi-literature/blob/5188560c87ff62ca482ae35c76c77b458499e836/skills/ncbi-entrez-skill/SKILL.md"],"id":"RWE-2079","relevance":{"id":"RWE-2079","decision":"Core","rationale":"Retain the documented evidence function: Run ESearch/ESummary/EFetch/ELink/EInfo for citation records and related papers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Run ESearch/ESummary/EFetch/ELink/EInfo for citation records and related papers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/youkq95/pi-literature","https://github.com/youkq95/pi-literature/blob/5188560c87ff62ca482ae35c76c77b458499e836/skills/ncbi-entrez-skill/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"freedomintelligence/openclaw-medical-skills — bio-entrez-fetch","kind":"Skill","category":"Biomedical & Bioinformatics","summary":"Fetch NCBI records, sequences, PubMed XML and summaries via Bio.Entrez.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"freedomintelligence/openclaw-medical-skills","website":"GitHub","packages":"skills/bio-entrez-fetch/SKILL.md","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Fetch NCBI records, sequences, PubMed XML and summaries via Bio.Entrez."],"limitation":"Upstream Biopython wrapper; source copying/provenance must be reconciled, no runtime verification. Other discovered, held or excluded components are outside this approval. Excluded from approval — tooluniverse-gwas-drug-discovery: ToolUniverse GWAS-to-drug instruction maps loci to targets, druggability, safety and trial matching. Excluded from approval — deep-research-swarm: The thin swarm instructions claim citation production but the referenced src/research/agents/agent_coordinator.py was absent at the reviewed original repository commit. The claimed coordinator workflow is not corroborated. Excluded from approval — leads-literature-mining: Full LEADS descriptor invokes leads.review without package/source contract; claimed screening accuracy and publisher attribution unsupported. Excluded from approval — bio-causal-genomics-mediation-analysis: Mediation instruction treats arbitrary proportion-mediated thresholds (>0.2 meaningful) as substantive evidence. Excluded from approval — drug-interaction-checker: The linked original drug-interaction implementation checks four fixed demonstration pairs and otherwise returns Safe. It does not establish drug-interaction safety or a grounded interaction database.","url":"https://github.com/freedomintelligence/openclaw-medical-skills","primarySourceURLs":["https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/blob/b1f9b6e3306f8d870e23b2023057bf730090036f/skills/bio-entrez-fetch/SKILL.md"],"id":"RWE-2080","relevance":{"id":"RWE-2080","decision":"Core","rationale":"Retain only the explicit PubMed XML and bibliographic retrieval function; sequence retrieval and excluded molecular/clinical claims are outside the core basis.","relevanceBasis":"Fetch NCBI records, sequences, PubMed XML and summaries via Bio.Entrez.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/blob/b1f9b6e3306f8d870e23b2023057bf730090036f/skills/bio-entrez-fetch/SKILL.md"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"vimalinx/bio-agent — archive-pubmed","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Maintain local XML corpus for offline literature search and text mining.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vimalinx/bio-agent","website":"GitHub","packages":".claude/skills/archive-pubmed/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Maintain local XML corpus for offline literature search and text mining."],"limitation":"Local executable/environment dependency; index normalization and archive completeness require verification.","url":"https://github.com/vimalinx/bio-agent","primarySourceURLs":["https://github.com/vimalinx/bio-agent/blob/7f9866abc57ff3439d9fa1c509b8832e3f31100b/.claude/skills/archive-pubmed/SKILL.md"],"id":"RWE-2081","relevance":{"id":"RWE-2081","decision":"Core","rationale":"Retain the documented evidence function: Maintain local XML corpus for offline literature search and text mining. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Maintain local XML corpus for offline literature search and text mining.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vimalinx/bio-agent","https://github.com/vimalinx/bio-agent/blob/7f9866abc57ff3439d9fa1c509b8832e3f31100b/.claude/skills/archive-pubmed/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rafeeqinea/claude-academic-toolkit — paper-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search Consensus/Scholar Gateway/web, deduplicate and synthesize paper candidates.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rafeeqinea/claude-academic-toolkit","website":"GitHub","packages":"skills/research/paper-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search Consensus/Scholar Gateway/web, deduplicate and synthesize paper candidates."],"limitation":"Optional connectors may be absent; discovery not systematic coverage guarantee.","url":"https://github.com/rafeeqinea/claude-academic-toolkit","primarySourceURLs":["https://github.com/rafeeqinea/claude-academic-toolkit/blob/640554ad1b208418236bb2c7d179ec4382e595e0/skills/research/paper-search/SKILL.md"],"id":"RWE-2082","relevance":{"id":"RWE-2082","decision":"Core","rationale":"Retain the documented evidence function: Search Consensus/Scholar Gateway/web, deduplicate and synthesize paper candidates. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search Consensus/Scholar Gateway/web, deduplicate and synthesize paper candidates.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rafeeqinea/claude-academic-toolkit","https://github.com/rafeeqinea/claude-academic-toolkit/blob/640554ad1b208418236bb2c7d179ec4382e595e0/skills/research/paper-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jaflomd/experts-skills — skill-paper","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Extract structured scholarly summaries into research knowledge system.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jaflomd/experts-skills","website":"GitHub","packages":"skill-paper/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Extract structured scholarly summaries into research knowledge system."],"limitation":"Source reading and model extraction need verification; output not certified evidence synthesis.","url":"https://github.com/jaflomd/experts-skills","primarySourceURLs":["https://github.com/Jaflomd/experts-skills/blob/953346080c7916653eb132f276f9df3d1042155f/skill-paper/SKILL.md"],"id":"RWE-2083","relevance":{"id":"RWE-2083","decision":"Core","rationale":"Retain the documented evidence function: Extract structured scholarly summaries into research knowledge system. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Extract structured scholarly summaries into research knowledge system.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jaflomd/experts-skills","https://github.com/Jaflomd/experts-skills/blob/953346080c7916653eb132f276f9df3d1042155f/skill-paper/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"learning-bayesian-statistics/baygent-skills — causal-inference","kind":"Skill","category":"Causal Inference & Analytics","summary":"Plan causal designs using PyMC/CausalPy/DoWhy and calibrate causal reporting.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"learning-bayesian-statistics/baygent-skills","website":"GitHub","packages":"causal-inference/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Plan causal designs using PyMC/CausalPy/DoWhy and calibrate causal reporting."],"limitation":"Identification assumptions and generated code require expert review; production-grade claim not verified.","url":"https://github.com/learning-bayesian-statistics/baygent-skills","primarySourceURLs":["https://github.com/Learning-Bayesian-Statistics/baygent-skills/blob/18ab0de9b63b5bb03caa96146235e8f1534d45d4/causal-inference/SKILL.md"],"id":"RWE-2084","relevance":{"id":"RWE-2084","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Plan causal designs using PyMC/CausalPy/DoWhy and calibrate causal reporting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Learning-Bayesian-Statistics/baygent-skills/blob/18ab0de9b63b5bb03caa96146235e8f1534d45d4/causal-inference/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"luuow/meridian-mcp — semantic-scholar-api","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Resolve works/authors and traverse citations/references across Semantic Scholar/OpenAlex.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"luuow/meridian-mcp","website":"GitHub","packages":"skills/semantic-scholar-api/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Resolve works/authors and traverse citations/references across Semantic Scholar/OpenAlex."],"limitation":"API field/access claims not runtime verified; citation counts are not evidence quality.","url":"https://github.com/luuow/meridian-mcp","primarySourceURLs":["https://github.com/LuuOW/meridian-mcp/blob/d85d812c07ea07b8a79b2385c1bfe977dcc35e09/skills/semantic-scholar-api/SKILL.md"],"id":"RWE-2085","relevance":{"id":"RWE-2085","decision":"Core","rationale":"Retain the documented evidence function: Resolve works/authors and traverse citations/references across Semantic Scholar/OpenAlex. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Resolve works/authors and traverse citations/references across Semantic Scholar/OpenAlex.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/luuow/meridian-mcp","https://github.com/LuuOW/meridian-mcp/blob/d85d812c07ea07b8a79b2385c1bfe977dcc35e09/skills/semantic-scholar-api/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"chocholous/awesome-skills-sim — apify-academic-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search scholarly sources, trace citations and assemble literature corpora through actors.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chocholous/awesome-skills-sim","website":"GitHub","packages":"skills/apify-academic-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search scholarly sources, trace citations and assemble literature corpora through actors."],"limitation":"Requires canonical actor availability and usage charges; broad grading claims not independently validated.","url":"https://github.com/chocholous/awesome-skills-sim","primarySourceURLs":["https://github.com/chocholous/awesome-skills-sim/blob/d50afaee93f77e4d0012b6107c769c3a6987354c/skills/apify-academic-research/SKILL.md"],"id":"RWE-2086","relevance":{"id":"RWE-2086","decision":"Core","rationale":"Retain the documented evidence function: Search scholarly sources, trace citations and assemble literature corpora through actors. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search scholarly sources, trace citations and assemble literature corpora through actors.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chocholous/awesome-skills-sim","https://github.com/chocholous/awesome-skills-sim/blob/d50afaee93f77e4d0012b6107c769c3a6987354c/skills/apify-academic-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"waybarrios/opencode-power-pack — paper-summarizer","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Extract paper findings, methods, limitations and actionable research summary.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"waybarrios/opencode-power-pack","website":"GitHub","packages":"skills/paper-summarizer/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Extract paper findings, methods, limitations and actionable research summary."],"limitation":"Selected review of instruction; source claims and qualitative quality judgments require validation.","url":"https://github.com/waybarrios/opencode-power-pack","primarySourceURLs":["https://github.com/waybarrios/opencode-power-pack/blob/4b476b88b5d92669a07d4c7c373a5529c3e24bce/skills/paper-summarizer/SKILL.md"],"id":"RWE-2087","relevance":{"id":"RWE-2087","decision":"Core","rationale":"Retain the documented evidence function: Extract paper findings, methods, limitations and actionable research summary. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Extract paper findings, methods, limitations and actionable research summary.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/waybarrios/opencode-power-pack","https://github.com/waybarrios/opencode-power-pack/blob/4b476b88b5d92669a07d4c7c373a5529c3e24bce/skills/paper-summarizer/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"petergyang/fuck-cancer — fuck-cancer","kind":"Skill","category":"Trials & Study Design","summary":"Collect cited cancer treatment/trial information and maintain source-grounded family brief.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"petergyang/fuck-cancer","website":"GitHub","packages":"skills/fuck-cancer/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Collect cited cancer treatment/trial information and maintain source-grounded family brief."],"limitation":"Patient-support application; research component only, not treatment recommendation or eligibility certification.","url":"https://github.com/petergyang/fuck-cancer","primarySourceURLs":["https://github.com/petergyang/fuck-cancer/blob/3c5a9903bd7e28061d51693c287e30601a46c069/skills/fuck-cancer/SKILL.md"],"id":"RWE-2088","relevance":{"id":"RWE-2088","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Collect cited cancer treatment/trial information and maintain source-grounded family brief.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/petergyang/fuck-cancer/blob/3c5a9903bd7e28061d51693c287e30601a46c069/skills/fuck-cancer/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"u9401066/med-paper-assistant — pubmed-fulltext-access","kind":"Skill","category":"RWE Data & Analytics","summary":"Retrieve available full texts/sections/figures and text-mined terms; produce institutional links.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"u9401066/med-paper-assistant","website":"GitHub","packages":".claude/skills/pubmed-fulltext-access/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve available full texts/sections/figures and text-mined terms; produce institutional links."],"limitation":"Depends on companion get_fulltext tools and authorized access; coverage limited.","url":"https://github.com/u9401066/med-paper-assistant","primarySourceURLs":["https://github.com/u9401066/med-paper-assistant/blob/7e1eab0b05af624a7cf60fdd0b5035462d4d58a9/.claude/skills/pubmed-fulltext-access/SKILL.md"],"id":"RWE-2090","relevance":{"id":"RWE-2090","decision":"Core","rationale":"Retrieve available full texts/sections/figures and text-mined terms; produce institutional links. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Retrieve available full texts/sections/figures and text-mined terms; produce institutional links. Limits: Depends on companion get_fulltext tools and authorized access; coverage limited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/u9401066/med-paper-assistant/blob/7e1eab0b05af624a7cf60fdd0b5035462d4d58a9/.claude/skills/pubmed-fulltext-access/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"egbertie/satisficing-lab — literature-search-workflow","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Coordinate PubMed/BGPT/OpenAlex searches, deduplicate and retrieve available literature.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"egbertie/satisficing-lab","website":"GitHub","packages":"满意姐和扣子的资料/kimi-workspace完整版/skills-archive/small-2026-04-12/literature-search-workflow/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Coordinate PubMed/BGPT/OpenAlex searches, deduplicate and retrieve available literature."],"limitation":"Requires companion skills/APIs; literature quality scoring unvalidated.","url":"https://github.com/egbertie/satisficing-lab","primarySourceURLs":["https://github.com/egbertie/satisficing-lab/blob/3ebcaaa9cdfddfeb2857f4e23a98109714b400ab/满意姐和扣子的资料/kimi-workspace完整版/skills-archive/small-2026-04-12/literature-search-workflow/SKILL.md"],"id":"RWE-2091","relevance":{"id":"RWE-2091","decision":"Core","rationale":"Retain the documented evidence function: Coordinate PubMed/BGPT/OpenAlex searches, deduplicate and retrieve available literature. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Coordinate PubMed/BGPT/OpenAlex searches, deduplicate and retrieve available literature.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/egbertie/satisficing-lab","https://github.com/egbertie/satisficing-lab/blob/3ebcaaa9cdfddfeb2857f4e23a98109714b400ab/满意姐和扣子的资料/kimi-workspace完整版/skills-archive/small-2026-04-12/literature-search-workflow/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"xwilludelu/agent-share — literature-review","kind":"Skill","category":"RWE Data & Analytics","summary":"Search Crossref/OpenAlex and synthesize verified source records with uncertainty.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xwilludelu/agent-share","website":"GitHub","packages":"lib/literature-review/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Search Crossref/OpenAlex and synthesize verified source records with uncertainty."],"limitation":"Source access requirements differ by API; style lint not scientific verification.","url":"https://github.com/xwilludelu/agent-share","primarySourceURLs":["https://github.com/XWIlluDelu/agent-share/blob/49d333a03d094dc23c7e0b901e1d175937e7591f/lib/literature-review/SKILL.md"],"id":"RWE-2092","relevance":{"id":"RWE-2092","decision":"Core","rationale":"Search Crossref/OpenAlex and synthesize verified source records with uncertainty. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Search Crossref/OpenAlex and synthesize verified source records with uncertainty. Limits: Source access requirements differ by API; style lint not scientific verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/XWIlluDelu/agent-share/blob/49d333a03d094dc23c7e0b901e1d175937e7591f/lib/literature-review/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"cuhk-aim-group/neuroclaw — academic-research-hub","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reviewed components: skills/academic-research-hub/SKILL.md: Route academic queries and retrieve source metadata through companion search tools.; https://github.com/CUHK-AIM-Group/NeuroClaw: Agent-assisted neuroimaging research planning and workflow execution.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cuhk-aim-group/neuroclaw","website":"GitHub","packages":"skills/academic-research-hub/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["skills/academic-research-hub/SKILL.md: Route academic queries and retrieve source metadata through companion search tools.","https://github.com/CUHK-AIM-Group/NeuroClaw: Agent-assisted neuroimaging research planning and workflow execution."],"limitation":"academic-research-hub: NeuroClaw integration of chengwang96 hub; canonical attribution and upstream dependency reconciliation needed. https://github.com/CUHK-AIM-Group/NeuroClaw: Individual analysis skills and datasets require validation; no blanket approval of all 86 skills.","url":"https://github.com/cuhk-aim-group/neuroclaw","primarySourceURLs":["https://github.com/CUHK-AIM-Group/NeuroClaw/blob/be02cb11cf771f57e68b6531e3516f5c3c153cdb/skills/academic-research-hub/SKILL.md","https://raw.githubusercontent.com/CUHK-AIM-Group/NeuroClaw/main/README.md","https://github.com/CUHK-AIM-Group/NeuroClaw"],"id":"RWE-2093","relevance":{"id":"RWE-2093","decision":"Core","rationale":"skills/academic-research-hub/SKILL.md: Route academic queries and retrieve source metadata through companion search tools.; Agent-assisted neuroimaging research…. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Reviewed components: skills/academic-research-hub/SKILL.md: Route academic queries and retrieve source metadata through companion search tools.; https://github.com/CUHK-AIM-Group/NeuroClaw: Agent-assisted neuroimaging research planning and workflow execution. Limits: academic-research-hub: NeuroClaw integration of chengwang96 hub; canonical attribution and upstream dependency reconciliation needed. https://github.com/CUHK-AIM-Group/NeuroClaw: Individual analysis skills and datasets require validation; no blanket approval of all 86 skills.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/CUHK-AIM-Group/NeuroClaw/blob/be02cb11cf771f57e68b6531e3516f5c3c153cdb/skills/academic-research-hub/SKILL.md","https://raw.githubusercontent.com/CUHK-AIM-Group/NeuroClaw/main/README.md","https://github.com/CUHK-AIM-Group/NeuroClaw"],"reviewGroup":"scholarly-evidence"}},{"name":"mikkelkrogsholm/ai-laegens-bord — lab-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve recent PubMed/medRxiv papers for stored laboratory markers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mikkelkrogsholm/ai-laegens-bord","website":"GitHub","packages":".claude/skills/lab-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve recent PubMed/medRxiv papers for stored laboratory markers."],"limitation":"Only retrieval component approved; inferred optimal ranges and patient-specific recommendations unvalidated; parallel rate control requires review.","url":"https://github.com/mikkelkrogsholm/ai-laegens-bord","primarySourceURLs":["https://github.com/mikkelkrogsholm/ai-laegens-bord/blob/61b0fc26d51299a185c43b1ec7ce5ee8f3dcb457/.claude/skills/lab-review/SKILL.md"],"id":"RWE-2094","relevance":{"id":"RWE-2094","decision":"Core","rationale":"Retain the documented evidence function: Retrieve recent PubMed/medRxiv papers for stored laboratory markers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve recent PubMed/medRxiv papers for stored laboratory markers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mikkelkrogsholm/ai-laegens-bord","https://github.com/mikkelkrogsholm/ai-laegens-bord/blob/61b0fc26d51299a185c43b1ec7ce5ee8f3dcb457/.claude/skills/lab-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yimuewood/zju-research-skills — zju-evidence-synthesis","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Plan and synthesize literature with conflict/heterogeneity tracking and source traceability.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yimuewood/zju-research-skills","website":"GitHub","packages":"skills/zju-evidence-synthesis/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan and synthesize literature with conflict/heterogeneity tracking and source traceability."],"limitation":"Protocol and certainty judgments require expert review; no completeness certification.","url":"https://github.com/yimuewood/zju-research-skills","primarySourceURLs":["https://github.com/yimuEwood/zju-research-skills/blob/174e11c35e6ead1e6413afb851f38f5130638ec2/skills/zju-evidence-synthesis/SKILL.md"],"id":"RWE-2095","relevance":{"id":"RWE-2095","decision":"Core","rationale":"Retain the documented evidence function: Plan and synthesize literature with conflict/heterogeneity tracking and source traceability. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Plan and synthesize literature with conflict/heterogeneity tracking and source traceability.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yimuewood/zju-research-skills","https://github.com/yimuEwood/zju-research-skills/blob/174e11c35e6ead1e6413afb851f38f5130638ec2/skills/zju-evidence-synthesis/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ferroxlabs/wayland — academic-paper-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Review manuscript structure, methods, results and research reporting gaps.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ferroxlabs/wayland","website":"GitHub","packages":"src/process/resources/skills-library/bodies/skills/writing/academic-paper-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Review manuscript structure, methods, results and research reporting gaps."],"limitation":"Qualitative review support only; not independent peer review or validated methodological audit. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/ferroxlabs/wayland","primarySourceURLs":["https://github.com/FerroxLabs/wayland/blob/ae9c3f815cadd0eb99cde686b4e66213c6e69d57/src/process/resources/skills-library/bodies/skills/writing/academic-paper-review/SKILL.md","https://github.com/TheAppMakerPro/baddassapp/blob/192e7d63c1f528e54864bbe990f7a7871d38a5f9/src/process/resources/skills-library/bodies/skills/writing/academic-paper-review/SKILL.md","https://github.com/FerroxLabs/wayland/blob/2c4ef68850d4c294b90b06394342fb67ea0402c7/src/process/resources/skills-library/bodies/skills/writing/academic-paper-review/SKILL.md","https://github.com/FerroxLabs/wayland/blob/42f8ea4d01928c450e3960e4e2e323a64f2d1b7b/src/process/resources/skills-library/bodies/skills/writing/academic-paper-review/SKILL.md"],"id":"RWE-2096","relevance":{"id":"RWE-2096","decision":"Core","rationale":"Retain the documented evidence function: Review manuscript structure, methods, results and research reporting gaps. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Review manuscript structure, methods, results and research reporting gaps.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ferroxlabs/wayland","https://github.com/FerroxLabs/wayland/blob/ae9c3f815cadd0eb99cde686b4e66213c6e69d57/src/process/resources/skills-library/bodies/skills/writing/academic-paper-review/SKILL.md","https://github.com/TheAppMakerPro/baddassapp/blob/192e7d63c1f528e54864bbe990f7a7871d38a5f9/src/process/resources/skills-library/bodies/skills/writing/academic-paper-review/SKILL.md","https://github.com/FerroxLabs/wayland/blob/2c4ef68850d4c294b90b06394342fb67ea0402c7/src/process/resources/skills-library/bodies/skills/writing/academic-paper-review/SKILL.md","https://github.com/FerroxLabs/wayland/blob/42f8ea4d01928c450e3960e4e2e323a64f2d1b7b/src/process/resources/skills-library/bodies/skills/writing/academic-paper-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"obousquet/obousquet.github.io — biomed-evidence-synthesizer","kind":"Skill","category":"RWE Data & Analytics","summary":"Build evidence tables, reconcile conflicts and grade cautious conclusions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"obousquet/obousquet.github.io","website":"GitHub","packages":".claude/skills/biomed-evidence-synthesizer/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Build evidence tables, reconcile conflicts and grade cautious conclusions."],"limitation":"Evidence grading not validated; human/preclinical applicability must remain separated.","url":"https://github.com/obousquet/obousquet.github.io","primarySourceURLs":["https://github.com/obousquet/obousquet.github.io/blob/e051734a2571f4f3ddc26f90c60cf324d2977387/.claude/skills/biomed-evidence-synthesizer/SKILL.md"],"id":"RWE-2097","relevance":{"id":"RWE-2097","decision":"Core","rationale":"Build evidence tables, reconcile conflicts and grade cautious conclusions. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Build evidence tables, reconcile conflicts and grade cautious conclusions. Limits: Evidence grading not validated; human/preclinical applicability must remain separated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/obousquet/obousquet.github.io/blob/e051734a2571f4f3ddc26f90c60cf324d2977387/.claude/skills/biomed-evidence-synthesizer/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"jd-santos/dotfiles — informed-patient","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Prepare cited health literature review and evidence questions for appointments.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jd-santos/dotfiles","website":"GitHub","packages":"agents/.agents/skills/informed-patient/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Prepare cited health literature review and evidence questions for appointments."],"limitation":"Patient support; symptom interview/clinical interpretations not research validation.","url":"https://github.com/jd-santos/dotfiles","primarySourceURLs":["https://github.com/jd-santos/Dotfiles/blob/2d028d3696a59db263517b24de8e75d09f9bb4cb/agents/.agents/skills/informed-patient/SKILL.md"],"id":"RWE-2098","relevance":{"id":"RWE-2098","decision":"Core","rationale":"Retain the documented evidence function: Prepare cited health literature review and evidence questions for appointments. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Prepare cited health literature review and evidence questions for appointments.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jd-santos/dotfiles","https://github.com/jd-santos/Dotfiles/blob/2d028d3696a59db263517b24de8e75d09f9bb4cb/agents/.agents/skills/informed-patient/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"htlin222/meta-pipe — ma-search-bibliography, ma-peer-review","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: ma-search-bibliography/SKILL.md: Run PubMed/database searches, deduplicate and preserve round-based bibliography/search logs.; ma-peer-review/SKILL.md: Organize meta-analysis manuscript review into issue logs, action items and outcome-level evidence-profile templates.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"htlin222/meta-pipe","website":"GitHub","packages":"ma-search-bibliography/SKILL.md; ma-peer-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ma-search-bibliography/SKILL.md: Run PubMed/database searches, deduplicate and preserve round-based bibliography/search logs.","ma-peer-review/SKILL.md: Organize meta-analysis manuscript review into issue logs, action items and outcome-level evidence-profile templates."],"limitation":"ma-search-bibliography: Companion scripts required; screening and synthesis separate stages. ma-peer-review: Review organization and template initialization only; automatic GRADE suggestions and computed certainty validity are not approved. Scripts and linked templates not tested.","url":"https://github.com/htlin222/meta-pipe","primarySourceURLs":["https://github.com/htlin222/meta-pipe/blob/0fb4d92b6a2fd62e060ad3757d4f75e01d301313/ma-search-bibliography/SKILL.md","https://github.com/htlin222/lymphoma-TLS-outcome/blob/14eb14e92645e9d8caf3f0016a7514df9145b3b9/ma-search-bibliography/SKILL.md","https://github.com/htlin222/meta-pipe/blob/0fb4d92b6a2fd62e060ad3757d4f75e01d301313/ma-peer-review/SKILL.md","https://github.com/htlin222/lymphoma-TLS-outcome/blob/14eb14e92645e9d8caf3f0016a7514df9145b3b9/ma-peer-review/SKILL.md","https://api.github.com/repos/htlin222/meta-pipe/git/blobs/bab57f8e8f501c8be9cf077bb29494d8ae66eb33"],"id":"RWE-2100","relevance":{"id":"RWE-2100","decision":"Core","rationale":"Retain the documented evidence function: PubMed/database retrieval, deduplication and search logs only; manuscript-review organization and automatic certainty suggestions excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed/database retrieval, deduplication and search logs only; manuscript-review organization and automatic certainty suggestions excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/htlin222/meta-pipe","https://github.com/htlin222/meta-pipe/blob/0fb4d92b6a2fd62e060ad3757d4f75e01d301313/ma-search-bibliography/SKILL.md","https://github.com/htlin222/lymphoma-TLS-outcome/blob/14eb14e92645e9d8caf3f0016a7514df9145b3b9/ma-search-bibliography/SKILL.md","https://github.com/htlin222/meta-pipe/blob/0fb4d92b6a2fd62e060ad3757d4f75e01d301313/ma-peer-review/SKILL.md","https://github.com/htlin222/lymphoma-TLS-outcome/blob/14eb14e92645e9d8caf3f0016a7514df9145b3b9/ma-peer-review/SKILL.md","https://api.github.com/repos/htlin222/meta-pipe/git/blobs/bab57f8e8f501c8be9cf077bb29494d8ae66eb33"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ivichadriana/automated_deck_builder — fda-extraction","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Extract preclinical/clinical benchmarking data from FDA review text/figures into JSON.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ivichadriana/automated_deck_builder","website":"GitHub","packages":"scripts/skills/fda-extraction/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Extract preclinical/clinical benchmarking data from FDA review text/figures into JSON."],"limitation":"PDF/figure extraction requires review; missing values preserved rather than inferred.","url":"https://github.com/ivichadriana/automated_deck_builder","primarySourceURLs":["https://github.com/ivichadriana/Automated_Deck_Builder/blob/308794bc27cd455288dfca8e1c9b6dae2508eed8/scripts/skills/fda-extraction/SKILL.md"],"id":"RWE-2102","relevance":{"id":"RWE-2102","decision":"Core","rationale":"Retain the documented evidence function: Clinical study/safety evidence extraction from FDA review documents only; preclinical benchmarking not independently Core. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinical study/safety evidence extraction from FDA review documents only; preclinical benchmarking not independently Core.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ivichadriana/automated_deck_builder","https://github.com/ivichadriana/Automated_Deck_Builder/blob/308794bc27cd455288dfca8e1c9b6dae2508eed8/scripts/skills/fda-extraction/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sgbms1/ja-news-skills — ronbun-access","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Find accessible papers through DOI/OA APIs and Japanese repositories/library routes.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sgbms1/ja-news-skills","website":"GitHub","packages":"skills/ronbun-access/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Find accessible papers through DOI/OA APIs and Japanese repositories/library routes."],"limitation":"Access rights and API conditions source dependent; no guarantee of full text.","url":"https://github.com/sgbms1/ja-news-skills","primarySourceURLs":["https://github.com/sgbms1/ja-news-skills/blob/64fed12f8cfe2a56641341db092c218847827db8/skills/ronbun-access/SKILL.md"],"id":"RWE-2103","relevance":{"id":"RWE-2103","decision":"Core","rationale":"Retain the documented evidence function: Find accessible papers through DOI/OA APIs and Japanese repositories/library routes. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Find accessible papers through DOI/OA APIs and Japanese repositories/library routes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sgbms1/ja-news-skills","https://github.com/sgbms1/ja-news-skills/blob/64fed12f8cfe2a56641341db092c218847827db8/skills/ronbun-access/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"2nth-ai/skills — public-health","kind":"Skill","category":"Public health & surveillance","summary":"Support rate adjustment, surveillance interpretation and South African public-health evidence framing.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"2nth-ai/skills","website":"GitHub","packages":"health/public-health/SKILL.md","workflowFit":["Public health & surveillance"],"capabilities":["Support rate adjustment, surveillance interpretation and South African public-health evidence framing."],"limitation":"Reference framework only; static burden/legal data may stale and no validated analysis engine. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/2nth-ai/skills","primarySourceURLs":["https://github.com/2nth-ai/skills/blob/26238a6e5563df4818a6c2f4da856cf5e3824eeb/health/public-health/SKILL.md"],"id":"RWE-2104","relevance":{"id":"RWE-2104","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Support rate adjustment, surveillance interpretation and South African public-health evidence framing.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/2nth-ai/skills/blob/26238a6e5563df4818a6c2f4da856cf5e3824eeb/health/public-health/SKILL.md"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"artnerc/echo-elm — echo-qm-reference","kind":"Skill","category":"OMOP & terminology","summary":"Explain quality-measure evaluation, MeasureReports and terminology/provenance dependencies.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"artnerc/echo-elm","website":"GitHub","packages":".claude/skills/echo-qm-reference/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["Explain quality-measure evaluation, MeasureReports and terminology/provenance dependencies."],"limitation":"Reference skill only; echo-elm is translator and does not execute measures.","url":"https://github.com/artnerc/echo-elm","primarySourceURLs":["https://github.com/ArtnerC/echo-elm/blob/56498afc61f4093dd74a11f17337eeea702d5946/.claude/skills/echo-qm-reference/SKILL.md"],"id":"RWE-2105","relevance":{"id":"RWE-2105","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Explain quality-measure evaluation, MeasureReports and terminology/provenance dependencies.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ArtnerC/echo-elm/blob/56498afc61f4093dd74a11f17337eeea702d5946/.claude/skills/echo-qm-reference/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"tasselszcx/useful-paper-skills — paper-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search multiple scholarly sources and extract available paper text/PDFs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tasselszcx/useful-paper-skills","website":"GitHub","packages":"paper-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search multiple scholarly sources and extract available paper text/PDFs."],"limitation":"Wrapper of paper-search-mcp local clone; canonical project dedup required.","url":"https://github.com/tasselszcx/useful-paper-skills","primarySourceURLs":["https://github.com/Tasselszcx/useful-paper-skills/blob/30f34d36b22500486dc2e98ff151623bca6a909e/paper-search/SKILL.md"],"id":"RWE-2108","relevance":{"id":"RWE-2108","decision":"Core","rationale":"Retain the documented evidence function: Search multiple scholarly sources and extract available paper text/PDFs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search multiple scholarly sources and extract available paper text/PDFs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tasselszcx/useful-paper-skills","https://github.com/Tasselszcx/useful-paper-skills/blob/30f34d36b22500486dc2e98ff151623bca6a909e/paper-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"michaelrdionne/clinical-agent-skills — evidence-check","kind":"Skill","category":"RWE Data & Analytics","summary":"Cross-check drug/evidence claims using labels and PMID-backed records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"michaelrdionne/clinical-agent-skills","website":"GitHub","packages":"skills/evidence-check/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Cross-check drug/evidence claims using labels and PMID-backed records."],"limitation":"Lookup support only; absence from one search is not evidence of absence and clinical claims need review.","url":"https://github.com/michaelrdionne/clinical-agent-skills","primarySourceURLs":["https://github.com/MichaelRDionne/clinical-agent-skills/blob/13a7b59855abf99678ff8057d68b3713fc245510/skills/evidence-check/SKILL.md"],"id":"RWE-2109","relevance":{"id":"RWE-2109","decision":"Core","rationale":"Cross-check drug/evidence claims using labels and PMID-backed records. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Cross-check drug/evidence claims using labels and PMID-backed records. Limits: Lookup support only; absence from one search is not evidence of absence and clinical claims need review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/MichaelRDionne/clinical-agent-skills/blob/13a7b59855abf99678ff8057d68b3713fc245510/skills/evidence-check/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"ucarcompany/taac2026-agent-pro — lit-mine","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Collect and rank scholarly candidates with source-grounded reading outputs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ucarcompany/taac2026-agent-pro","website":"GitHub","packages":".claude/skills/lit-mine/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Collect and rank scholarly candidates with source-grounded reading outputs."],"limitation":"Research-competition specialization; only retrieval/evidence component, not algorithm design.","url":"https://github.com/ucarcompany/taac2026-agent-pro","primarySourceURLs":["https://github.com/ucarcompany/TAAC2026-Agent-pro/blob/177ed28eec6f93155e48aaa7358f42eb5846e8a6/.claude/skills/lit-mine/SKILL.md"],"id":"RWE-2110","relevance":{"id":"RWE-2110","decision":"Core","rationale":"Retain the documented evidence function: Collect and rank scholarly candidates with source-grounded reading outputs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Collect and rank scholarly candidates with source-grounded reading outputs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ucarcompany/taac2026-agent-pro","https://github.com/ucarcompany/TAAC2026-Agent-pro/blob/177ed28eec6f93155e48aaa7358f42eb5846e8a6/.claude/skills/lit-mine/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"vamseeachanta/workspace-hub — waypoint-based-design","kind":"Skill","category":"Trials & Study Design","summary":"Organize trial research/protocol sections and resumable source artifacts.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vamseeachanta/workspace-hub","website":"GitHub","packages":".claude/skills/_archive/science/bio-research/clinical-trial-protocol/waypoint-based-design/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Organize trial research/protocol sections and resumable source artifacts."],"limitation":"Reference subskill only; sample-size validation claim not independently verified. Other discovered, held or excluded components are outside this approval. Excluded from approval — clinical-trial-protocol-similar-clinical-trials: Placeholder asking for five to ten similar trials, without retrieval method or decision rules.","url":"https://github.com/vamseeachanta/workspace-hub","primarySourceURLs":["https://github.com/vamseeachanta/workspace-hub/blob/74c4da02ef46ff088cfb224348934aac5b43b82a/.claude/skills/_archive/science/bio-research/clinical-trial-protocol/waypoint-based-design/SKILL.md"],"id":"RWE-2111","relevance":{"id":"RWE-2111","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Organize trial research/protocol sections and resumable source artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vamseeachanta/workspace-hub/blob/74c4da02ef46ff088cfb224348934aac5b43b82a/.claude/skills/_archive/science/bio-research/clinical-trial-protocol/waypoint-based-design/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"baneeishaque/ljt-520_openclaw-backup — paper-compare","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Compare up to five papers across methods/findings/limitations with source metadata.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"baneeishaque/ljt-520_openclaw-backup","website":"GitHub","packages":"skills/kexu9/paper-compare/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Compare up to five papers across methods/findings/limitations with source metadata."],"limitation":"Qualitative comparison/quality scores require review; backup copy needs canonical attribution.","url":"https://github.com/baneeishaque/ljt-520_openclaw-backup","primarySourceURLs":["https://github.com/baneeishaque/ljt-520_openclaw-backup/blob/e7d5728ce0b5428e03af6d334d2465422d3d9bff/skills/kexu9/paper-compare/SKILL.md"],"id":"RWE-2112","relevance":{"id":"RWE-2112","decision":"Core","rationale":"Retain the documented evidence function: Compare up to five papers across methods/findings/limitations with source metadata. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Compare up to five papers across methods/findings/limitations with source metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/baneeishaque/ljt-520_openclaw-backup","https://github.com/baneeishaque/ljt-520_openclaw-backup/blob/e7d5728ce0b5428e03af6d334d2465422d3d9bff/skills/kexu9/paper-compare/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"xootb/research — research-papers","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search PubMed/Semantic Scholar/arXiv/OpenAlex and organize PDFs/BibTeX.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xootb/research","website":"GitHub","packages":".cursor/skills/research-papers/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search PubMed/Semantic Scholar/arXiv/OpenAlex and organize PDFs/BibTeX."],"limitation":"Agent relevance screening not validated; source/PDF access constraints.","url":"https://github.com/xootb/research","primarySourceURLs":["https://github.com/XooTB/research/blob/0913fd2f0e322ae137c6c88892cd920e0d3ac08f/.cursor/skills/research-papers/SKILL.md"],"id":"RWE-2113","relevance":{"id":"RWE-2113","decision":"Core","rationale":"Retain the documented evidence function: Search PubMed/Semantic Scholar/arXiv/OpenAlex and organize PDFs/BibTeX. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search PubMed/Semantic Scholar/arXiv/OpenAlex and organize PDFs/BibTeX.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xootb/research","https://github.com/XooTB/research/blob/0913fd2f0e322ae137c6c88892cd920e0d3ac08f/.cursor/skills/research-papers/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"modbender/skill-library-mcp — scholargraph","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search scholarly sources, analyze papers and construct research knowledge graph.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"modbender/skill-library-mcp","website":"GitHub","packages":"data/scholargraph/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search scholarly sources, analyze papers and construct research knowledge graph."],"limitation":"Skill-library copy; canonical ScholarGraph implementation/provider availability requires reconciliation. Other discovered, held or excluded components are outside this approval. Excluded from approval — pmc-harvest: PMC-harvest instruction documents NCBI search/OAI-PMH and Node helper contracts. Excluded from approval — zotero: Zotero API and OA attachment operations documented in skill-library-mcp copy, but primary component publisher remains unresolved.","url":"https://github.com/modbender/skill-library-mcp","primarySourceURLs":["https://github.com/modbender/skill-library-mcp/blob/5934c483768f9f8c792b8b7c0bb6f45a77df3edf/data/scholargraph/SKILL.md"],"id":"RWE-2114","relevance":{"id":"RWE-2114","decision":"Core","rationale":"Retain the documented evidence function: Search scholarly sources, analyze papers and construct research knowledge graph. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search scholarly sources, analyze papers and construct research knowledge graph.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/modbender/skill-library-mcp","https://github.com/modbender/skill-library-mcp/blob/5934c483768f9f8c792b8b7c0bb6f45a77df3edf/data/scholargraph/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"flight505/skill-forge — perplexity-search","kind":"Skill","category":"RWE Data & Analytics","summary":"Plan biomedical/scientific queries using search/ask/reason/research tool contracts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"flight505/skill-forge","website":"GitHub","packages":"skills/21-toolkit/perplexity-search/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Plan biomedical/scientific queries using search/ask/reason/research tool contracts."],"limitation":"Guide only; actual search supplied by upstream Perplexity MCP. Other discovered, held or excluded components are outside this approval. Excluded from approval — openevidence-rate-limits: Advertises exact OpenEvidence endpoint limits without primary API documentation; displayed token bucket queues requests but has no timer to refill/drain when callers stop, so promised rate-limiting contract is not established.","url":"https://github.com/flight505/skill-forge","primarySourceURLs":["https://github.com/flight505/skill-forge/blob/a8d8ca2cde01b847b6a98d74c2c5aebddca94c71/skills/21-toolkit/perplexity-search/SKILL.md"],"id":"RWE-2115","relevance":{"id":"RWE-2115","decision":"Core","rationale":"Plan biomedical/scientific queries using search/ask/reason/research tool contracts. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Plan biomedical/scientific queries using search/ask/reason/research tool contracts. Limits: Guide only; actual search supplied by upstream Perplexity MCP. Other discovered, held or excluded components are outside this approval. Excluded from approval — openevidence-rate-limits: Advertises exact OpenEvidence endpoint limits without primary API documentation; displayed token bucket queues requests but has no timer to refill/drain when callers stop, so promised rate-limiting contract is not established.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/flight505/skill-forge/blob/a8d8ca2cde01b847b6a98d74c2c5aebddca94c71/skills/21-toolkit/perplexity-search/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"shaitamam-80/shaitamammedaihub — pubmed-query","kind":"Skill","category":"RWE Data & Analytics","summary":"Build MeSH/Boolean/field-tag searches and reusable sensitivity/specificity query blocks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shaitamam-80/shaitamammedaihub","website":"GitHub","packages":"backend/app/core/skills/pubmed-query/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Build MeSH/Boolean/field-tag searches and reusable sensitivity/specificity query blocks."],"limitation":"Search strategy requires librarian/domain validation; no result completeness guarantee.","url":"https://github.com/shaitamam-80/shaitamammedaihub","primarySourceURLs":["https://github.com/shaitamam-80/shaitamamMedAIHub/blob/5047d6aed8a71b23dd77a50da5423eff19aad4bd/backend/app/core/skills/pubmed-query/SKILL.md"],"id":"RWE-2117","relevance":{"id":"RWE-2117","decision":"Core","rationale":"Build MeSH/Boolean/field-tag searches and reusable sensitivity/specificity query blocks. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Build MeSH/Boolean/field-tag searches and reusable sensitivity/specificity query blocks. Limits: Search strategy requires librarian/domain validation; no result completeness guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shaitamam-80/shaitamamMedAIHub/blob/5047d6aed8a71b23dd77a50da5423eff19aad4bd/backend/app/core/skills/pubmed-query/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"anavvanzin/anavvanzin.github.io — alterlab-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Plan multi-source searches and produce evidence tables/cited review documents.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anavvanzin/anavvanzin.github.io","website":"GitHub","packages":".claude/skills/alterlab-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan multi-source searches and produce evidence tables/cited review documents."],"limitation":"Only workflow documentation reviewed; bias/PRISMA claims not fully method-audited.","url":"https://github.com/anavvanzin/anavvanzin.github.io","primarySourceURLs":["https://github.com/anavvanzin/anavvanzin.github.io/blob/12887ea7a86c5b382763d8d8e5e625152e199f3a/.claude/skills/alterlab-literature-review/SKILL.md"],"id":"RWE-2118","relevance":{"id":"RWE-2118","decision":"Core","rationale":"Retain the documented evidence function: Plan multi-source searches and produce evidence tables/cited review documents. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Plan multi-source searches and produce evidence tables/cited review documents.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/anavvanzin/anavvanzin.github.io","https://github.com/anavvanzin/anavvanzin.github.io/blob/12887ea7a86c5b382763d8d8e5e625152e199f3a/.claude/skills/alterlab-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mingel-github/claude-skills — med-paper-comparison","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Compare scholarly methods, findings and contradictions with structured synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mingel-github/claude-skills","website":"GitHub","packages":"med-paper-comparison/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Compare scholarly methods, findings and contradictions with structured synthesis."],"limitation":"Qualitative comparison needs full source access and expert judgment.","url":"https://github.com/mingel-github/claude-skills","primarySourceURLs":["https://github.com/Mingel-github/claude-skills/blob/5306d66cbe0d46006172967bcd282294e2563c51/med-paper-comparison/SKILL.md"],"id":"RWE-2119","relevance":{"id":"RWE-2119","decision":"Core","rationale":"Retain the documented evidence function: Compare scholarly methods, findings and contradictions with structured synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Compare scholarly methods, findings and contradictions with structured synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mingel-github/claude-skills","https://github.com/Mingel-github/claude-skills/blob/5306d66cbe0d46006172967bcd282294e2563c51/med-paper-comparison/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"manikandareas/aqsha — research-medicine","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Track review screening stages and distinguish study design/clinical relevance.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"manikandareas/aqsha","website":"GitHub","packages":"apps/agent/src/mastra/skills/research-medicine/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Track review screening stages and distinguish study design/clinical relevance."],"limitation":"High-level reference skill only; evidence hierarchy oversimplifies some questions and is not full review protocol.","url":"https://github.com/manikandareas/aqsha","primarySourceURLs":["https://github.com/manikandareas/aqsha/blob/ff9ed1fc76bd783c9ef864c3862cc11a8b49c796/apps/agent/src/mastra/skills/research-medicine/SKILL.md"],"id":"RWE-2120","relevance":{"id":"RWE-2120","decision":"Core","rationale":"Retain the documented evidence function: Track review screening stages and distinguish study design/clinical relevance. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Track review screening stages and distinguish study design/clinical relevance.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/manikandareas/aqsha","https://github.com/manikandareas/aqsha/blob/ff9ed1fc76bd783c9ef864c3862cc11a8b49c796/apps/agent/src/mastra/skills/research-medicine/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yuhangjiang22/chart-review-platform — chart-review","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Abstract EHR evidence against phenotype rubrics with explicit information states.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yuhangjiang22/chart-review-platform","website":"GitHub","packages":".claude/skills/chart-review/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Abstract EHR evidence against phenotype rubrics with explicit information states."],"limitation":"Requires active phenotype criteria and chart access; model abstraction accuracy unvalidated.","url":"https://github.com/yuhangjiang22/chart-review-platform","primarySourceURLs":["https://github.com/yuhangjiang22/chart-review-platform/blob/1bef97c797bdf47e0340ef2f3f4d9a6fb3f6e4f8/.claude/skills/chart-review/SKILL.md"],"id":"RWE-2121","relevance":{"id":"RWE-2121","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Abstract EHR evidence against phenotype rubrics with explicit information states.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yuhangjiang22/chart-review-platform/blob/1bef97c797bdf47e0340ef2f3f4d9a6fb3f6e4f8/.claude/skills/chart-review/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ahmedanwar-gazy/latex_templet — research-information-literacy","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Navigate scholarly databases, compare sources and manage project citation/method materials.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ahmedanwar-gazy/latex_templet","website":"GitHub","packages":".agents/skills/research-information-literacy/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Navigate scholarly databases, compare sources and manage project citation/method materials."],"limitation":"Educational framework; no automated methodological verification.","url":"https://github.com/ahmedanwar-gazy/latex_templet","primarySourceURLs":["https://github.com/AhmedAnwar-Gazy/latex_templet/blob/2320d3e8409ff13a89939e4942e774b112ca6752/.agents/skills/research-information-literacy/SKILL.md"],"id":"RWE-2122","relevance":{"id":"RWE-2122","decision":"Core","rationale":"Retain the documented evidence function: Navigate scholarly databases, compare sources and manage project citation/method materials. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Navigate scholarly databases, compare sources and manage project citation/method materials.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ahmedanwar-gazy/latex_templet","https://github.com/AhmedAnwar-Gazy/latex_templet/blob/2320d3e8409ff13a89939e4942e774b112ca6752/.agents/skills/research-information-literacy/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"digital-science/dimcli — dimcli","kind":"Skill","category":"Trials & Study Design","summary":"Retrieve publications, grants, trials, datasets and bibliometric organization profiles.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"digital-science/dimcli","website":"GitHub","packages":".claude/skills/dimcli/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Retrieve publications, grants, trials, datasets and bibliometric organization profiles."],"limitation":"Requires Dimensions Analytics access; source counts/fields can change.","url":"https://github.com/digital-science/dimcli","primarySourceURLs":["https://github.com/digital-science/dimcli/blob/3a12983d084d8c9e9db4feb6b398ced4deda7f04/.claude/skills/dimcli/SKILL.md"],"id":"RWE-2123","relevance":{"id":"RWE-2123","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Retrieve publications, grants, trials, datasets and bibliometric organization profiles.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/digital-science/dimcli/blob/3a12983d084d8c9e9db4feb6b398ced4deda7f04/.claude/skills/dimcli/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"bonc-ai/cogseed — ee99fbb42964","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search scholarly APIs, deduplicate passages and verify quoted text/DOI provenance.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bonc-ai/cogseed","website":"GitHub","packages":"resources/builtin/marketplace/skills/ee99fbb42964/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search scholarly APIs, deduplicate passages and verify quoted text/DOI provenance."],"limitation":"Lexical match does not prove claim support; source API access and script behavior not runtime tested.","url":"https://github.com/bonc-ai/cogseed","primarySourceURLs":["https://github.com/bonc-ai/cogseed/blob/d6b62b44b2ae5bdba08e81dc7dc04db9d911f5d1/resources/builtin/marketplace/skills/ee99fbb42964/SKILL.md"],"id":"RWE-2124","relevance":{"id":"RWE-2124","decision":"Core","rationale":"Retain the documented evidence function: Search scholarly APIs, deduplicate passages and verify quoted text/DOI provenance. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search scholarly APIs, deduplicate passages and verify quoted text/DOI provenance.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bonc-ai/cogseed","https://github.com/bonc-ai/cogseed/blob/d6b62b44b2ae5bdba08e81dc7dc04db9d911f5d1/resources/builtin/marketplace/skills/ee99fbb42964/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"netease-youdao/scholarclaw — root skill","kind":"Research benchmark","category":"Literature & Evidence Synthesis","summary":"Search/analyze papers, citation links and benchmark literature via ScholarClaw API.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"netease-youdao/scholarclaw","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search/analyze papers, citation links and benchmark literature via ScholarClaw API."],"limitation":"Source/provider access and generated analysis untested; official=false metadata preserved.","url":"https://github.com/netease-youdao/scholarclaw","primarySourceURLs":["https://github.com/netease-youdao/ScholarClaw/blob/97bdb5e4a763d4f98d4603f5be876587c0871e0f/SKILL.md"],"id":"RWE-2126","relevance":{"id":"RWE-2126","decision":"Core","rationale":"Retain the documented evidence function: Search/analyze papers, citation links and benchmark literature via ScholarClaw API. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search/analyze papers, citation links and benchmark literature via ScholarClaw API.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/netease-youdao/scholarclaw","https://github.com/netease-youdao/ScholarClaw/blob/97bdb5e4a763d4f98d4603f5be876587c0871e0f/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"luokai0/ai-agent-skills-by-luo-kai — deep-web-fetcher","kind":"Skill","category":"RWE Data & Analytics","summary":"Extract academic article text/metadata and medical/ML study metrics using browser/readability script.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"luokai0/ai-agent-skills-by-luo-kai","website":"GitHub","packages":"ai-agent-skills/22-clawhub-skills/deep-web-fetcher/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Extract academic article text/metadata and medical/ML study metrics using browser/readability script."],"limitation":"Extraction accuracy not verified; healthcare fields require source comparison. Other discovered, held or excluded components are outside this approval. Excluded from approval — clinical-engineering-expert: Clinical engineering overview lists expertise and standards but supplies no HTA input/evidence/output method; generic maintenance checklist does not substantiate expert-level technology assessment.","url":"https://github.com/luokai0/ai-agent-skills-by-luo-kai","primarySourceURLs":["https://github.com/luokai0/ai-agent-skills-by-luo-kai/blob/4d2fb89cdfb75f3f6fd3c6c5ec9ad90ea129eb3c/ai-agent-skills/22-clawhub-skills/deep-web-fetcher/SKILL.md"],"id":"RWE-2127","relevance":{"id":"RWE-2127","decision":"Core","rationale":"Extract academic article text/metadata and medical/ML study metrics using browser/readability script. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Extract academic article text/metadata and medical/ML study metrics using browser/readability script. Limits: Extraction accuracy not verified; healthcare fields require source comparison. Other discovered, held or excluded components are outside this approval. Excluded from approval — clinical-engineering-expert: Clinical engineering overview lists expertise and standards but supplies no HTA input/evidence/output method; generic maintenance checklist does not substantiate expert-level technology assessment.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/luokai0/ai-agent-skills-by-luo-kai/blob/4d2fb89cdfb75f3f6fd3c6c5ec9ad90ea129eb3c/ai-agent-skills/22-clawhub-skills/deep-web-fetcher/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"maybebio/pyresearch-readingskill — intro-analysis","kind":"Skill","category":"RWE Data & Analytics","summary":"Extract themes/timelines from supplied abstracts/intros with paired source analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"maybebio/pyresearch-readingskill","website":"GitHub","packages":"skills/intro-analysis/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Extract themes/timelines from supplied abstracts/intros with paired source analysis."],"limitation":"Introduction-only evidence cannot substantiate study results or complete reviews.","url":"https://github.com/maybebio/pyresearch-readingskill","primarySourceURLs":["https://github.com/MaybeBio/pyResearch-ReadingSkill/blob/e851afd9912f51271e5f8a1f5e106196ce24a2e7/skills/intro-analysis/SKILL.md"],"id":"RWE-2128","relevance":{"id":"RWE-2128","decision":"Core","rationale":"Extract themes/timelines from supplied abstracts/intros with paired source analysis. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Extract themes/timelines from supplied abstracts/intros with paired source analysis. Limits: Introduction-only evidence cannot substantiate study results or complete reviews.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/MaybeBio/pyResearch-ReadingSkill/blob/e851afd9912f51271e5f8a1f5e106196ce24a2e7/skills/intro-analysis/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"hepai-lab/drsai — academic-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search scholarly sources, inspect OA/PDF availability and export references.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hepai-lab/drsai","website":"GitHub","packages":"skills/skills_hepai/academic-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search scholarly sources, inspect OA/PDF availability and export references."],"limitation":"Browser sessions/API access needed; source ranking and coverage not independently validated.","url":"https://github.com/hepai-lab/drsai","primarySourceURLs":["https://github.com/hepai-lab/drsai/blob/700ffa802c7d3a000f8f6b611f256bdf713ea789/skills/skills_hepai/academic-search/SKILL.md"],"id":"RWE-2129","relevance":{"id":"RWE-2129","decision":"Core","rationale":"Retain the documented evidence function: Search scholarly sources, inspect OA/PDF availability and export references. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search scholarly sources, inspect OA/PDF availability and export references.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hepai-lab/drsai","https://github.com/hepai-lab/drsai/blob/700ffa802c7d3a000f8f6b611f256bdf713ea789/skills/skills_hepai/academic-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"appeeky/expo-healthkit — expo-healthkit","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Access HealthKit/Health Connect samples, statistics, ECG and clinical records through Expo SDK.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"appeeky/expo-healthkit","website":"GitHub","packages":".cursor/skills/expo-healthkit/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Access HealthKit/Health Connect samples, statistics, ECG and clinical records through Expo SDK."],"limitation":"Agent-facing SDK usage instruction; platform permissions and data availability differ.","url":"https://github.com/appeeky/expo-healthkit","primarySourceURLs":["https://github.com/appeeky/expo-healthkit/blob/dd50903092fafbe14ae0444dc12ae665a1a90df3/.cursor/skills/expo-healthkit/SKILL.md"],"id":"RWE-2130","relevance":{"id":"RWE-2130","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Access HealthKit/Health Connect samples, statistics, ECG and clinical records through Expo SDK.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/appeeky/expo-healthkit/blob/dd50903092fafbe14ae0444dc12ae665a1a90df3/.cursor/skills/expo-healthkit/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"gaoxingkele/mylib — 00.2-Full-empirical-analysis-skill_Stata","kind":"Skill","category":"Causal Inference & Analytics","summary":"Structure empirical analysis using Stata causal/statistical packages and research tables/figures.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gaoxingkele/mylib","website":"GitHub","packages":"Auto-Empirical-Research-Skills/skills/00.2-Full-empirical-analysis-skill_Stata/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Structure empirical analysis using Stata causal/statistical packages and research tables/figures."],"limitation":"Very long instruction reviewed only selected declarations/headings; no endorsement of specific estimators or causal conclusions.","url":"https://github.com/gaoxingkele/mylib","primarySourceURLs":["https://github.com/gaoxingkele/mylib/blob/e3b5eaa6342b45549626a1be6d31c255b2fa8016/Auto-Empirical-Research-Skills/skills/00.2-Full-empirical-analysis-skill_Stata/SKILL.md","https://github.com/gaoxingkele/mylib/blob/e3b5eaa6342b45549626a1be6d31c255b2fa8016/Auto-Empirical-Research-Skills/plugins/empirical-analysis-stata/skills/pipeline/SKILL.md","https://github.com/caixinyu2017-star/xixi/blob/fb8627427141b5d4ae9cb424fb38225b20d3ae9d/plugins/auto-empirical-research-skills/skills/00.2-Full-empirical-analysis-skill_Stata/SKILL.md","https://github.com/one-step-beh1nd/skillbank/blob/7e3ac3ede1d776ed5dca5caa2f2b4559c185e1f8/skills/stanford_auto_empirical_research_skills__Full-empirical-analysis-skill-Stata__skills__00.2-Full-empirical-analysis-skill_Stata/SKILL.md"],"id":"RWE-2132","relevance":{"id":"RWE-2132","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Structure empirical analysis using Stata causal/statistical packages and research tables/figures.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gaoxingkele/mylib/blob/e3b5eaa6342b45549626a1be6d31c255b2fa8016/Auto-Empirical-Research-Skills/skills/00.2-Full-empirical-analysis-skill_Stata/SKILL.md","https://github.com/gaoxingkele/mylib/blob/e3b5eaa6342b45549626a1be6d31c255b2fa8016/Auto-Empirical-Research-Skills/plugins/empirical-analysis-stata/skills/pipeline/SKILL.md","https://github.com/caixinyu2017-star/xixi/blob/fb8627427141b5d4ae9cb424fb38225b20d3ae9d/plugins/auto-empirical-research-skills/skills/00.2-Full-empirical-analysis-skill_Stata/SKILL.md","https://github.com/one-step-beh1nd/skillbank/blob/7e3ac3ede1d776ed5dca5caa2f2b4559c185e1f8/skills/stanford_auto_empirical_research_skills__Full-empirical-analysis-skill-Stata__skills__00.2-Full-empirical-analysis-skill_Stata/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"xhli2/bi0-chat-backend — literature-triage","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Bounded PubMed triage guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xhli2/bi0-chat-backend","website":"GitHub","packages":"skills/literature-triage/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Bounded PubMed triage guidance"],"limitation":"Three to five hits are not systematic coverage; article type cannot be reliably established from titles alone.","url":"https://github.com/xhli2/bi0-chat-backend","primarySourceURLs":["https://github.com/xhli2/bi0-chat-backend/blob/5876c9544b23e6f88bb0658335962dd245f55046/skills/literature-triage/SKILL.md"],"id":"RWE-2133","relevance":{"id":"RWE-2133","decision":"Core","rationale":"Retain the documented evidence function: Bounded PubMed triage guidance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Bounded PubMed triage guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xhli2/bi0-chat-backend","https://github.com/xhli2/bi0-chat-backend/blob/5876c9544b23e6f88bb0658335962dd245f55046/skills/literature-triage/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"martinsbruveris/skills — academic-deep-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Discover arXiv literature, read primary papers and synthesize supported claims.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"martinsbruveris/skills","website":"GitHub","packages":"skills/research/academic-deep-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Discover arXiv literature, read primary papers and synthesize supported claims."],"limitation":"Requires companion tooling; depth and search coverage must remain explicit.","url":"https://github.com/martinsbruveris/skills","primarySourceURLs":["https://github.com/martinsbruveris/skills/blob/88a84168271c2155be08d7fb96f4fc8e16cf47e8/skills/research/academic-deep-research/SKILL.md"],"id":"RWE-2134","relevance":{"id":"RWE-2134","decision":"Core","rationale":"Retain the documented evidence function: Discover arXiv literature, read primary papers and synthesize supported claims. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Discover arXiv literature, read primary papers and synthesize supported claims.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/martinsbruveris/skills","https://github.com/martinsbruveris/skills/blob/88a84168271c2155be08d7fb96f4fc8e16cf47e8/skills/research/academic-deep-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"maxwell2732/paper-replicate-agent-demo — replicate-paper","kind":"Skill","category":"RWE Data & Analytics","summary":"Reproduce study analyses with explicit data/variable gaps and Python/R outputs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"maxwell2732/paper-replicate-agent-demo","website":"GitHub","packages":".claude/skills/replicate-paper/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Reproduce study analyses with explicit data/variable gaps and Python/R outputs."],"limitation":"Authorized UK Biobank/similar data needed; proxy substitutions must remain assumptions, not exact replication.","url":"https://github.com/maxwell2732/paper-replicate-agent-demo","primarySourceURLs":["https://github.com/maxwell2732/paper-replicate-agent-demo/blob/83399e04a0a6d0c21578975c1556c8963a7a51dd/.claude/skills/replicate-paper/SKILL.md"],"id":"RWE-2135","relevance":{"id":"RWE-2135","decision":"Core","rationale":"Reproduce study analyses with explicit data/variable gaps and Python/R outputs. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Reproduce study analyses with explicit data/variable gaps and Python/R outputs. Limits: Authorized UK Biobank/similar data needed; proxy substitutions must remain assumptions, not exact replication.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/maxwell2732/paper-replicate-agent-demo/blob/83399e04a0a6d0c21578975c1556c8963a7a51dd/.claude/skills/replicate-paper/SKILL.md"],"reviewGroup":"research-method"}},{"name":"santos-sanz/lifeskills — research-evidence-synthesis","kind":"Skill","category":"RWE Data & Analytics","summary":"Compare external evidence and reconcile contradictory claims in a traceable brief.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"santos-sanz/lifeskills","website":"GitHub","packages":"skills/research-evidence-synthesis/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Compare external evidence and reconcile contradictory claims in a traceable brief."],"limitation":"General research enabling workflow; source quality and conclusions require verification.","url":"https://github.com/santos-sanz/lifeskills","primarySourceURLs":["https://github.com/santos-sanz/lifeskills/blob/b8a4010521ae17c7a5c015e702cc593a6481534b/skills/research-evidence-synthesis/SKILL.md"],"id":"RWE-2136","relevance":{"id":"RWE-2136","decision":"Core","rationale":"Compare external evidence and reconcile contradictory claims in a traceable brief. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Compare external evidence and reconcile contradictory claims in a traceable brief. Limits: General research enabling workflow; source quality and conclusions require verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/santos-sanz/lifeskills/blob/b8a4010521ae17c7a5c015e702cc593a6481534b/skills/research-evidence-synthesis/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"hoanganhduc/openclaw-bot — database-lookup","kind":"Skill","category":"Trials & Study Design","summary":"Route compound/gene/trial/regulatory queries to referenced database workflows.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hoanganhduc/openclaw-bot","website":"GitHub","packages":"workspace/skills/database-lookup/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Route compound/gene/trial/regulatory queries to referenced database workflows."],"limitation":"Reference/routing skill only; downstream tools not separately approved.","url":"https://github.com/hoanganhduc/openclaw-bot","primarySourceURLs":["https://github.com/hoanganhduc/openclaw-bot/blob/90b57cd8fe972436c88e15ea7fcbeeeff73ed082/workspace/skills/database-lookup/SKILL.md"],"id":"RWE-2137","relevance":{"id":"RWE-2137","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Route compound/gene/trial/regulatory queries to referenced database workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hoanganhduc/openclaw-bot/blob/90b57cd8fe972436c88e15ea7fcbeeeff73ed082/workspace/skills/database-lookup/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"loganylchen/skills — clinical-decision-support","kind":"Skill","category":"RWE Data & Analytics","summary":"Structure cohort outcome comparisons and source-grounded research reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"loganylchen/skills","website":"GitHub","packages":"clinical-decision-support/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Structure cohort outcome comparisons and source-grounded research reports."],"limitation":"Only research reporting scope approved; automated GRADE/compliance/treatment claims unvalidated.","url":"https://github.com/loganylchen/skills","primarySourceURLs":["https://github.com/loganylchen/skills/blob/8d4cb7021314381d90f97a56da064ccf469d4663/clinical-decision-support/SKILL.md"],"id":"RWE-2138","relevance":{"id":"RWE-2138","decision":"Core","rationale":"Structure cohort outcome comparisons and source-grounded research reports. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Structure cohort outcome comparisons and source-grounded research reports. Limits: Only research reporting scope approved; automated GRADE/compliance/treatment claims unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/loganylchen/skills/blob/8d4cb7021314381d90f97a56da064ccf469d4663/clinical-decision-support/SKILL.md"],"reviewGroup":"research-method"}},{"name":"sidgyl-anz/academic-research-skills — deep-research","kind":"Skill","category":"RWE Data & Analytics","summary":"Coordinate source discovery, synthesis and research artifacts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sidgyl-anz/academic-research-skills","website":"GitHub","packages":"deep-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Coordinate source discovery, synthesis and research artifacts."],"limitation":"Maintainer Cheng-I Wu attribution retained; variant/upstream family reconciliation needed, no full method audit.","url":"https://github.com/sidgyl-anz/academic-research-skills","primarySourceURLs":["https://github.com/sidgyl-anz/academic-research-skills/blob/86e04645b5139a93d1f6b88f8a36d4bbc6dad619/deep-research/SKILL.md"],"id":"RWE-2139","relevance":{"id":"RWE-2139","decision":"Core","rationale":"Coordinate source discovery, synthesis and research artifacts. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Coordinate source discovery, synthesis and research artifacts. Limits: Maintainer Cheng-I Wu attribution retained; variant/upstream family reconciliation needed, no full method audit.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sidgyl-anz/academic-research-skills/blob/86e04645b5139a93d1f6b88f8a36d4bbc6dad619/deep-research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"brunobracaioli/pet-trainer — academic-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scholarly/official source search, snowballing and structured evidence synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"brunobracaioli/pet-trainer","website":"GitHub","packages":".claude/skills/academic-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly/official source search, snowballing and structured evidence synthesis."],"limitation":"Repository pet context does not limit general scholarly workflow; source appraisal not validated.","url":"https://github.com/brunobracaioli/pet-trainer","primarySourceURLs":["https://github.com/brunobracaioli/pet-trainer/blob/844a7c258a9b4527dcd4bc91b9a669852214731c/.claude/skills/academic-research/SKILL.md"],"id":"RWE-2140","relevance":{"id":"RWE-2140","decision":"Core","rationale":"Retain the documented evidence function: Scholarly/official source search, snowballing and structured evidence synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly/official source search, snowballing and structured evidence synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/brunobracaioli/pet-trainer","https://github.com/brunobracaioli/pet-trainer/blob/844a7c258a9b4527dcd4bc91b9a669852214731c/.claude/skills/academic-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ejarmand/-claude-science-literature-review — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Find scientific sources, check citations/retractions and synthesize evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ejarmand/-claude-science-literature-review","website":"GitHub","packages":"literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Find scientific sources, check citations/retractions and synthesize evidence."],"limitation":"No guarantee of coverage or claim truth; source access required.","url":"https://github.com/ejarmand/-claude-science-literature-review","primarySourceURLs":["https://github.com/ejarmand/-claude-science-literature-review/blob/d850412be30c9297431dd24e98c8ca30c3bf96ef/literature-review/SKILL.md"],"id":"RWE-2141","relevance":{"id":"RWE-2141","decision":"Core","rationale":"Retain the documented evidence function: Find scientific sources, check citations/retractions and synthesize evidence. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Find scientific sources, check citations/retractions and synthesize evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ejarmand/-claude-science-literature-review","https://github.com/ejarmand/-claude-science-literature-review/blob/d850412be30c9297431dd24e98c8ca30c3bf96ef/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"biotender-max/awesome-bio-agent-skills — knowledge-graph-builder","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Ingest structured biomedical data/literature and preserve evidence/context in graph.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"biotender-max/awesome-bio-agent-skills","website":"GitHub","packages":"skills/neuroclaw/knowledge-graph-builder/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Ingest structured biomedical data/literature and preserve evidence/context in graph."],"limitation":"NeuroClaw custom skill author chengwang96; graph inference/trending not causal validation and canonical reconciliation needed.","url":"https://github.com/biotender-max/awesome-bio-agent-skills","primarySourceURLs":["https://github.com/BioTender-max/awesome-bio-agent-skills/blob/8cbdd18837aa6296c4e77616a03b323bd69b57b1/skills/neuroclaw/knowledge-graph-builder/SKILL.md"],"id":"RWE-2142","relevance":{"id":"RWE-2142","decision":"Core","rationale":"Retain the documented evidence function: Source-traceable biomedical literature evidence representation only; molecular graph inference or trend claims excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Source-traceable biomedical literature evidence representation only; molecular graph inference or trend claims excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/biotender-max/awesome-bio-agent-skills","https://github.com/BioTender-max/awesome-bio-agent-skills/blob/8cbdd18837aa6296c4e77616a03b323bd69b57b1/skills/neuroclaw/knowledge-graph-builder/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"marionne-mbh/who-country-profile-skill — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Compile health system/digital infrastructure/guideline context for DAK localization.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"marionne-mbh/who-country-profile-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Compile health system/digital infrastructure/guideline context for DAK localization."],"limitation":"Source-backed starting profile, not final country assessment or scored validity.","url":"https://github.com/marionne-mbh/who-country-profile-skill","primarySourceURLs":["https://github.com/marionne-mbh/WHO-Country-Profile-Skill/blob/07e54c64f3402d4d45060af8074202f7c18dad62/SKILL.md"],"id":"RWE-2146","relevance":{"id":"RWE-2146","decision":"Core","rationale":"Compile health system/digital infrastructure/guideline context for DAK localization. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Compile health system/digital infrastructure/guideline context for DAK localization. Limits: Source-backed starting profile, not final country assessment or scored validity.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/marionne-mbh/WHO-Country-Profile-Skill/blob/07e54c64f3402d4d45060af8074202f7c18dad62/SKILL.md"],"reviewGroup":"research-method"}},{"name":"research-consultancy/rc-skills — build-pubmed-search","kind":"Skill","category":"RWE Data & Analytics","summary":"Build and validate meta-analysis search strings against live records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"research-consultancy/rc-skills","website":"GitHub","packages":"skills/evidence-insight/build-pubmed-search/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Build and validate meta-analysis search strings against live records."],"limitation":"Companion PubMed skill and librarian/PRESS review recommended; source coverage not guaranteed.","url":"https://github.com/research-consultancy/rc-skills","primarySourceURLs":["https://github.com/research-consultancy/rc-skills/blob/c3200744018ef5131d5e16478d86f6d604ed7565/skills/evidence-insight/build-pubmed-search/SKILL.md"],"id":"RWE-2147","relevance":{"id":"RWE-2147","decision":"Core","rationale":"Build and validate meta-analysis search strings against live records. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Build and validate meta-analysis search strings against live records. Limits: Companion PubMed skill and librarian/PRESS review recommended; source coverage not guaranteed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/research-consultancy/rc-skills/blob/c3200744018ef5131d5e16478d86f6d604ed7565/skills/evidence-insight/build-pubmed-search/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"zhuangwenhui/asklepios — deep-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Query local Milvus medical corpus plus PubMed for evidence synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhuangwenhui/asklepios","website":"GitHub","packages":"Asklepios/agent/asklepios/skills/deep-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Query local Milvus medical corpus plus PubMed for evidence synthesis."],"limitation":"Thin integration descriptor; source corpus and workflow execution not tested.","url":"https://github.com/zhuangwenhui/asklepios","primarySourceURLs":["https://github.com/zhuangwenhui/Asklepios/blob/41b859656d4eb37cab5f2e343f729ad9e19710fa/Asklepios/agent/asklepios/skills/deep-research/SKILL.md"],"id":"RWE-2149","relevance":{"id":"RWE-2149","decision":"Core","rationale":"Retain the documented evidence function: Query local Milvus medical corpus plus PubMed for evidence synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Query local Milvus medical corpus plus PubMed for evidence synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zhuangwenhui/asklepios","https://github.com/zhuangwenhui/Asklepios/blob/41b859656d4eb37cab5f2e343f729ad9e19710fa/Asklepios/agent/asklepios/skills/deep-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"marleentheyoung/ai-finance-paper — deep","kind":"Skill","category":"RWE Data & Analytics","summary":"Audit accumulated literature, resolve citations and produce theory-paper related-work analysis.","tags":["Health economics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"marleentheyoung/ai-finance-paper","website":"GitHub","packages":".claude/skills/literature-review/deep/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Audit accumulated literature, resolve citations and produce theory-paper related-work analysis."],"limitation":"Finance specialization; exhaustive/definitive claims not validated and finite search limits apply.","url":"https://github.com/marleentheyoung/ai-finance-paper","primarySourceURLs":["https://github.com/marleentheyoung/ai-finance-paper/blob/91af1634faf0c7e364e70b88ef677e7fa3d0d820/.claude/skills/literature-review/deep/SKILL.md"],"id":"RWE-2150","relevance":{"id":"RWE-2150","decision":"Core","rationale":"Audit accumulated literature, resolve citations and produce theory-paper related-work analysis. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Audit accumulated literature, resolve citations and produce theory-paper related-work analysis. Limits: Finance specialization; exhaustive/definitive claims not validated and finite search limits apply.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/marleentheyoung/ai-finance-paper/blob/91af1634faf0c7e364e70b88ef677e7fa3d0d820/.claude/skills/literature-review/deep/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"halseyyang/skills-hy — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Plan searches, evidence matrices and review drafts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"halseyyang/skills-hy","website":"GitHub","packages":"literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan searches, evidence matrices and review drafts."],"limitation":"Disabled flag present; instruction resource rather than verified active integration. Other discovered, held or excluded components are outside this approval. Excluded from approval — tplc-safety-report: TPLC instruction generates purported CE MDR-compliant reports and converts report-frequency rankings into manufacturer safety comparisons and acceptance criteria. Its own limitations acknowledge missing exposure denominators and noncausal spontaneous reports, but the report contract still calls for comparative…","url":"https://github.com/halseyyang/skills-hy","primarySourceURLs":["https://github.com/HalseyYang/Skills-HY/blob/2e20dc321f0a38269498318856c205201512b1e3/literature-review/SKILL.md"],"id":"RWE-2153","relevance":{"id":"RWE-2153","decision":"Core","rationale":"Retain the documented evidence function: Plan searches, evidence matrices and review drafts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Plan searches, evidence matrices and review drafts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/halseyyang/skills-hy","https://github.com/HalseyYang/Skills-HY/blob/2e20dc321f0a38269498318856c205201512b1e3/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zja2004/bgi-cli — mendelian-randomization-twosamplemr","kind":"Skill","category":"RWE Data & Analytics","summary":"GWAS two-sample MR using IVW, MR-Egger and weighted estimators.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zja2004/bgi-cli","website":"GitHub","packages":"data/skills/mendelian-randomization-twosamplemr/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["GWAS two-sample MR using IVW, MR-Egger and weighted estimators."],"limitation":"Requires R dependencies and valid instrumental assumptions; no method audit. Other discovered, held or excluded components are outside this approval. Excluded from approval — gwas to function via twas: Workflow turns positive/negative TWAS Z into inhibit/activate recommendations and says MR establishes causal directionality; association/colocalization and MR sensitivity alone do not establish therapeutic intervention effects.","url":"https://github.com/zja2004/bgi-cli","primarySourceURLs":["https://github.com/zja2004/BGI-CLI/blob/1aa63b262dc990c7966a0c46da49048360e5dc5a/data/skills/mendelian-randomization-twosamplemr/SKILL.md"],"id":"RWE-2154","relevance":{"id":"RWE-2154","decision":"Core","rationale":"GWAS two-sample MR using IVW, MR-Egger and weighted estimators. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"GWAS two-sample MR using IVW, MR-Egger and weighted estimators. Limits: Requires R dependencies and valid instrumental assumptions; no method audit. Other discovered, held or excluded components are outside this approval. Excluded from approval — gwas to function via twas: Workflow turns positive/negative TWAS Z into inhibit/activate recommendations and says MR establishes causal directionality; association/colocalization and MR sensitivity alone do not establish therapeutic intervention effects.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zja2004/BGI-CLI/blob/1aa63b262dc990c7966a0c46da49048360e5dc5a/data/skills/mendelian-randomization-twosamplemr/SKILL.md"],"reviewGroup":"research-method"}},{"name":"anjanei/clarity — 01_disease_context_mechanism, 03_acute_safety_tolerability","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: evidence_skills/CLARITY_FDA_Review_Skills/01_disease_context_mechanism/SKILL.md: Extract disease mechanism and unmet-need evidence for an asset through Paperclip MCP.; evidence_skills/CLARITY_FDA_Review_Skills/03_acute_safety_tolerability/SKILL.md: Extract dosing-related harms and tolerability evidence through Paperclip MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anjanei/clarity","website":"GitHub","packages":"evidence_skills/CLARITY_FDA_Review_Skills/01_disease_context_mechanism/SKILL.md; evidence_skills/CLARITY_FDA_Review_Skills/03_acute_safety_tolerability/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["evidence_skills/CLARITY_FDA_Review_Skills/01_disease_context_mechanism/SKILL.md: Extract disease mechanism and unmet-need evidence for an asset through Paperclip MCP.","evidence_skills/CLARITY_FDA_Review_Skills/03_acute_safety_tolerability/SKILL.md: Extract dosing-related harms and tolerability evidence through Paperclip MCP."],"limitation":"01_disease_context_mechanism: Requires Paperclip and accessible public sources; not regulatory validation. 03_acute_safety_tolerability: Requires Paperclip/public sources; not clinical safety validation.","url":"https://github.com/anjanei/clarity","primarySourceURLs":["https://github.com/anjanei/clarity/blob/59760691848a2df9fbd3c37a54d48005c1d31fa5/evidence_skills/CLARITY_FDA_Review_Skills/01_disease_context_mechanism/SKILL.md","https://github.com/anjanei/clarity/blob/59760691848a2df9fbd3c37a54d48005c1d31fa5/evidence_skills/CLARITY_FDA_Review_Skills/03_acute_safety_tolerability/SKILL.md"],"id":"RWE-2156","relevance":{"id":"RWE-2156","decision":"Core","rationale":"Retain the documented evidence function: Dosing-related harms/tolerability and unmet-need evidence extraction only; molecular mechanism generation and asset evaluation excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Dosing-related harms/tolerability and unmet-need evidence extraction only; molecular mechanism generation and asset evaluation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/anjanei/clarity","https://github.com/anjanei/clarity/blob/59760691848a2df9fbd3c37a54d48005c1d31fa5/evidence_skills/CLARITY_FDA_Review_Skills/01_disease_context_mechanism/SKILL.md","https://github.com/anjanei/clarity/blob/59760691848a2df9fbd3c37a54d48005c1d31fa5/evidence_skills/CLARITY_FDA_Review_Skills/03_acute_safety_tolerability/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fyng/cohort_curation — guideline-evidence-search","kind":"Skill","category":"RWE Data & Analytics","summary":"Search local parsed oncology guidelines and cite relevant sections and tables.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fyng/cohort_curation","website":"GitHub","packages":".github/skills/guideline-evidence-search/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Search local parsed oncology guidelines and cite relevant sections and tables."],"limitation":"Requires provided parsed guideline corpus; currency and clinical application unverified.","url":"https://github.com/fyng/cohort_curation","primarySourceURLs":["https://github.com/fyng/cohort_curation/blob/123a578076d47ada81ba7049cd4f9b5cfa44178f/.github/skills/guideline-evidence-search/SKILL.md"],"id":"RWE-2157","relevance":{"id":"RWE-2157","decision":"Core","rationale":"Search local parsed oncology guidelines and cite relevant sections and tables. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Search local parsed oncology guidelines and cite relevant sections and tables. Limits: Requires provided parsed guideline corpus; currency and clinical application unverified.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fyng/cohort_curation/blob/123a578076d47ada81ba7049cd4f9b5cfa44178f/.github/skills/guideline-evidence-search/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"drshailesh88/integrated_content_os — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Biomedical literature review planning and extraction checklist","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drshailesh88/integrated_content_os","website":"GitHub","packages":"skills/cardiology/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical literature review planning and extraction checklist","Citation-metadata verification guidance"],"limitation":"Not complete systematic-review compliance. Fixed minimum database counts and a default 5–10-year window do not assure coverage; risk-of-bias tools must fit each design. Crossref metadata checks do not verify claim support. Other content-marketing modules remain unapproved.","url":"https://github.com/drshailesh88/integrated_content_os","primarySourceURLs":["https://github.com/drshailesh88/integrated_content_OS/blob/9e61937ad216229860bd632df76874ada53cea69/skills/cardiology/literature-review/SKILL.md"],"id":"RWE-2158","relevance":{"id":"RWE-2158","decision":"Core","rationale":"Retain the documented evidence function: Biomedical literature review planning and extraction checklist Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biomedical literature review planning and extraction checklist","evidenceLevel":"published-card","evidenceRefs":["https://github.com/drshailesh88/integrated_content_os","https://github.com/drshailesh88/integrated_content_OS/blob/9e61937ad216229860bd632df76874ada53cea69/skills/cardiology/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ryypow/claude-kit — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Scope, search, screen and synthesize scholarly evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ryypow/claude-kit","website":"GitHub","packages":"deep-research/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scope, search, screen and synthesize scholarly evidence."],"limitation":"Instruction workflow requires external search access and appraisal.","url":"https://github.com/ryypow/claude-kit","primarySourceURLs":["https://github.com/ryypow/claude-kit/blob/16b1f05145f461c3a6417cdcd730059b06dc7577/deep-research/skills/literature-review/SKILL.md"],"id":"RWE-2159","relevance":{"id":"RWE-2159","decision":"Core","rationale":"Retain the documented evidence function: Scope, search, screen and synthesize scholarly evidence. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scope, search, screen and synthesize scholarly evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ryypow/claude-kit","https://github.com/ryypow/claude-kit/blob/16b1f05145f461c3a6417cdcd730059b06dc7577/deep-research/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"liusantu123/dscience — dsh-science-literature","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search literature and generate verified-source review drafts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"liusantu123/dscience","website":"GitHub","packages":"skills/dsh-science-literature/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search literature and generate verified-source review drafts."],"limitation":"Generic web tool required; no independent source coverage guarantee.","url":"https://github.com/liusantu123/dscience","primarySourceURLs":["https://github.com/LiuSantu123/dscience/blob/f63da0c72bea0c34c0a729878a17222f86ded53c/skills/dsh-science-literature/SKILL.md"],"id":"RWE-2160","relevance":{"id":"RWE-2160","decision":"Core","rationale":"Retain the documented evidence function: Search literature and generate verified-source review drafts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search literature and generate verified-source review drafts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/liusantu123/dscience","https://github.com/LiuSantu123/dscience/blob/f63da0c72bea0c34c0a729878a17222f86ded53c/skills/dsh-science-literature/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"traderalice/openalice — opencli-reader","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Agent-facing scholarly retrieval through community OpenCLI adapters.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"traderalice/openalice","website":"GitHub","packages":"default/skills/opencli-reader/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Agent-facing scholarly retrieval through community OpenCLI adapters."],"limitation":"Upstream jackwener/opencli dependency; adapters and access untested.","url":"https://github.com/traderalice/openalice","primarySourceURLs":["https://github.com/TraderAlice/OpenAlice/blob/52b51f29809178594b7b57bf666133829368b7b4/default/skills/opencli-reader/SKILL.md"],"id":"RWE-2161","relevance":{"id":"RWE-2161","decision":"Core","rationale":"Retain the documented evidence function: Agent-facing scholarly retrieval through community OpenCLI adapters. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Agent-facing scholarly retrieval through community OpenCLI adapters.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/traderalice/openalice","https://github.com/TraderAlice/OpenAlice/blob/52b51f29809178594b7b57bf666133829368b7b4/default/skills/opencli-reader/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jimliu/science-skills — literature-review, borzoi, evo2 and other reviewed components","kind":"Research tool","category":"Biomedical & Bioinformatics","summary":"Reviewed components: skills/literature-review/SKILL.md: Retrieve, verify and synthesize scholarly sources.; skills/literature-review/SKILL.md: Literature retrieval, DOI checking and claim synthesis through Crossref/OpenAlex helpers.; skills/borzoi/SKILL.md: Borzoi fixed-window DNA to functional-track predictions and variant track deltas. Additional reviewed component details are listed below.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jimliu/science-skills","website":"GitHub","packages":"skills/literature-review/SKILL.md; skills/borzoi/SKILL.md; skills/evo2/SKILL.md; skills/fair-esm2/SKILL.md; skills/figure-composer/SKILL.md; skills/figure-style/SKILL.md; skills/indication-dossier/SKILL.md; skills/openfold3/SKILL.md; skills/paper-narrative/SKILL.md; skills/proteinmpnn/SKILL.md; skills/scgpt/SKILL.md; skills/scvi-tools/SKILL.md; skills/alphafold2/SKILL.md; skills/boltz/SKILL.md; skills/chai1/SKILL.md; skills/diffdock/SKILL.md; skills/esmfold2/SKILL.md; skills/ligandmpnn/SKILL.md; skills/pdf-explore/SKILL.md; skills/solublempnn/SKILL.md","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["skills/literature-review/SKILL.md: Retrieve, verify and synthesize scholarly sources.","skills/literature-review/SKILL.md: Literature retrieval, DOI checking and claim synthesis through Crossref/OpenAlex helpers.","skills/borzoi/SKILL.md: Borzoi fixed-window DNA to functional-track predictions and variant track deltas.","skills/evo2/SKILL.md: Evo2 sequence scoring, embedding and generation.","skills/fair-esm2/SKILL.md: Meta fair-esm ESM2 protein embeddings and masked likelihoods.","skills/figure-composer/SKILL.md: Scientific multi-panel figure composition with outline, label budget and review loop.","skills/figure-style/SKILL.md: Scientific figure style and data-fidelity checklist with rendering and geometric QA helpers.","skills/indication-dossier/SKILL.md: Therapeutic indication dossier workflow covering population, epidemiology, standard of care, trials and regulatory precedent.","skills/openfold3/SKILL.md: OpenFold3 protein/nucleic-acid/ligand complex prediction.","skills/paper-narrative/SKILL.md: Manuscript figure narrative and claim-arc review.","skills/proteinmpnn/SKILL.md: ProteinMPNN backbone-conditioned sequence design with fixed-position controls.","skills/scgpt/SKILL.md: scGPT AnnData cell embeddings with vocabulary and checkpoint loading.","skills/scvi-tools/SKILL.md: scVI/scANVI single-cell embedding, batch integration and label transfer guidance.","skills/alphafold2/SKILL.md: AlphaFold2 via ColabFold sequence-to-structure and multimer folding.","skills/boltz/SKILL.md: Boltz2 complex folding and optional small-molecule affinity output.","skills/chai1/SKILL.md: Chai1 biomolecular co-folding from multi-entity FASTA.","skills/diffdock/SKILL.md: DiffDock-L ligand pose generation and confidence ranking.","skills/esmfold2/SKILL.md: Biohub ESMFold2 co-folding and ESMC sequence representations.","skills/ligandmpnn/SKILL.md: LigandMPNN backbone sequence design with ligand, nucleic-acid and metal context.","skills/pdf-explore/SKILL.md: PDF methods/figure exploration and structured extraction with page mapping.","skills/solublempnn/SKILL.md: SolubleMPNN soluble-training-subset backbone sequence design."],"limitation":"literature-review: Kernel and APIs untested; prose guidance is not evidence appraisal validation. literature-review: Retains already-reviewed literature component; metadata existence does not prove claim support. borzoi: Predicted regulatory differences are not pathogenicity, causality or clinical risk. evo2: Likelihood or sequence generation does not establish variant pathogenicity. fair-esm2: Separate from Biohub esm namespace; representation scores not validated effects. figure-composer: Presentation assistance; model visual review does not validate underlying findings. figure-style: Checklists and render checks do not establish statistical validity. indication-dossier: Requires host tools and referenced phase guidance; documented synthesis workflow only, not clinical advice or validated trial design. openfold3: Weight access, GPU and external MSA dependencies; confidence is not experimental validation. paper-narrative: Model editorial judgment, not peer review or statistical validation. proteinmpnn: Produces sequences, not threaded structures or proven biological function. scgpt: Checkpoint licensing unresolved in source; annotations and biological claims need validation; approved scope is documented embedding workflow. scvi-tools: Requires raw integer UMI counts; no approval of downstream differential-expression design or biological conclusions. alphafold2: Public MSA service may receive sequences; confidence is computational, not experimental. boltz: Affinity head and ligand size/input limitations apply; not measured binding. chai1: GPU and checkpoint dependencies; predicted confidence not experimental validation. diffdock: Confidence logit is not affinity and not comparable across complexes. esmfold2: ESMFold2-Fast single-sequence only; benchmark claims not independently verified. ligandmpnn: Missing HETATM or chain filters can silently remove context; candidate designs need validation. pdf-explore: Extraction and model summaries need page-level verification; host tools required. solublempnn: Training bias does not guarantee expression solubility; separate from experimental validation. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/jimliu/science-skills","primarySourceURLs":["https://github.com/JimLiu/science-skills/blob/fb309c32ee9a54dad169fa845638057d1cfac77f/skills/literature-review/SKILL.md","https://raw.githubusercontent.com/JimLiu/science-skills/main/skills/literature-review/SKILL.md","https://raw.githubusercontent.com/JimLiu/science-skills/main/skills/borzoi/SKILL.md","https://raw.githubusercontent.com/JimLiu/science-skills/main/skills/evo2/SKILL.md","https://raw.githubusercontent.com/JimLiu/science-skills/main/skills/fair-esm2/SKILL.md"],"id":"RWE-2162","relevance":{"id":"RWE-2162","decision":"Core","rationale":"Retain the explicit scholarly retrieval/claim synthesis and population/epidemiology/trial dossier components. Protein design, molecular predictions and generic figure production are outside the core basis.","relevanceBasis":"skills/literature-review/SKILL.md: Retrieve, verify and synthesize scholarly sources.; skills/literature-review/SKILL.md: Literature retrieval, DOI checking and claim synthesis through Crossref/OpenAlex helpers.; skills/borzoi/SKILL.md: Borzoi fixed-window DNA to functional-track predictions and variant track deltas.; skills/evo2/SKILL.md: Evo2 sequence scoring, embedding and generation.; skills/fair-esm2/SKILL.md: Meta fair-esm ESM2 protein embeddings and masked likelihoods.; skills/figure-composer/SKILL.md: Scientific multi-panel figure composition with outline, label budget and review loop.; skills/figure-style/SKILL.md: Scientific figure style and data-fidelity checklist with rendering and geometric QA helpers.; skills/indication-dossier/SKILL.md: Therapeutic indication dossier workflow covering population, epidemiology, standard of care, trials and regulatory precedent.; skills/openfold3/SKILL.md: OpenFold3 protein/nucleic-acid/ligand complex prediction.; skills/paper-narrative/SKILL.md: Manuscript figure narrative and claim-arc review.; skills/proteinmpnn/SKILL.md: ProteinMPNN backbone-conditioned sequence design with fixed-position controls.; skills/scgpt/SKILL.md: scGPT AnnData cell embeddings with vocabulary and checkpoint loading.; skills/scvi-tools/SKILL.md: scVI/scANVI single-cell embedding, batch integration and label transfer guidance.; skills/alphafold2/SKILL.md: AlphaFold2 via ColabFold sequence-to-structure and multimer folding.; skills/boltz/SKILL.md: Boltz2 complex folding and optional small-molecule affinity output.; skills/chai1/SKILL.md: Chai1 biomolecular co-folding from multi-entity FASTA.; skills/diffdock/SKILL.md: DiffDock-L ligand pose generation and confidence ranking.; skills/esmfold2/SKILL.md: Biohub ESMFold2 co-folding and ESMC sequence representations.; skills/ligandmpnn/SKILL.md: LigandMPNN backbone sequence design with ligand, nucleic-acid and metal context.; skills/pdf-explore/SKILL.md: PDF methods/figure exploration and structured extraction with page mapping.; skills/solublempnn/SKILL.md: SolubleMPNN soluble-training-subset backbone sequence design.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/JimLiu/science-skills/blob/fb309c32ee9a54dad169fa845638057d1cfac77f/skills/literature-review/SKILL.md","https://raw.githubusercontent.com/JimLiu/science-skills/main/skills/literature-review/SKILL.md","https://raw.githubusercontent.com/JimLiu/science-skills/main/skills/borzoi/SKILL.md","https://raw.githubusercontent.com/JimLiu/science-skills/main/skills/evo2/SKILL.md","https://raw.githubusercontent.com/JimLiu/science-skills/main/skills/fair-esm2/SKILL.md"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"alistairphillips1/health-content-check — health-content-check","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Review public health information provenance and evidence presentation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alistairphillips1/health-content-check","website":"GitHub","packages":"skill/health-content-check/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Review public health information provenance and evidence presentation."],"limitation":"Self-check only, not certification or clinical validation.","url":"https://github.com/alistairphillips1/health-content-check","primarySourceURLs":["https://github.com/alistairphillips1/health-content-check/blob/acc2454400e139724c637332b1c6fce7893e3ca2/skill/health-content-check/SKILL.md"],"id":"RWE-2163","relevance":{"id":"RWE-2163","decision":"Core","rationale":"Retain the documented evidence function: Review public health information provenance and evidence presentation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Review public health information provenance and evidence presentation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alistairphillips1/health-content-check","https://github.com/alistairphillips1/health-content-check/blob/acc2454400e139724c637332b1c6fce7893e3ca2/skill/health-content-check/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"whr819987540/skills — paper-search-download","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build cited local literature library with optional MinerU text extraction.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"whr819987540/skills","website":"GitHub","packages":"authored/paper-search-download/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build cited local literature library with optional MinerU text extraction."],"limitation":"Depends on external search/PDF rights and conversion tools.","url":"https://github.com/whr819987540/skills","primarySourceURLs":["https://github.com/whr819987540/skills/blob/b2f18f1460a1daf2a0f93c67e0a565d98022f883/authored/paper-search-download/SKILL.md"],"id":"RWE-2164","relevance":{"id":"RWE-2164","decision":"Core","rationale":"Retain the documented evidence function: Build cited local literature library with optional MinerU text extraction. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build cited local literature library with optional MinerU text extraction.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/whr819987540/skills","https://github.com/whr819987540/skills/blob/b2f18f1460a1daf2a0f93c67e0a565d98022f883/authored/paper-search-download/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"unfinishablemap/unfinishablemap — literature-drift-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Identify citation drift and create evidence-update tasks.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"unfinishablemap/unfinishablemap","website":"GitHub","packages":".claude/skills/literature-drift-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Identify citation drift and create evidence-update tasks."],"limitation":"Single search per run cannot establish comprehensive coverage.","url":"https://github.com/unfinishablemap/unfinishablemap","primarySourceURLs":["https://github.com/unfinishablemap/unfinishablemap/blob/6c318d17770b7e594a73fea5b7c86a2d30c41a75/.claude/skills/literature-drift-review/SKILL.md"],"id":"RWE-2165","relevance":{"id":"RWE-2165","decision":"Core","rationale":"Retain the documented evidence function: Identify citation drift and create evidence-update tasks. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Identify citation drift and create evidence-update tasks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/unfinishablemap/unfinishablemap","https://github.com/unfinishablemap/unfinishablemap/blob/6c318d17770b7e594a73fea5b7c86a2d30c41a75/.claude/skills/literature-drift-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"justinsyu/aesthetics — cohere-style-ci","kind":"Skill","category":"RWE Data & Analytics","summary":"Produce evidence-linked biomedical intelligence reports and source screenshots.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"justinsyu/aesthetics","website":"GitHub","packages":"_skills_to_install/cohere-style-ci/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Produce evidence-linked biomedical intelligence reports and source screenshots."],"limitation":"Large presentation-oriented instruction component; source accuracy and full workflow untested.","url":"https://github.com/justinsyu/aesthetics","primarySourceURLs":["https://github.com/justinsyu/aesthetics/blob/47acf64892a4eff5541cf3ecc08e3d97e1ef60c1/_skills_to_install/cohere-style-ci/SKILL.md"],"id":"RWE-2167","relevance":{"id":"RWE-2167","decision":"Core","rationale":"Produce evidence-linked biomedical intelligence reports and source screenshots. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Produce evidence-linked biomedical intelligence reports and source screenshots. Limits: Large presentation-oriented instruction component; source accuracy and full workflow untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/justinsyu/aesthetics/blob/47acf64892a4eff5541cf3ecc08e3d97e1ef60c1/_skills_to_install/cohere-style-ci/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"xngg1021/hermes-academic-skills — literature-analysis","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Find similar papers, counterevidence and authors; export review matrices/BibTeX.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xngg1021/hermes-academic-skills","website":"GitHub","packages":"skills/literature-analysis/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Find similar papers, counterevidence and authors; export review matrices/BibTeX."],"limitation":"External API required; plagiarism and review judgments not validated.","url":"https://github.com/xngg1021/hermes-academic-skills","primarySourceURLs":["https://github.com/xngg1021/hermes-academic-skills/blob/71939b2ac6b2e2f8a9e9e3b7596164c1a507991a/skills/literature-analysis/SKILL.md"],"id":"RWE-2168","relevance":{"id":"RWE-2168","decision":"Core","rationale":"Retain the documented evidence function: Find similar papers, counterevidence and authors; export review matrices/BibTeX. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Find similar papers, counterevidence and authors; export review matrices/BibTeX.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xngg1021/hermes-academic-skills","https://github.com/xngg1021/hermes-academic-skills/blob/71939b2ac6b2e2f8a9e9e3b7596164c1a507991a/skills/literature-analysis/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"spiral-edwin/skills-for-math-modeling-mcm-icm — network-centrality","kind":"Skill","category":"RWE Data & Analytics","summary":"Calculate centrality metrics for research networks and transmission-related exploration.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"spiral-edwin/skills-for-math-modeling-mcm-icm","website":"GitHub","packages":".github/skills/network-centrality/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Calculate centrality metrics for research networks and transmission-related exploration."],"limitation":"General modeling method; vaccination examples are not validated intervention recommendations.","url":"https://github.com/spiral-edwin/skills-for-math-modeling-mcm-icm","primarySourceURLs":["https://github.com/SPIRAL-EDWIN/Skills-for-Math-Modeling-MCM-ICM/blob/b04e0813d0b22136095643187d0fd58c29475997/.github/skills/network-centrality/SKILL.md"],"id":"RWE-2169","relevance":{"id":"RWE-2169","decision":"Core","rationale":"Calculate centrality metrics for research networks and transmission-related exploration. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Calculate centrality metrics for research networks and transmission-related exploration. Limits: General modeling method; vaccination examples are not validated intervention recommendations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/SPIRAL-EDWIN/Skills-for-Math-Modeling-MCM-ICM/blob/b04e0813d0b22136095643187d0fd58c29475997/.github/skills/network-centrality/SKILL.md"],"reviewGroup":"research-method"}},{"name":"dobachi/claude-skills-marketplace — literature-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search papers, chase citations, export BibTeX and screen retractions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dobachi/claude-skills-marketplace","website":"GitHub","packages":"plugins/literature-search/skills/literature-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search papers, chase citations, export BibTeX and screen retractions."],"limitation":"API completeness and advertised coverage percentages unverified.","url":"https://github.com/dobachi/claude-skills-marketplace","primarySourceURLs":["https://github.com/dobachi/claude-skills-marketplace/blob/7b2e04a41025783a56c8a6cbf9937c7b19bb0d96/plugins/literature-search/skills/literature-search/SKILL.md"],"id":"RWE-2170","relevance":{"id":"RWE-2170","decision":"Core","rationale":"Retain the documented evidence function: Search papers, chase citations, export BibTeX and screen retractions. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search papers, chase citations, export BibTeX and screen retractions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dobachi/claude-skills-marketplace","https://github.com/dobachi/claude-skills-marketplace/blob/7b2e04a41025783a56c8a6cbf9937c7b19bb0d96/plugins/literature-search/skills/literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"harry050118/final_proj — openclaw-related-work-eval","kind":"Skill","category":"RWE Data & Analytics","summary":"Retrieve prior work and produce traceable Related Work evaluation files.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"harry050118/final_proj","website":"GitHub","packages":"skills/openclaw-related-work-eval/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve prior work and produce traceable Related Work evaluation files."],"limitation":"Requires DeepXiv; benchmark metrics not independently verified.","url":"https://github.com/harry050118/final_proj","primarySourceURLs":["https://github.com/Harry050118/final_proj/blob/4081c82166f61a95023b8d48aa5d214ac5783c2e/skills/openclaw-related-work-eval/SKILL.md"],"id":"RWE-2172","relevance":{"id":"RWE-2172","decision":"Core","rationale":"Retrieve prior work and produce traceable Related Work evaluation files. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Retrieve prior work and produce traceable Related Work evaluation files. Limits: Requires DeepXiv; benchmark metrics not independently verified.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Harry050118/final_proj/blob/4081c82166f61a95023b8d48aa5d214ac5783c2e/skills/openclaw-related-work-eval/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"pku-yuangroup/openai4s — indication-dossier","kind":"Skill","category":"RWE Data & Analytics","summary":"Build structured therapeutic-indication research dossiers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pku-yuangroup/openai4s","website":"GitHub","packages":"skills/indication-dossier/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Build structured therapeutic-indication research dossiers."],"limitation":"External expected tools needed despite no-network metadata; dossier accuracy untested.","url":"https://github.com/pku-yuangroup/openai4s","primarySourceURLs":["https://github.com/PKU-YuanGroup/OpenAI4S/blob/bca1183fcc1cd9f4820bb54139ecdaaf63adfcf6/skills/indication-dossier/SKILL.md"],"id":"RWE-2173","relevance":{"id":"RWE-2173","decision":"Core","rationale":"Build structured therapeutic-indication research dossiers. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Build structured therapeutic-indication research dossiers. Limits: External expected tools needed despite no-network metadata; dossier accuracy untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/PKU-YuanGroup/OpenAI4S/blob/bca1183fcc1cd9f4820bb54139ecdaaf63adfcf6/skills/indication-dossier/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"tcmzhoutong/paper-search — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve paper metadata, citations and optional full texts across scholarly sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tcmzhoutong/paper-search","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve paper metadata, citations and optional full texts across scholarly sources."],"limitation":"Database access varies; workflow and browser dependencies untested.","url":"https://github.com/tcmzhoutong/paper-search","primarySourceURLs":["https://github.com/TCMzhoutong/paper-search/blob/f1cad7702ef66955091a436fcc92f073c898a053/SKILL.md"],"id":"RWE-2174","relevance":{"id":"RWE-2174","decision":"Core","rationale":"Retain the documented evidence function: Retrieve paper metadata, citations and optional full texts across scholarly sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve paper metadata, citations and optional full texts across scholarly sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tcmzhoutong/paper-search","https://github.com/TCMzhoutong/paper-search/blob/f1cad7702ef66955091a436fcc92f073c898a053/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"chensheg/knowledge-from-literature-and-bilibili — literature-download","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build scholarly full-text corpus via open access or authorized institutional access.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chensheg/knowledge-from-literature-and-bilibili","website":"GitHub","packages":"literature-download/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build scholarly full-text corpus via open access or authorized institutional access."],"limitation":"Access and publisher compatibility untested; requires entitled access for formal mode.","url":"https://github.com/chensheg/knowledge-from-literature-and-bilibili","primarySourceURLs":["https://github.com/ChenSheg/knowledge-from-literature-and-bilibili/blob/b9d3a2e8d4ba0dcae4e0da33f9543a557a3a08ab/literature-download/SKILL.md"],"id":"RWE-2175","relevance":{"id":"RWE-2175","decision":"Core","rationale":"Retain the documented evidence function: Build scholarly full-text corpus via open access or authorized institutional access. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build scholarly full-text corpus via open access or authorized institutional access.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chensheg/knowledge-from-literature-and-bilibili","https://github.com/ChenSheg/knowledge-from-literature-and-bilibili/blob/b9d3a2e8d4ba0dcae4e0da33f9543a557a3a08ab/literature-download/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"parcha-ai/grepai-skills — grep-domain-expert","kind":"Skill","category":"RWE Data & Analytics","summary":"Submit medical/biotech evidence research jobs with explicit expert IDs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"parcha-ai/grepai-skills","website":"GitHub","packages":"skills/grep-domain-expert/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Submit medical/biotech evidence research jobs with explicit expert IDs."],"limitation":"Hosted API/account dependence; expert output quality untested.","url":"https://github.com/parcha-ai/grepai-skills","primarySourceURLs":["https://github.com/Parcha-ai/grepai-skills/blob/923f4b599badc9122a42ea353d671be373c07b4c/skills/grep-domain-expert/SKILL.md"],"id":"RWE-2176","relevance":{"id":"RWE-2176","decision":"Core","rationale":"Submit medical/biotech evidence research jobs with explicit expert IDs. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Submit medical/biotech evidence research jobs with explicit expert IDs. Limits: Hosted API/account dependence; expert output quality untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Parcha-ai/grepai-skills/blob/923f4b599badc9122a42ea353d671be373c07b4c/skills/grep-domain-expert/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"sokolmarek/researcher — contradiction-detection","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Find contrasting scholarly evidence and construct claim-by-study matrices.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sokolmarek/researcher","website":"GitHub","packages":"skills/contradiction-detection/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Find contrasting scholarly evidence and construct claim-by-study matrices."],"limitation":"Scite and research backend needed; contradiction strength requires human assessment.","url":"https://github.com/sokolmarek/researcher","primarySourceURLs":["https://github.com/sokolmarek/researcher/blob/e4ddbf4eb8a93565a222c48797ed3e0dc6cf0945/skills/contradiction-detection/SKILL.md"],"id":"RWE-2177","relevance":{"id":"RWE-2177","decision":"Core","rationale":"Retain the documented evidence function: Find contrasting scholarly evidence and construct claim-by-study matrices. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Find contrasting scholarly evidence and construct claim-by-study matrices.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sokolmarek/researcher","https://github.com/sokolmarek/researcher/blob/e4ddbf4eb8a93565a222c48797ed3e0dc6cf0945/skills/contradiction-detection/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jmandel/fhir-community-search — root skill","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Trace FHIR changes through Jira, Zulip, Confluence and source artifacts.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jmandel/fhir-community-search","website":"GitHub","packages":"SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Trace FHIR changes through Jira, Zulip, Confluence and source artifacts."],"limitation":"Standards provenance support only; requires downloaded indices and Bun tooling.","url":"https://github.com/jmandel/fhir-community-search","primarySourceURLs":["https://github.com/jmandel/fhir-community-search/blob/3a58355b08682a20eb4a751b7a2a8484b879a6bd/SKILL.md"],"id":"RWE-2180","relevance":{"id":"RWE-2180","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Trace FHIR changes through Jira, Zulip, Confluence and source artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jmandel/fhir-community-search/blob/3a58355b08682a20eb4a751b7a2a8484b879a6bd/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"bhgtiger/structagent — review-paper","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Produce structured critical digests of reviews and meta-analyses.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bhgtiger/structagent","website":"GitHub","packages":"skills/maria/review-paper/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Produce structured critical digests of reviews and meta-analyses."],"limitation":"Synthesis audit only; method validity not established.","url":"https://github.com/bhgtiger/structagent","primarySourceURLs":["https://github.com/bhgtiger/StructAgent/blob/322cea20f5381fb13e56f122066e931b51ccb05a/skills/maria/review-paper/SKILL.md","https://github.com/bhgtiger/StructAgent/blob/7eac188c17a73a5933efa7e988e6b0f1d6fc1444/skills/maria/review-paper/SKILL.md"],"id":"RWE-2181","relevance":{"id":"RWE-2181","decision":"Core","rationale":"Retain the documented evidence function: Produce structured critical digests of reviews and meta-analyses. 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Limits: Examples not executed; assumptions and numerical rules require expert assessment.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/ai-ml/causal-inference-ml/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/298804464ec672c8016fe2ce0a2ffb65a160584f/ai-ml/causal-inference-ml/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/ai-ml/causal-inference-ml/SKILL.md","https://github.com/majiayu000/claude-skill-registry-data/blob/4d090cb19cca1fe637af7c58938a3b1bd3453cda/ai-ml/causal-inference-ml/SKILL.md"],"reviewGroup":"research-method"}},{"name":"matheus-rech/meta-agent-mobile — ipd-meta-analysis","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Guide participant-level evidence synthesis and effect-modifier exploration.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"matheus-rech/meta-agent-mobile","website":"GitHub","packages":"agentskills/ipd-meta-analysis/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Guide participant-level evidence synthesis and effect-modifier exploration."],"limitation":"Instruction teaching resource; no validated analytic execution. Other discovered, held or excluded components are outside this approval. Excluded from approval — heterogeneity-analysis: Zero estimated heterogeneity is treated as proof; I-squared scale is misstated. Excluded from approval — diagnostic-meta-analysis: ROC direction is reversed and NPV is inferred without prevalence.","url":"https://github.com/matheus-rech/meta-agent-mobile","primarySourceURLs":["https://github.com/matheus-rech/meta-agent-mobile/blob/31a1071f5b0c66a594154c7f833295f1dbae0175/agentskills/ipd-meta-analysis/SKILL.md"],"id":"RWE-2183","relevance":{"id":"RWE-2183","decision":"Core","rationale":"Retain the documented evidence function: Guide participant-level evidence synthesis and effect-modifier exploration. 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Regulatory compliance assertions and electronic-signature/password prescriptions are not verified legal requirements; actual testing, qualified review and applicable current requirements remain necessary. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/nroze22/talosixskills","primarySourceURLs":["https://github.com/nroze22/TalosixSkills/blob/bcc1cf026a65142ccab42c704fbf992b86b57e8b/.claude/skills/validation-protocol/SKILL.md"],"id":"RWE-2193","relevance":{"id":"RWE-2193","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. 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Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Verify scholarly citations and track unsupported grant claims.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/joshua-d-campbell/grantagent","https://github.com/joshua-d-campbell/GrantAgent/blob/27d5d18103a9afec666f2067ad0efb6759a17de9/plugins/grant-writing/skills/grant-references/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nakane-labo/skill — SUBSKILL","kind":"Skill","category":"RWE Data & Analytics","summary":"Coordinate research search and synthesis with Japanese reference conventions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nakane-labo/skill","website":"GitHub","packages":"academic-research-skills-nakanelabo/deep-research/SUBSKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Coordinate research search and synthesis with Japanese reference conventions."],"limitation":"Declared maintainer Cheng-I Wu; adaptation provenance and runtime not independently verified.","url":"https://github.com/nakane-labo/skill","primarySourceURLs":["https://github.com/nakane-labo/Skill/blob/c2e2c283b586429987a92ee8865d8c1a973aac37/academic-research-skills-nakanelabo/deep-research/SUBSKILL.md"],"id":"RWE-2197","relevance":{"id":"RWE-2197","decision":"Core","rationale":"Coordinate research search and synthesis with Japanese reference conventions. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Coordinate research search and synthesis with Japanese reference conventions. Limits: Declared maintainer Cheng-I Wu; adaptation provenance and runtime not independently verified.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nakane-labo/Skill/blob/c2e2c283b586429987a92ee8865d8c1a973aac37/academic-research-skills-nakanelabo/deep-research/SUBSKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"severinalexb/health-dossier — supplement-facts","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build nutrient evidence reference documents with source citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"severinalexb/health-dossier","website":"GitHub","packages":".claude/skills/supplement-facts/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build nutrient evidence reference documents with source citations."],"limitation":"Product recommendation and dosing correctness not approved; source appraisal untested.","url":"https://github.com/severinalexb/health-dossier","primarySourceURLs":["https://github.com/SeverinAlexB/health-dossier/blob/43a10a964c41c207fabf3de931c6786fbd2f765f/.claude/skills/supplement-facts/SKILL.md"],"id":"RWE-2198","relevance":{"id":"RWE-2198","decision":"Core","rationale":"Retain the documented evidence function: Build nutrient evidence reference documents with source citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build nutrient evidence reference documents with source citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/severinalexb/health-dossier","https://github.com/SeverinAlexB/health-dossier/blob/43a10a964c41c207fabf3de931c6786fbd2f765f/.claude/skills/supplement-facts/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tashangkd/tashan-research-skills — giiisp-paper-search-apis","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search OA and arXiv papers for screening and citation audit.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tashangkd/tashan-research-skills","website":"GitHub","packages":"skills/giiisp-paper-search-apis/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search OA and arXiv papers for screening and citation audit."],"limitation":"Third-party supplied API reference; endpoint availability and response quality untested.","url":"https://github.com/tashangkd/tashan-research-skills","primarySourceURLs":["https://github.com/TashanGKD/tashan-research-skills/blob/9a3001b329778e68faa045da2d8ec5abe90f2ae0/skills/giiisp-paper-search-apis/SKILL.md"],"id":"RWE-2199","relevance":{"id":"RWE-2199","decision":"Core","rationale":"Retain the documented evidence function: Search OA and arXiv papers for screening and citation audit. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search OA and arXiv papers for screening and citation audit.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tashangkd/tashan-research-skills","https://github.com/TashanGKD/tashan-research-skills/blob/9a3001b329778e68faa045da2d8ec5abe90f2ae0/skills/giiisp-paper-search-apis/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"stanfordspezi/spezivibe — fasten-ehr-integration","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Integrate EHR retrieval, webhook handling and FHIR parsing for digital-health data workflows.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stanfordspezi/spezivibe","website":"GitHub","packages":"skills/fasten-ehr-integration/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Integrate EHR retrieval, webhook handling and FHIR parsing for digital-health data workflows."],"limitation":"Development instruction dependency; authorization, Fasten service and integration runtime untested.","url":"https://github.com/stanfordspezi/spezivibe","primarySourceURLs":["https://github.com/StanfordSpezi/SpeziVibe/blob/924b24d5ed191a8d1280a0b228cdabffa6811f9c/skills/fasten-ehr-integration/SKILL.md"],"id":"RWE-2200","relevance":{"id":"RWE-2200","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Integrate EHR retrieval, webhook handling and FHIR parsing for digital-health data workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/StanfordSpezi/SpeziVibe/blob/924b24d5ed191a8d1280a0b228cdabffa6811f9c/skills/fasten-ehr-integration/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ihtsdo/openai-demo — snomed-coder","kind":"Skill","category":"OMOP & terminology","summary":"Map clinical mentions to supported SNOMED concepts with explicit uncertainty.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ihtsdo/openai-demo","website":"GitHub","packages":"skills/snomed-coder/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["Map clinical mentions to supported SNOMED concepts with explicit uncertainty."],"limitation":"Requires terminology MCP and appropriate terminology access; coding accuracy not validated here.","url":"https://github.com/ihtsdo/openai-demo","primarySourceURLs":["https://github.com/IHTSDO/openai-demo/blob/d1ff71443a0e8500f159f604b0b67290da50a37d/skills/snomed-coder/SKILL.md"],"id":"RWE-2201","relevance":{"id":"RWE-2201","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Map clinical mentions to supported SNOMED concepts with explicit uncertainty.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/IHTSDO/openai-demo/blob/d1ff71443a0e8500f159f604b0b67290da50a37d/skills/snomed-coder/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"hl7/sql-on-fhir — sql-portability","kind":"Skill","category":"RWE Data & Analytics","summary":"Assess ViewDefinition-related SQL dialect compatibility.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hl7/sql-on-fhir","website":"GitHub","packages":".claude/skills/sql-portability/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Assess ViewDefinition-related SQL dialect compatibility."],"limitation":"Static portability tool instructions; not data-equivalence validation or runtime-tested.","url":"https://github.com/hl7/sql-on-fhir","primarySourceURLs":["https://github.com/HL7/sql-on-fhir/blob/e3e1d3c7efa6541af4172a01d373739dd5a366bc/.claude/skills/sql-portability/SKILL.md"],"id":"RWE-2202","relevance":{"id":"RWE-2202","decision":"Core","rationale":"Assess ViewDefinition-related SQL dialect compatibility. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Assess ViewDefinition-related SQL dialect compatibility. Limits: Static portability tool instructions; not data-equivalence validation or runtime-tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/HL7/sql-on-fhir/blob/e3e1d3c7efa6541af4172a01d373739dd5a366bc/.claude/skills/sql-portability/SKILL.md"],"reviewGroup":"research-method"}},{"name":"coulibaly-b/cosmetic-deepstat-agents — missing_data","kind":"Skill","category":"RWE Data & Analytics","summary":"Guide handling missing observations in clinical studies.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"coulibaly-b/cosmetic-deepstat-agents","website":"GitHub","packages":"skills/statistics/missing_data/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide handling missing observations in clinical studies."],"limitation":"Instruction reference; assumptions and statistical implementation untested.","url":"https://github.com/coulibaly-b/cosmetic-deepstat-agents","primarySourceURLs":["https://github.com/CouLiBaLy-B/cosmetic-deepstat-agents/blob/dd6c838573d5f35f1b31ea099fa85502484ec6fa/skills/statistics/missing_data/SKILL.md"],"id":"RWE-2203","relevance":{"id":"RWE-2203","decision":"Core","rationale":"Guide handling missing observations in clinical studies. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Guide handling missing observations in clinical studies. Limits: Instruction reference; assumptions and statistical implementation untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/CouLiBaLy-B/cosmetic-deepstat-agents/blob/dd6c838573d5f35f1b31ea099fa85502484ec6fa/skills/statistics/missing_data/SKILL.md"],"reviewGroup":"research-method"}},{"name":"nvidia/dgx-spark-playbooks — cohort-compare, analysis-methods","kind":"Skill collection","category":"Clinical Data & Interoperability","summary":"Reviewed components: nvidia/station-healthcare-agent/assets/skills/cohort-compare/SKILL.md: FHIR cohort retrieval and descriptive summary workflow; nvidia/station-healthcare-agent/assets/skills/cohort-compare/SKILL.md: Lab and medication completeness reporting; nvidia/station-healthcare-agent/assets/skills/cohort-compare/SKILL.md: Research demonstration plotting guidance Additional reviewed component details are listed below.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nvidia/dgx-spark-playbooks","website":"GitHub","packages":"nvidia/station-healthcare-agent/assets/skills/cohort-compare/SKILL.md; nvidia/station-healthcare-agent/assets/skills/analysis-methods/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["nvidia/station-healthcare-agent/assets/skills/cohort-compare/SKILL.md: FHIR cohort retrieval and descriptive summary workflow","nvidia/station-healthcare-agent/assets/skills/cohort-compare/SKILL.md: Lab and medication completeness reporting","nvidia/station-healthcare-agent/assets/skills/cohort-compare/SKILL.md: Research demonstration plotting guidance","nvidia/station-healthcare-agent/assets/skills/analysis-methods/SKILL.md: FHIR cohort helper-function reference","nvidia/station-healthcare-agent/assets/skills/analysis-methods/SKILL.md: Descriptive table and chart workflow guidance"],"limitation":"cohort-compare: Care-gap thresholds and medication string checks are illustrative heuristics, not independently verified quality-measure logic or patient-specific recommendations; deployment helpers were not tested. analysis-methods: Requires the playbook-specific helper library and environment; documentation does not establish portability or validated clinical classification.","url":"https://github.com/nvidia/dgx-spark-playbooks","primarySourceURLs":["https://github.com/NVIDIA/dgx-spark-playbooks/blob/347390338d67262394710802d92b4e48bfc6001c/nvidia/station-healthcare-agent/assets/skills/cohort-compare/SKILL.md","https://github.com/NVIDIA/dgx-spark-playbooks/blob/347390338d67262394710802d92b4e48bfc6001c/nvidia/station-healthcare-agent/assets/skills/analysis-methods/SKILL.md"],"id":"RWE-2205","relevance":{"id":"RWE-2205","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"nvidia/station-healthcare-agent/assets/skills/cohort-compare/SKILL.md: FHIR cohort retrieval and descriptive summary workflow; nvidia/station-healthcare-agent/assets/skills/cohort-compare/SKILL.md: Lab and medication completeness reporting; nvidia/station-healthcare-agent/assets/skills/cohort-compare/SKILL.md: Research demonstration plotting guidance; nvidia/station-healthcare-agent/assets/skills/analysis-methods/SKILL.md: FHIR cohort helper-function reference; nvidia/station-healthcare-agent/assets/skills/analysis-methods/SKILL.md: Descriptive table and chart workflow guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/NVIDIA/dgx-spark-playbooks/blob/347390338d67262394710802d92b4e48bfc6001c/nvidia/station-healthcare-agent/assets/skills/cohort-compare/SKILL.md","https://github.com/NVIDIA/dgx-spark-playbooks/blob/347390338d67262394710802d92b4e48bfc6001c/nvidia/station-healthcare-agent/assets/skills/analysis-methods/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"theafricanquant/pi-mentor — research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Structure scholarly paper summaries, literature surveys and source comparisons.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"theafricanquant/pi-mentor","website":"GitHub","packages":"src/skills/research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Structure scholarly paper summaries, literature surveys and source comparisons."],"limitation":"Instruction workflow dependent on available sources; retrieval untested.","url":"https://github.com/theafricanquant/pi-mentor","primarySourceURLs":["https://github.com/theAfricanQuant/pi-mentor/blob/3a67c3e5f4bbc38955bcafbce5f793f8a01a558e/src/skills/research/SKILL.md"],"id":"RWE-2207","relevance":{"id":"RWE-2207","decision":"Core","rationale":"Retain the documented evidence function: Structure scholarly paper summaries, literature surveys and source comparisons. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Structure scholarly paper summaries, literature surveys and source comparisons.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/theafricanquant/pi-mentor","https://github.com/theAfricanQuant/pi-mentor/blob/3a67c3e5f4bbc38955bcafbce5f793f8a01a558e/src/skills/research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"franklee16/academic-research-skills — StatsPAI_skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Guide empirical estimation, diagnostics and treatment-effect analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"franklee16/academic-research-skills","website":"GitHub","packages":"data-analysis/StatsPAI_skill/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide empirical estimation, diagnostics and treatment-effect analysis."],"limitation":"Library API and advertised function count untested; causal assumptions require scrutiny.","url":"https://github.com/franklee16/academic-research-skills","primarySourceURLs":["https://github.com/franklee16/academic-research-skills/blob/2b711a6cdcb12b3a353619954bed2af9271c6aa1/data-analysis/StatsPAI_skill/SKILL.md"],"id":"RWE-2208","relevance":{"id":"RWE-2208","decision":"Core","rationale":"Guide empirical estimation, diagnostics and treatment-effect analysis. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Guide empirical estimation, diagnostics and treatment-effect analysis. Limits: Library API and advertised function count untested; causal assumptions require scrutiny.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/franklee16/academic-research-skills/blob/2b711a6cdcb12b3a353619954bed2af9271c6aa1/data-analysis/StatsPAI_skill/SKILL.md"],"reviewGroup":"research-method"}},{"name":"xuxinxi14/x--amplicon — literature_evidence","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Gather PubMed evidence context for biomedical reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xuxinxi14/x--amplicon","website":"GitHub","packages":"agent/skills/literature_evidence/skill.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Gather PubMed evidence context for biomedical reports."],"limitation":"Requires Entrez configuration; retrieval does not validate local analysis.","url":"https://github.com/xuxinxi14/x--amplicon","primarySourceURLs":["https://github.com/xuxinxi14/X--Amplicon/blob/ef0ac6b2a68bbbdd7a3049d6a185119d642a896d/agent/skills/literature_evidence/skill.md"],"id":"RWE-2209","relevance":{"id":"RWE-2209","decision":"Core","rationale":"Retain the documented evidence function: Gather PubMed evidence context for biomedical reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Gather PubMed evidence context for biomedical reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xuxinxi14/x--amplicon","https://github.com/xuxinxi14/X--Amplicon/blob/ef0ac6b2a68bbbdd7a3049d6a185119d642a896d/agent/skills/literature_evidence/skill.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"richard0901/skill-warehouse — literature-review-helper","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Plan literature searches and produce cited DOCX research guides.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"richard0901/skill-warehouse","website":"GitHub","packages":"literature-review-helper/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan literature searches and produce cited DOCX research guides."],"limitation":"Consensus and document tooling required; systematic completeness unverified. Other discovered, held or excluded components are outside this approval. Excluded from approval — pubmed-journal-downloader: PubMed journal downloader instruction points to a specific local user-path script and says an API key is preconfigured.","url":"https://github.com/richard0901/skill-warehouse","primarySourceURLs":["https://github.com/Richard0901/SKILL-warehouse/blob/7bf1d8184dbe37368dbd369c38485317d66c15d9/literature-review-helper/SKILL.md"],"id":"RWE-2210","relevance":{"id":"RWE-2210","decision":"Core","rationale":"Retain the documented evidence function: Plan literature searches and produce cited DOCX research guides. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Plan literature searches and produce cited DOCX research guides.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/richard0901/skill-warehouse","https://github.com/Richard0901/SKILL-warehouse/blob/7bf1d8184dbe37368dbd369c38485317d66c15d9/literature-review-helper/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jrcjrcc/deepseek-nyamu — 01-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Audit scholarly claims, identification methods and reporting completeness.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jrcjrcc/deepseek-nyamu","website":"GitHub","packages":"crates/tui/assets/skills/academic-paper-pipeline/modules/01-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Audit scholarly claims, identification methods and reporting completeness."],"limitation":"Review instruction only; expert appraisal remains necessary.","url":"https://github.com/jrcjrcc/deepseek-nyamu","primarySourceURLs":["https://github.com/jrcjrcc/deepseek-nyamu/blob/e76a4aeb33962e0a4d66da156d0eeb0a5e8422d5/crates/tui/assets/skills/academic-paper-pipeline/modules/01-review/SKILL.md"],"id":"RWE-2211","relevance":{"id":"RWE-2211","decision":"Core","rationale":"Retain the documented evidence function: Audit scholarly claims, identification methods and reporting completeness. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Audit scholarly claims, identification methods and reporting completeness.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jrcjrcc/deepseek-nyamu","https://github.com/jrcjrcc/deepseek-nyamu/blob/e76a4aeb33962e0a4d66da156d0eeb0a5e8422d5/crates/tui/assets/skills/academic-paper-pipeline/modules/01-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zanderruss/obsidian-claude — perplexity-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve scholarly-oriented web results through Perplexity/OpenRouter.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zanderruss/obsidian-claude","website":"GitHub","packages":".claude/skills/perplexity-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve scholarly-oriented web results through Perplexity/OpenRouter."],"limitation":"Paid/external service dependence; source selection and answer grounding untested.","url":"https://github.com/zanderruss/obsidian-claude","primarySourceURLs":["https://github.com/ZanderRuss/obsidian-claude/blob/e42c7332394c4465be376ac6f62387813ad332b6/.claude/skills/perplexity-search/SKILL.md"],"id":"RWE-2212","relevance":{"id":"RWE-2212","decision":"Core","rationale":"Retain the documented evidence function: Retrieve scholarly-oriented web results through Perplexity/OpenRouter. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve scholarly-oriented web results through Perplexity/OpenRouter.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zanderruss/obsidian-claude","https://github.com/ZanderRuss/obsidian-claude/blob/e42c7332394c4465be376ac6f62387813ad332b6/.claude/skills/perplexity-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wzelong/anamnesis — fhir-us-core","kind":"Skill","category":"RWE Data & Analytics","summary":"Guide clinical data resource normalization and coding.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wzelong/anamnesis","website":"GitHub","packages":".claude/skills/fhir-us-core/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide clinical data resource normalization and coding."],"limitation":"Pinned to US Core 6.1.0; not a conformance validator.","url":"https://github.com/wzelong/anamnesis","primarySourceURLs":["https://github.com/Wzelong/anamnesis/blob/0ccc58e3eaa95b40bdd9604229011549d0208c4d/.claude/skills/fhir-us-core/SKILL.md"],"id":"RWE-2213","relevance":{"id":"RWE-2213","decision":"Core","rationale":"Guide clinical data resource normalization and coding. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Guide clinical data resource normalization and coding. Limits: Pinned to US Core 6.1.0; not a conformance validator.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Wzelong/anamnesis/blob/0ccc58e3eaa95b40bdd9604229011549d0208c4d/.claude/skills/fhir-us-core/SKILL.md"],"reviewGroup":"research-method"}},{"name":"joshuafayallen/joshuafayallen.github.io — pymc-labs-pymc-modeling","kind":"Skill","category":"RWE Data & Analytics","summary":"Guide Bayesian empirical modeling and uncertainty analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"joshuafayallen/joshuafayallen.github.io","website":"GitHub","packages":"blog/2025/nfl-marketing/pymc-labs-pymc-modeling/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide Bayesian empirical modeling and uncertainty analysis."],"limitation":"Examples and advertised performance untested; model assumptions require review.","url":"https://github.com/joshuafayallen/joshuafayallen.github.io","primarySourceURLs":["https://github.com/joshuafayallen/joshuafayallen.github.io/blob/e6b73f98e7b3737c9f1adbf335855fcea1d0f65c/blog/2025/nfl-marketing/pymc-labs-pymc-modeling/SKILL.md"],"id":"RWE-2215","relevance":{"id":"RWE-2215","decision":"Core","rationale":"Guide Bayesian empirical modeling and uncertainty analysis. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Guide Bayesian empirical modeling and uncertainty analysis. Limits: Examples and advertised performance untested; model assumptions require review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/joshuafayallen/joshuafayallen.github.io/blob/e6b73f98e7b3737c9f1adbf335855fcea1d0f65c/blog/2025/nfl-marketing/pymc-labs-pymc-modeling/SKILL.md"],"reviewGroup":"research-method"}},{"name":"caelum0x/papertrail — papertrail-safety-signal","kind":"Skill","category":"Pharmacovigilance & safety","summary":"Compute FAERS PRR/ROR signals or reproduce supplied contingency tables.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"caelum0x/papertrail","website":"GitHub","packages":"skills/papertrail-safety-signal/SKILL.md","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Compute FAERS PRR/ROR signals or reproduce supplied contingency tables."],"limitation":"Spontaneous reports lack exposed denominator; deterministic computation claim untested.","url":"https://github.com/caelum0x/papertrail","primarySourceURLs":["https://github.com/caelum0x/papertrail/blob/fd01bfb5865f17af00d6b9dd2c022926427fa8aa/skills/papertrail-safety-signal/SKILL.md"],"id":"RWE-2216","relevance":{"id":"RWE-2216","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"Compute FAERS PRR/ROR signals or reproduce supplied contingency tables.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/caelum0x/papertrail/blob/fd01bfb5865f17af00d6b9dd2c022926427fa8aa/skills/papertrail-safety-signal/SKILL.md"],"reviewGroup":"bounded-research-method"}},{"name":"dante-sparras/skills — firecrawl-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search biomedical/preprint literature and retrieve page content.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dante-sparras/skills","website":"GitHub","packages":"firecrawl-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search biomedical/preprint literature and retrieve page content."],"limitation":"External CLI/API required; completeness and extraction quality untested.","url":"https://github.com/dante-sparras/skills","primarySourceURLs":["https://github.com/dante-sparras/skills/blob/5d97cfc894017a64a60d18534499b459307728a7/firecrawl-search/SKILL.md"],"id":"RWE-2218","relevance":{"id":"RWE-2218","decision":"Core","rationale":"Retain the documented evidence function: Search biomedical/preprint literature and retrieve page content. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search biomedical/preprint literature and retrieve page content.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dante-sparras/skills","https://github.com/dante-sparras/skills/blob/5d97cfc894017a64a60d18534499b459307728a7/firecrawl-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gpid-wb/compound-gpid — cg-skill-stata-best-practices","kind":"Skill","category":"RWE Data & Analytics","summary":"Guide empirical research coding and method-specific package use.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gpid-wb/compound-gpid","website":"GitHub","packages":".claude/skills/cg-skill-stata-best-practices/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide empirical research coding and method-specific package use."],"limitation":"Reference gateway within component; linked method files not fully audited.","url":"https://github.com/gpid-wb/compound-gpid","primarySourceURLs":["https://github.com/GPID-WB/compound-gpid/blob/c94b6bca30a2010b020002325abf3eb2c4185db8/.claude/skills/cg-skill-stata-best-practices/SKILL.md"],"id":"RWE-2219","relevance":{"id":"RWE-2219","decision":"Core","rationale":"Guide empirical research coding and method-specific package use. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Guide empirical research coding and method-specific package use. Limits: Reference gateway within component; linked method files not fully audited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/GPID-WB/compound-gpid/blob/c94b6bca30a2010b020002325abf3eb2c4185db8/.claude/skills/cg-skill-stata-best-practices/SKILL.md"],"reviewGroup":"research-method"}},{"name":"ryukijano/agent-skills — prisma-systematic-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Systematic-review bookkeeping and screening/extraction template guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ryukijano/agent-skills","website":"GitHub","packages":".cursor/skills/prisma-systematic-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Systematic-review bookkeeping and screening/extraction template guidance"],"limitation":"Not complete PRISMA compliance or validated synthesis. PICO and SPIDER are conflated; full texts not retrieved should be tracked as not retrieved rather than automatically treated as eligibility exclusions; an arbitrary 10% spot-check does not assure extraction accuracy. Other discovered, held or excluded components are outside this approval. Excluded from approval — ai-for-real-world-evidence: The RWE document lists target-trial emulation, external controls and regulatory/HTA evidence generation, but the only worked pattern is a generic random-forest prediction loop. It does not specify the named causal design, estimand, data linkage or submission artifacts sufficiently to establish those capabilities.","url":"https://github.com/ryukijano/agent-skills","primarySourceURLs":["https://github.com/Ryukijano/agent-skills/blob/8d6f688ce7d8f3ff601efa74f99e225114eb54e9/.cursor/skills/prisma-systematic-review/SKILL.md","https://github.com/Ryukijano/agent-skills/blob/8d6f688ce7d8f3ff601efa74f99e225114eb54e9/.devin/skills/prisma-systematic-review/SKILL.md"],"id":"RWE-2220","relevance":{"id":"RWE-2220","decision":"Core","rationale":"Retain the documented evidence function: Systematic-review bookkeeping and screening/extraction template guidance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Systematic-review bookkeeping and screening/extraction template guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ryukijano/agent-skills","https://github.com/Ryukijano/agent-skills/blob/8d6f688ce7d8f3ff601efa74f99e225114eb54e9/.cursor/skills/prisma-systematic-review/SKILL.md","https://github.com/Ryukijano/agent-skills/blob/8d6f688ce7d8f3ff601efa74f99e225114eb54e9/.devin/skills/prisma-systematic-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"shaienglert/optime-nursing — resident_placement_success_research_skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Research predictors of older-adult placement adjustment and outcomes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shaienglert/optime-nursing","website":"GitHub","packages":"docs/agent_specs/skills/resident_placement_success_research_skill.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Research predictors of older-adult placement adjustment and outcomes."],"limitation":"Evidence synthesis instructions; no placement policy validation.","url":"https://github.com/shaienglert/optime-nursing","primarySourceURLs":["https://github.com/shaienglert/optime-nursing/blob/d7edce8bec7b68f29d55847766c3a0ecead58c96/docs/agent_specs/skills/resident_placement_success_research_skill.md"],"id":"RWE-2221","relevance":{"id":"RWE-2221","decision":"Core","rationale":"Research predictors of older-adult placement adjustment and outcomes. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Research predictors of older-adult placement adjustment and outcomes. Limits: Evidence synthesis instructions; no placement policy validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shaienglert/optime-nursing/blob/d7edce8bec7b68f29d55847766c3a0ecead58c96/docs/agent_specs/skills/resident_placement_success_research_skill.md"],"reviewGroup":"scholarly-evidence"}},{"name":"ashmindhungana/ai-skillkit — clinical-research","kind":"Skill","category":"RWE Data & Analytics","summary":"Support prospective clinical study planning with explicitly labeled estimates.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ashmindhungana/ai-skillkit","website":"GitHub","packages":"miscellaneous-collection/research-ops/skills/clinical-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Support prospective clinical study planning with explicitly labeled estimates."],"limitation":"Requires clinician/statistician review; scripts and phase-gate scoring untested.","url":"https://github.com/ashmindhungana/ai-skillkit","primarySourceURLs":["https://github.com/AshminDhungana/AI-Skillkit/blob/6d0916e429f2a00b671fbd4f5ec824dafdd9c581/miscellaneous-collection/research-ops/skills/clinical-research/SKILL.md"],"id":"RWE-2222","relevance":{"id":"RWE-2222","decision":"Core","rationale":"Support prospective clinical study planning with explicitly labeled estimates. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Support prospective clinical study planning with explicitly labeled estimates. Limits: Requires clinician/statistician review; scripts and phase-gate scoring untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/AshminDhungana/AI-Skillkit/blob/6d0916e429f2a00b671fbd4f5ec824dafdd9c581/miscellaneous-collection/research-ops/skills/clinical-research/SKILL.md"],"reviewGroup":"research-method"}},{"name":"fjrevoredo/calixto-research-workspace — deep-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search scholarly sources, extract findings and produce citation-audited reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fjrevoredo/calixto-research-workspace","website":"GitHub","packages":"runtime/workspace/skills/deep-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search scholarly sources, extract findings and produce citation-audited reports."],"limitation":"Requires standalone workspace and bundled tools; semantic verification remains manual. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/fjrevoredo/calixto-research-workspace","primarySourceURLs":["https://github.com/fjrevoredo/calixto-research-workspace/blob/915d5f86b1d2d83bc8d32e7846fe4fb5289d48eb/runtime/workspace/skills/deep-research/SKILL.md"],"id":"RWE-2223","relevance":{"id":"RWE-2223","decision":"Core","rationale":"Retain the documented evidence function: Search scholarly sources, extract findings and produce citation-audited reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search scholarly sources, extract findings and produce citation-audited reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fjrevoredo/calixto-research-workspace","https://github.com/fjrevoredo/calixto-research-workspace/blob/915d5f86b1d2d83bc8d32e7846fe4fb5289d48eb/runtime/workspace/skills/deep-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mattartzanthro/ai-anthropology-toolkit — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Plan and synthesize scholarly literature with explicit review genre.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mattartzanthro/ai-anthropology-toolkit","website":"GitHub","packages":"skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan and synthesize scholarly literature with explicit review genre."],"limitation":"Instruction workflow; completeness and appraisal reliability untested.","url":"https://github.com/mattartzanthro/ai-anthropology-toolkit","primarySourceURLs":["https://github.com/MattArtzAnthro/AI-Anthropology-Toolkit/blob/70305f217789d629e88629fb63336338c5919e3f/skills/literature-review/SKILL.md","https://github.com/MattArtzAnthro/AI-Anthropology-Toolkit/blob/70305f217789d629e88629fb63336338c5919e3f/plugins/ai-anthropology/skills/literature-review/SKILL.md"],"id":"RWE-2224","relevance":{"id":"RWE-2224","decision":"Core","rationale":"Retain the documented evidence function: Plan and synthesize scholarly literature with explicit review genre. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Plan and synthesize scholarly literature with explicit review genre.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mattartzanthro/ai-anthropology-toolkit","https://github.com/MattArtzAnthro/AI-Anthropology-Toolkit/blob/70305f217789d629e88629fb63336338c5919e3f/skills/literature-review/SKILL.md","https://github.com/MattArtzAnthro/AI-Anthropology-Toolkit/blob/70305f217789d629e88629fb63336338c5919e3f/plugins/ai-anthropology/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"czunique/literature-zotero-download-skill — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Collect authorized scholarly texts and organize metadata/PDFs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"czunique/literature-zotero-download-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Collect authorized scholarly texts and organize metadata/PDFs."],"limitation":"Requires database/Zotero access; availability and import execution untested.","url":"https://github.com/czunique/literature-zotero-download-skill","primarySourceURLs":["https://github.com/czunique/literature-zotero-download-skill/blob/802d8c7f7646da9c4bdee191ea97ba5a8058204d/SKILL.md"],"id":"RWE-2226","relevance":{"id":"RWE-2226","decision":"Core","rationale":"Retain the documented evidence function: Collect authorized scholarly texts and organize metadata/PDFs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Collect authorized scholarly texts and organize metadata/PDFs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/czunique/literature-zotero-download-skill","https://github.com/czunique/literature-zotero-download-skill/blob/802d8c7f7646da9c4bdee191ea97ba5a8058204d/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"realactivity/tula — health-records","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Reviewed components: skills/health-records/SKILL.md: Retrieve authorized portal records and inspect clinical data.; https://github.com/realactivity/tula: Retrieve authorized SMART-on-FHIR records, organize medical documents and inspect longitudinal/public-health context through named skills.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"realactivity/tula","website":"GitHub","packages":"skills/health-records/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["skills/health-records/SKILL.md: Retrieve authorized portal records and inspect clinical data.","https://github.com/realactivity/tula: Retrieve authorized SMART-on-FHIR records, organize medical documents and inspect longitudinal/public-health context through named skills."],"limitation":"health-records: Explicit jmandel/health-skillz backend attribution; adaptation and runtime untested, preserve packaging relationship. https://github.com/realactivity/tula: Personal-care layer; wearables/imaging/genomics/de-identification are planned; Microsoft architecture endorsement language is not independently established. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/realactivity/tula","primarySourceURLs":["https://github.com/realactivity/tula/blob/766e888ceb570e839b6078fedd1cd687dcb027da/skills/health-records/SKILL.md","https://raw.githubusercontent.com/realactivity/tula/main/README.md","https://github.com/realactivity/tula"],"id":"RWE-2230","relevance":{"id":"RWE-2230","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"skills/health-records/SKILL.md: Retrieve authorized portal records and inspect clinical data.; https://github.com/realactivity/tula: Retrieve authorized SMART-on-FHIR records, organize medical documents and inspect longitudinal/public-health context through named skills.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/realactivity/tula/blob/766e888ceb570e839b6078fedd1cd687dcb027da/skills/health-records/SKILL.md","https://raw.githubusercontent.com/realactivity/tula/main/README.md","https://github.com/realactivity/tula"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"mlava/scholar-sidekick-mcp — scholar-sidekick","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Verify scholarly identifiers and export citations with provenance.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mlava/scholar-sidekick-mcp","website":"GitHub","packages":"skills/scholar-sidekick/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Verify scholarly identifiers and export citations with provenance."],"limitation":"Formatting and verification layer only, not new-paper search; runtime untested.","url":"https://github.com/mlava/scholar-sidekick-mcp","primarySourceURLs":["https://github.com/mlava/scholar-sidekick-mcp/blob/5cf3a67e1a5ef93580bf8ff7f44ac58e5b3a3bcd/skills/scholar-sidekick/SKILL.md"],"id":"RWE-2232","relevance":{"id":"RWE-2232","decision":"Core","rationale":"Retain the documented evidence function: Verify scholarly identifiers and export citations with provenance. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Verify scholarly identifiers and export citations with provenance.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mlava/scholar-sidekick-mcp","https://github.com/mlava/scholar-sidekick-mcp/blob/5cf3a67e1a5ef93580bf8ff7f44ac58e5b3a3bcd/skills/scholar-sidekick/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pbiondich/openmrs-cli — omrs","kind":"Skill","category":"RWE Data & Analytics","summary":"Retrieve patient/encounter/observation/concept data from authorized OpenMRS instances.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pbiondich/openmrs-cli","website":"GitHub","packages":"skills/omrs/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve patient/encounter/observation/concept data from authorized OpenMRS instances."],"limitation":"Read-only CLI instructions; requires server authorization and runtime validation.","url":"https://github.com/pbiondich/openmrs-cli","primarySourceURLs":["https://github.com/pbiondich/openmrs-cli/blob/1ad63c3bf7759a2785dca3692ac00ad5b47dce78/skills/omrs/SKILL.md"],"id":"RWE-2233","relevance":{"id":"RWE-2233","decision":"Core","rationale":"Retrieve patient/encounter/observation/concept data from authorized OpenMRS instances. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Retrieve patient/encounter/observation/concept data from authorized OpenMRS instances. Limits: Read-only CLI instructions; requires server authorization and runtime validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pbiondich/openmrs-cli/blob/1ad63c3bf7759a2785dca3692ac00ad5b47dce78/skills/omrs/SKILL.md"],"reviewGroup":"research-method"}},{"name":"1nslyn/biomed-agent-kit — clinical-nlp","kind":"Skill","category":"RWE Data & Analytics","summary":"Guide extraction of structured information from clinical and biomedical text.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"1nslyn/biomed-agent-kit","website":"GitHub","packages":"skills/clinical-nlp/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide extraction of structured information from clinical and biomedical text."],"limitation":"Model/reference dependencies; extraction performance untested.","url":"https://github.com/1nslyn/biomed-agent-kit","primarySourceURLs":["https://github.com/1nslyn/biomed-agent-kit/blob/8cde2079c3f4f75ff660b0022883c710394e22fc/skills/clinical-nlp/SKILL.md"],"id":"RWE-2236","relevance":{"id":"RWE-2236","decision":"Core","rationale":"Guide extraction of structured information from clinical and biomedical text. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Guide extraction of structured information from clinical and biomedical text. Limits: Model/reference dependencies; extraction performance untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/1nslyn/biomed-agent-kit/blob/8cde2079c3f4f75ff660b0022883c710394e22fc/skills/clinical-nlp/SKILL.md"],"reviewGroup":"research-method"}},{"name":"eljaplacido/carfdevops — causal_analysis","kind":"Skill","category":"RWE Data & Analytics","summary":"Estimate treatment effects and conduct refutation diagnostics.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eljaplacido/carfdevops","website":"GitHub","packages":".agent/skills/causal_analysis/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Estimate treatment effects and conduct refutation diagnostics."],"limitation":"Refutation does not prove causal identification; runtime and assumptions untested.","url":"https://github.com/eljaplacido/carfdevops","primarySourceURLs":["https://github.com/eljaplacido/carfdevops/blob/9230386a446f589d4c2d39beab58b19b964b338e/.agent/skills/causal_analysis/SKILL.md"],"id":"RWE-2237","relevance":{"id":"RWE-2237","decision":"Core","rationale":"Estimate treatment effects and conduct refutation diagnostics. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Estimate treatment effects and conduct refutation diagnostics. Limits: Refutation does not prove causal identification; runtime and assumptions untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/eljaplacido/carfdevops/blob/9230386a446f589d4c2d39beab58b19b964b338e/.agent/skills/causal_analysis/SKILL.md"],"reviewGroup":"research-method"}},{"name":"yongqingli47-creator/gzq — zotero-library-ops","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Manage literature metadata and abstract-based research workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yongqingli47-creator/gzq","website":"GitHub","packages":".github/skills/zotero-library-ops/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Manage literature metadata and abstract-based research workflows."],"limitation":"Requires repository resources/Zotero access; abstracts do not establish full-text claims.","url":"https://github.com/yongqingli47-creator/gzq","primarySourceURLs":["https://github.com/yongqingli47-creator/GZQ/blob/df487b64cd5cd7e5ee616489d24c1a271fd3b63b/.github/skills/zotero-library-ops/SKILL.md"],"id":"RWE-2238","relevance":{"id":"RWE-2238","decision":"Core","rationale":"Retain the documented evidence function: Manage literature metadata and abstract-based research workflows. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Manage literature metadata and abstract-based research workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yongqingli47-creator/gzq","https://github.com/yongqingli47-creator/GZQ/blob/df487b64cd5cd7e5ee616489d24c1a271fd3b63b/.github/skills/zotero-library-ops/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dgaolab/nono — nono-librarian","kind":"Skill","category":"RWE Data & Analytics","summary":"Build and maintain evidence-linked biomedical knowledge graphs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dgaolab/nono","website":"GitHub","packages":"librarian/.claude/skills/nono-librarian/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Build and maintain evidence-linked biomedical knowledge graphs."],"limitation":"Agent synthesis determines quality; quote guardrail does not establish claim truth.","url":"https://github.com/dgaolab/nono","primarySourceURLs":["https://github.com/dgaolab/Nono/blob/34655ed20bb63117873b53dee3c14ad7dab90141/librarian/.claude/skills/nono-librarian/SKILL.md"],"id":"RWE-2239","relevance":{"id":"RWE-2239","decision":"Core","rationale":"Build and maintain evidence-linked biomedical knowledge graphs. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Build and maintain evidence-linked biomedical knowledge graphs. Limits: Agent synthesis determines quality; quote guardrail does not establish claim truth.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dgaolab/Nono/blob/34655ed20bb63117873b53dee3c14ad7dab90141/librarian/.claude/skills/nono-librarian/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"one-step-beh1nd/skillbank — stanford_auto_empirical_research_skills__aer-statspai__skills__50-brycewang-aer-skills__skills__aer-statspai","kind":"Skill","category":"Causal Inference & Analytics","summary":"Run causal/econometric research through StatsPAI MCP/Python.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"one-step-beh1nd/skillbank","website":"GitHub","packages":"skills/stanford_auto_empirical_research_skills__aer-statspai__skills__50-brycewang-aer-skills__skills__aer-statspai/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Run causal/econometric research through StatsPAI MCP/Python."],"limitation":"Upstream engine dependence and validation-status caveats retained; runtime untested.","url":"https://github.com/one-step-beh1nd/skillbank","primarySourceURLs":["https://github.com/one-step-beh1nd/skillbank/blob/7e3ac3ede1d776ed5dca5caa2f2b4559c185e1f8/skills/stanford_auto_empirical_research_skills__aer-statspai__skills__50-brycewang-aer-skills__skills__aer-statspai/SKILL.md"],"id":"RWE-2240","relevance":{"id":"RWE-2240","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Run causal/econometric research through StatsPAI MCP/Python.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/one-step-beh1nd/skillbank/blob/7e3ac3ede1d776ed5dca5caa2f2b4559c185e1f8/skills/stanford_auto_empirical_research_skills__aer-statspai__skills__50-brycewang-aer-skills__skills__aer-statspai/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"mikailustuner/omnirule — literature-reviewer","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Prepare scholarly evidence syntheses and review outputs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mikailustuner/omnirule","website":"GitHub","packages":"skills/literature-reviewer/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Prepare scholarly evidence syntheses and review outputs."],"limitation":"Instruction workflow; completeness and method correctness not validated.","url":"https://github.com/mikailustuner/omnirule","primarySourceURLs":["https://github.com/mikailustuner/OmniRule/blob/c8b1aefcaab154ea63ee74d55d37ccb544fb5e30/skills/literature-reviewer/SKILL.md"],"id":"RWE-2241","relevance":{"id":"RWE-2241","decision":"Core","rationale":"Retain the documented evidence function: Prepare scholarly evidence syntheses and review outputs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Prepare scholarly evidence syntheses and review outputs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mikailustuner/omnirule","https://github.com/mikailustuner/OmniRule/blob/c8b1aefcaab154ea63ee74d55d37ccb544fb5e30/skills/literature-reviewer/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kaicot/kaic-research-skills — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Support KCHS/occupational-health analysis planning and manuscript reporting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kaicot/kaic-research-skills","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Support KCHS/occupational-health analysis planning and manuscript reporting."],"limitation":"Bundled methods and numerical results untested; requires specified analysis tools.","url":"https://github.com/kaicot/kaic-research-skills","primarySourceURLs":["https://github.com/kaicot/kaic-research-skills/blob/91c684de5577feccb67471c1b2e31b5f4e38c264/SKILL.md"],"id":"RWE-2242","relevance":{"id":"RWE-2242","decision":"Core","rationale":"Retain the documented evidence function: Support KCHS/occupational-health analysis planning and manuscript reporting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Support KCHS/occupational-health analysis planning and manuscript reporting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kaicot/kaic-research-skills","https://github.com/kaicot/kaic-research-skills/blob/91c684de5577feccb67471c1b2e31b5f4e38c264/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hermitkuo/toy_2026 — trinetx-design","kind":"Skill","category":"Trials & Study Design","summary":"Draft RWD study designs and analysis field specifications.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hermitkuo/toy_2026","website":"GitHub","packages":".claude/skills/trinetx-design/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Draft RWD study designs and analysis field specifications."],"limitation":"Nephrology-derived codelists need extension; no TriNetX data access or causal validity established.","url":"https://github.com/hermitkuo/toy_2026","primarySourceURLs":["https://github.com/hermitkuo/Toy_2026/blob/31b8ea0091b554bccd750af51672fbc1005e6490/.claude/skills/trinetx-design/SKILL.md"],"id":"RWE-2244","relevance":{"id":"RWE-2244","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"Draft RWD study designs and analysis field specifications.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hermitkuo/Toy_2026/blob/31b8ea0091b554bccd750af51672fbc1005e6490/.claude/skills/trinetx-design/SKILL.md"],"reviewGroup":"bounded-research-method"}},{"name":"willoscar/research-units-pipeline-skills — bias-assessor","kind":"Skill","category":"RWE Data & Analytics","summary":"Record low/unclear/high study-quality assessments with reasons.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"willoscar/research-units-pipeline-skills","website":"GitHub","packages":"skills/development/bias-assessor/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Record low/unclear/high study-quality assessments with reasons."],"limitation":"Lightweight appraisal instruction, not validated full RoB instrument.","url":"https://github.com/willoscar/research-units-pipeline-skills","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/development/bias-assessor/SKILL.md"],"id":"RWE-2246","relevance":{"id":"RWE-2246","decision":"Core","rationale":"Record low/unclear/high study-quality assessments with reasons. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Record low/unclear/high study-quality assessments with reasons. Limits: Lightweight appraisal instruction, not validated full RoB instrument.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/development/bias-assessor/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"global-datacare/gwtemplate-node-ts — govern-digital-twin-consent","kind":"Skill","category":"RWE Data & Analytics","summary":"Guide implementation/audit of consent-governed research data projections.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"global-datacare/gwtemplate-node-ts","website":"GitHub","packages":".codex/skills/govern-digital-twin-consent/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide implementation/audit of consent-governed research data projections."],"limitation":"Repository engineering component; legal compliance and actual authorization enforcement untested. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/global-datacare/gwtemplate-node-ts","primarySourceURLs":["https://github.com/Global-DataCare/gwtemplate-node-ts/blob/bc28b000af33bdafbcb761d900bbd75e857a8e40/.codex/skills/govern-digital-twin-consent/SKILL.md"],"id":"RWE-2247","relevance":{"id":"RWE-2247","decision":"Core","rationale":"Guide implementation/audit of consent-governed research data projections. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Guide implementation/audit of consent-governed research data projections. Limits: Repository engineering component; legal compliance and actual authorization enforcement untested. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Global-DataCare/gwtemplate-node-ts/blob/bc28b000af33bdafbcb761d900bbd75e857a8e40/.codex/skills/govern-digital-twin-consent/SKILL.md"],"reviewGroup":"research-method"}},{"name":"jameslyu2001/codex-econ-skills-bootstrap — mixtape-research-workflow","kind":"Skill","category":"Causal Inference & Analytics","summary":"Plan causal research and preserve source-to-result evidence chain.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jameslyu2001/codex-econ-skills-bootstrap","website":"GitHub","packages":"overlays/mixtape-research-workflow/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Plan causal research and preserve source-to-result evidence chain."],"limitation":"Independent MixtapeTools-informed wrapper explicitly declared; no estimator validation.","url":"https://github.com/jameslyu2001/codex-econ-skills-bootstrap","primarySourceURLs":["https://github.com/jameslyu2001/codex-econ-skills-bootstrap/blob/b57c53f16bbe75f5e964dbbdf2b2d525688cf26e/overlays/mixtape-research-workflow/SKILL.md"],"id":"RWE-2248","relevance":{"id":"RWE-2248","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Plan causal research and preserve source-to-result evidence chain.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jameslyu2001/codex-econ-skills-bootstrap/blob/b57c53f16bbe75f5e964dbbdf2b2d525688cf26e/overlays/mixtape-research-workflow/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"scitex-ai/scitex-scholar — scitex-scholar","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search papers, enrich metadata and manage reproducible BibTeX/PDF libraries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scitex-ai/scitex-scholar","website":"GitHub","packages":"src/scitex_scholar/_skills/scitex-scholar/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search papers, enrich metadata and manage reproducible BibTeX/PDF libraries."],"limitation":"Leaf implementations not fully audited; institutional access required for restricted texts.","url":"https://github.com/scitex-ai/scitex-scholar","primarySourceURLs":["https://github.com/scitex-ai/scitex-scholar/blob/c55500a0ae4b6d0294f74d82dcac686b3b23883a/src/scitex_scholar/_skills/scitex-scholar/SKILL.md"],"id":"RWE-2249","relevance":{"id":"RWE-2249","decision":"Core","rationale":"Retain the documented evidence function: Search papers, enrich metadata and manage reproducible BibTeX/PDF libraries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search papers, enrich metadata and manage reproducible BibTeX/PDF libraries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/scitex-ai/scitex-scholar","https://github.com/scitex-ai/scitex-scholar/blob/c55500a0ae4b6d0294f74d82dcac686b3b23883a/src/scitex_scholar/_skills/scitex-scholar/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"huang-sh/research-mail-digest — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Curate scholarly update digests from configured feeds.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"huang-sh/research-mail-digest","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Curate scholarly update digests from configured feeds."],"limitation":"Feed coverage and screening quality untested; delivery capability not exercised.","url":"https://github.com/huang-sh/research-mail-digest","primarySourceURLs":["https://github.com/huang-sh/research-mail-digest/blob/66eaf5a952b023e5e5d930dcb8209510a87f7c56/SKILL.md"],"id":"RWE-2250","relevance":{"id":"RWE-2250","decision":"Core","rationale":"Retain the documented evidence function: Curate scholarly update digests from configured feeds. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Curate scholarly update digests from configured feeds.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/huang-sh/research-mail-digest","https://github.com/huang-sh/research-mail-digest/blob/66eaf5a952b023e5e5d930dcb8209510a87f7c56/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"vualidon/systematic-literature-review-skill — systematic-lit-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Conduct systematic-review-style evidence synthesis and gap analysis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vualidon/systematic-literature-review-skill","website":"GitHub","packages":"systematic-lit-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Conduct systematic-review-style evidence synthesis and gap analysis."],"limitation":"Instruction protocol; completeness and novelty conclusions require source verification.","url":"https://github.com/vualidon/systematic-literature-review-skill","primarySourceURLs":["https://github.com/vualidon/systematic-literature-review-skill/blob/7e129da16b8448d9cce7c22ce5c601ab9f397485/systematic-lit-review/SKILL.md"],"id":"RWE-2251","relevance":{"id":"RWE-2251","decision":"Core","rationale":"Retain the documented evidence function: Conduct systematic-review-style evidence synthesis and gap analysis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Conduct systematic-review-style evidence synthesis and gap analysis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vualidon/systematic-literature-review-skill","https://github.com/vualidon/systematic-literature-review-skill/blob/7e129da16b8448d9cce7c22ce5c601ab9f397485/systematic-lit-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"alexvantwisk/superpowers — r-reporting","kind":"Skill","category":"RWE Data & Analytics","summary":"Generate reproducible clinical statistical reports with cached model artifacts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alexvantwisk/superpowers","website":"GitHub","packages":"skills/r-reporting/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Generate reproducible clinical statistical reports with cached model artifacts."],"limitation":"Report generation does not validate upstream analyses; runtime untested.","url":"https://github.com/alexvantwisk/superpowers","primarySourceURLs":["https://github.com/alexvantwisk/supeRpowers/blob/f71479f4e75e37cd5c4214229863eb11b3e887d7/skills/r-reporting/SKILL.md"],"id":"RWE-2252","relevance":{"id":"RWE-2252","decision":"Core","rationale":"Generate reproducible clinical statistical reports with cached model artifacts. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Generate reproducible clinical statistical reports with cached model artifacts. Limits: Report generation does not validate upstream analyses; runtime untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alexvantwisk/supeRpowers/blob/f71479f4e75e37cd5c4214229863eb11b3e887d7/skills/r-reporting/SKILL.md"],"reviewGroup":"research-method"}},{"name":"pratikrjoshi/ai-lab-bench — url-truth-analyzer","kind":"Skill","category":"RWE Data & Analytics","summary":"Extract claims from media and structure evidence-backed medical fact checks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pratikrjoshi/ai-lab-bench","website":"GitHub","packages":"LLM_Skills/url-truth-analyzer/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Extract claims from media and structure evidence-backed medical fact checks."],"limitation":"Large instruction component reviewed at introduction/section level; factual accuracy and scoring not validated.","url":"https://github.com/pratikrjoshi/ai-lab-bench","primarySourceURLs":["https://github.com/PratikRJoshi/AI-Lab-Bench/blob/43c7ec9cf605abfb0dc5c5af389f2a4be96a2bce/LLM_Skills/url-truth-analyzer/SKILL.md"],"id":"RWE-2253","relevance":{"id":"RWE-2253","decision":"Core","rationale":"Extract claims from media and structure evidence-backed medical fact checks. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Extract claims from media and structure evidence-backed medical fact checks. Limits: Large instruction component reviewed at introduction/section level; factual accuracy and scoring not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/PratikRJoshi/AI-Lab-Bench/blob/43c7ec9cf605abfb0dc5c5af389f2a4be96a2bce/LLM_Skills/url-truth-analyzer/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"pi-dal/sysu-researcher-skills — sysu-open-literature-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search papers, inspect metadata and trace authors/citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pi-dal/sysu-researcher-skills","website":"GitHub","packages":"skills/sysu-open-literature-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search papers, inspect metadata and trace authors/citations."],"limitation":"External adapters and browser access untested.","url":"https://github.com/pi-dal/sysu-researcher-skills","primarySourceURLs":["https://github.com/pi-dal/sysu-researcher-skills/blob/fffb1de7ab698204dbcf2ce6d559c0d8fe43d009/skills/sysu-open-literature-search/SKILL.md"],"id":"RWE-2254","relevance":{"id":"RWE-2254","decision":"Core","rationale":"Retain the documented evidence function: Search papers, inspect metadata and trace authors/citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search papers, inspect metadata and trace authors/citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pi-dal/sysu-researcher-skills","https://github.com/pi-dal/sysu-researcher-skills/blob/fffb1de7ab698204dbcf2ce6d559c0d8fe43d009/skills/sysu-open-literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dandgabr/skills — healthtech-standards-security","kind":"Skill","category":"OMOP & terminology","summary":"Guide FHIR/OMOP/terminology use for research data interoperability.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dandgabr/skills","website":"GitHub","packages":"skills/security/grc-compliance/healthtech-standards-security/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["Guide FHIR/OMOP/terminology use for research data interoperability."],"limitation":"Broad reference persona; not conformance certification or executed ETL.","url":"https://github.com/dandgabr/skills","primarySourceURLs":["https://github.com/dandgabr/skills/blob/0649d5c9fd3bf5724c02150552175377fa500c00/skills/security/grc-compliance/healthtech-standards-security/SKILL.md","https://github.com/dandgabr/skills/blob/0249323822b03d3550fc9485904e5925ba887424/skills/security/grc-compliance/healthtech-standards-security/SKILL.md"],"id":"RWE-2255","relevance":{"id":"RWE-2255","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Guide FHIR/OMOP/terminology use for research data interoperability.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dandgabr/skills/blob/0649d5c9fd3bf5724c02150552175377fa500c00/skills/security/grc-compliance/healthtech-standards-security/SKILL.md","https://github.com/dandgabr/skills/blob/0249323822b03d3550fc9485904e5925ba887424/skills/security/grc-compliance/healthtech-standards-security/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ahang1598/doubao-workbuddy-qwenwork-skills — patent-literature-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve scholarly and patent evidence with traceable source chains.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ahang1598/doubao-workbuddy-qwenwork-skills","website":"GitHub","packages":"workbuddy/experts/patent-expert-team/skills/patent-literature-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve scholarly and patent evidence with traceable source chains."],"limitation":"Web/API dependencies; supplemental reader/pipeline attribution retained.","url":"https://github.com/ahang1598/doubao-workbuddy-qwenwork-skills","primarySourceURLs":["https://github.com/ahang1598/doubao-workbuddy-qwenwork-skills/blob/b72360bfadd45cdabc87e300bfef0b57cbce5d46/workbuddy/experts/patent-expert-team/skills/patent-literature-search/SKILL.md"],"id":"RWE-2256","relevance":{"id":"RWE-2256","decision":"Core","rationale":"Retain the documented evidence function: Scholarly evidence retrieval and source chaining only; commercial patent research excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly evidence retrieval and source chaining only; commercial patent research excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ahang1598/doubao-workbuddy-qwenwork-skills","https://github.com/ahang1598/doubao-workbuddy-qwenwork-skills/blob/b72360bfadd45cdabc87e300bfef0b57cbce5d46/workbuddy/experts/patent-expert-team/skills/patent-literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"osbaldog/biobridge-layer — trial-matcher","kind":"Skill","category":"Trials & Study Design","summary":"Rank retrieved clinical trials against supplied patient eligibility facts.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"osbaldog/biobridge-layer","website":"GitHub","packages":"skills/bio/trial-matcher/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Rank retrieved clinical trials against supplied patient eligibility facts."],"limitation":"Explicit NIH/biomcp-trialgpt method attribution; screening aid, not enrollment determination.","url":"https://github.com/osbaldog/biobridge-layer","primarySourceURLs":["https://github.com/OsbaldoG/biobridge-layer/blob/73e51de7c4afecc7f41868f2a277126f8df952a8/skills/bio/trial-matcher/SKILL.md"],"id":"RWE-2257","relevance":{"id":"RWE-2257","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Rank retrieved clinical trials against supplied patient eligibility facts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/OsbaldoG/biobridge-layer/blob/73e51de7c4afecc7f41868f2a277126f8df952a8/skills/bio/trial-matcher/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"jackmir-explorer/chartji — paper-extract","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Extract biomedical paper findings into cited knowledge drafts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackmir-explorer/chartji","website":"GitHub","packages":"skills/paper-extract/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Extract biomedical paper findings into cited knowledge drafts."],"limitation":"Clinical applicability and dosing not validated; abstract-only evidence explicitly limited.","url":"https://github.com/jackmir-explorer/chartji","primarySourceURLs":["https://github.com/jackmir-explorer/chartji/blob/4d24889f173a84b0e55b3dbada7ba78447b986c2/skills/paper-extract/SKILL.md"],"id":"RWE-2258","relevance":{"id":"RWE-2258","decision":"Core","rationale":"Retain the documented evidence function: Extract biomedical paper findings into cited knowledge drafts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Extract biomedical paper findings into cited knowledge drafts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackmir-explorer/chartji","https://github.com/jackmir-explorer/chartji/blob/4d24889f173a84b0e55b3dbada7ba78447b986c2/skills/paper-extract/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"noah-ai-co/noah-skills — clinical_trial","kind":"Skill","category":"Trials & Study Design","summary":"Search trial records by drug, target, indication and phase.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"noah-ai-co/noah-skills","website":"GitHub","packages":"skills/clinical_trial/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Search trial records by drug, target, indication and phase."],"limitation":"Requires NOAH token; backend coverage and results untested.","url":"https://github.com/noah-ai-co/noah-skills","primarySourceURLs":["https://github.com/NOAH-AI-CO/noah-skills/blob/8459442c1390c728fde32e35b9863e65b8c23900/skills/clinical_trial/SKILL.md"],"id":"RWE-2259","relevance":{"id":"RWE-2259","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Search trial records by drug, target, indication and phase.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/NOAH-AI-CO/noah-skills/blob/8459442c1390c728fde32e35b9863e65b8c23900/skills/clinical_trial/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"thefermisea/dotfiles — paper-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve scholarly papers through Asta MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thefermisea/dotfiles","website":"GitHub","packages":"dot_claude/plugins/asta/skills/paper-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve scholarly papers through Asta MCP."],"limitation":"External MCP access and corpus-size claims untested.","url":"https://github.com/thefermisea/dotfiles","primarySourceURLs":["https://github.com/TheFermiSea/dotfiles/blob/bb2903ed52e2624a47a213f0dc1b1860fb92f3c8/dot_claude/plugins/asta/skills/paper-search/SKILL.md"],"id":"RWE-2260","relevance":{"id":"RWE-2260","decision":"Core","rationale":"Retain the documented evidence function: Retrieve scholarly papers through Asta MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve scholarly papers through Asta MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/thefermisea/dotfiles","https://github.com/TheFermiSea/dotfiles/blob/bb2903ed52e2624a47a213f0dc1b1860fb92f3c8/dot_claude/plugins/asta/skills/paper-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dedalus-erp-pas/foundation-skills — hl7-pam-parser","kind":"Skill","category":"RWE Data & Analytics","summary":"Normalize patient admission/discharge/visit messages for health data workflows.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dedalus-erp-pas/foundation-skills","website":"GitHub","packages":"data/hl7-pam-parser/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Normalize patient admission/discharge/visit messages for health data workflows."],"limitation":"Administrative data transformation only; IHE conformance not independently validated.","url":"https://github.com/dedalus-erp-pas/foundation-skills","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry-data/blob/4d090cb19cca1fe637af7c58938a3b1bd3453cda/data/hl7-pam-parser/SKILL.md"],"id":"RWE-2262","relevance":{"id":"RWE-2262","decision":"Core","rationale":"Normalize patient admission/discharge/visit messages for health data workflows. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Normalize patient admission/discharge/visit messages for health data workflows. Limits: Administrative data transformation only; IHE conformance not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry-data/blob/4d090cb19cca1fe637af7c58938a3b1bd3453cda/data/hl7-pam-parser/SKILL.md"],"reviewGroup":"research-method"}},{"name":"adeetya-u/multimodal-hackathon — pubmed","kind":"Skill","category":"RWE Data & Analytics","summary":"Retrieve biomedical articles and guideline evidence for research summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"adeetya-u/multimodal-hackathon","website":"GitHub","packages":"backend/skills/pubmed/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve biomedical articles and guideline evidence for research summaries."],"limitation":"Evidence hierarchy is simplified; clinical use and retrieval quality unvalidated.","url":"https://github.com/adeetya-u/multimodal-hackathon","primarySourceURLs":["https://github.com/adeetya-u/multimodal-hackathon/blob/d3a3ac8d5bc5d755430ffe985479dffb354c34e9/backend/skills/pubmed/SKILL.md"],"id":"RWE-2265","relevance":{"id":"RWE-2265","decision":"Core","rationale":"Retrieve biomedical articles and guideline evidence for research summaries. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Retrieve biomedical articles and guideline evidence for research summaries. Limits: Evidence hierarchy is simplified; clinical use and retrieval quality unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/adeetya-u/multimodal-hackathon/blob/d3a3ac8d5bc5d755430ffe985479dffb354c34e9/backend/skills/pubmed/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"jheisonmb/skills — asreview-systematic-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Support active-learning literature screening and review simulations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jheisonmb/skills","website":"GitHub","packages":"asreview-systematic-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Support active-learning literature screening and review simulations."],"limitation":"Requires ASReview; screening recall and model suitability untested.","url":"https://github.com/jheisonmb/skills","primarySourceURLs":["https://github.com/JheisonMB/skills/blob/b7686495c60cb4d731502b91d041e3f01e3fa1bb/asreview-systematic-review/SKILL.md"],"id":"RWE-2266","relevance":{"id":"RWE-2266","decision":"Core","rationale":"Retain the documented evidence function: Support active-learning literature screening and review simulations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Support active-learning literature screening and review simulations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jheisonmb/skills","https://github.com/JheisonMB/skills/blob/b7686495c60cb4d731502b91d041e3f01e3fa1bb/asreview-systematic-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"3982580943570984/ai-research-paper — scientific-writing","kind":"Skill","category":"RWE Data & Analytics","summary":"Prepare cited research documents with full-text versus abstract disclosure.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"3982580943570984/ai-research-paper","website":"GitHub","packages":".claude/skills/scientific-writing/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Prepare cited research documents with full-text versus abstract disclosure."],"limitation":"Instruction workflow, not guaranteed systematic coverage or publication quality.","url":"https://github.com/3982580943570984/ai-research-paper","primarySourceURLs":["https://github.com/3982580943570984/ai-research-paper/blob/be04f5ba2de0887e7c513411b7c288532f486381/.claude/skills/scientific-writing/SKILL.md"],"id":"RWE-2267","relevance":{"id":"RWE-2267","decision":"Core","rationale":"Prepare cited research documents with full-text versus abstract disclosure. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Prepare cited research documents with full-text versus abstract disclosure. Limits: Instruction workflow, not guaranteed systematic coverage or publication quality.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/3982580943570984/ai-research-paper/blob/be04f5ba2de0887e7c513411b7c288532f486381/.claude/skills/scientific-writing/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"stanfish06/skillquarium — clinical-reports","kind":"Skill","category":"RWE Data & Analytics","summary":"Prepare CARE/ICH-E3-style research reports from supplied evidence.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stanfish06/skillquarium","website":"GitHub","packages":"skills/clinical-reports/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Prepare CARE/ICH-E3-style research reports from supplied evidence."],"limitation":"Patient documentation scope not approved here; compliance and accuracy untested.","url":"https://github.com/stanfish06/skillquarium","primarySourceURLs":["https://github.com/stanfish06/skillquarium/blob/7a8785e2f1a88d7ec7e45ffca16932a9445e09b3/skills/clinical-reports/SKILL.md"],"id":"RWE-2268","relevance":{"id":"RWE-2268","decision":"Core","rationale":"Prepare CARE/ICH-E3-style research reports from supplied evidence. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Prepare CARE/ICH-E3-style research reports from supplied evidence. Limits: Patient documentation scope not approved here; compliance and accuracy untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/stanfish06/skillquarium/blob/7a8785e2f1a88d7ec7e45ffca16932a9445e09b3/skills/clinical-reports/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"shandley/research30 — research30","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Find and synthesize recent scholarly papers and preprints.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shandley/research30","website":"GitHub","packages":"research30/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Find and synthesize recent scholarly papers and preprints."],"limitation":"Thirty-day scope and API dependencies; disable-model-invocation flag retained, runtime untested.","url":"https://github.com/shandley/research30","primarySourceURLs":["https://github.com/shandley/research30/blob/1624f4b4a81f31dc3318ce6028cd910d0bd1c346/research30/SKILL.md"],"id":"RWE-2270","relevance":{"id":"RWE-2270","decision":"Core","rationale":"Retain the documented evidence function: Find and synthesize recent scholarly papers and preprints. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Find and synthesize recent scholarly papers and preprints.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shandley/research30","https://github.com/shandley/research30/blob/1624f4b4a81f31dc3318ce6028cd910d0bd1c346/research30/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"buluhanke/hermes-config-2026-05 — litreview","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Plan structured literature searches and generate research guides.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"buluhanke/hermes-config-2026-05","website":"GitHub","packages":"litreview/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan structured literature searches and generate research guides."],"limitation":"Orientation, not exhaustive review; optional Consensus dependency and adaptation provenance untested.","url":"https://github.com/buluhanke/hermes-config-2026-05","primarySourceURLs":["https://github.com/Buluhanke/hermes-config-2026-05/blob/7248c1ba38479eb9611452caf1ab3ef9888ab246/litreview/SKILL.md"],"id":"RWE-2271","relevance":{"id":"RWE-2271","decision":"Core","rationale":"Retain the documented evidence function: Plan structured literature searches and generate research guides. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Plan structured literature searches and generate research guides.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/buluhanke/hermes-config-2026-05","https://github.com/Buluhanke/hermes-config-2026-05/blob/7248c1ba38479eb9611452caf1ab3ef9888ab246/litreview/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gabinson200/rare-disease-evidence-agent-platform — skills","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Review rare-disease literature payloads in batches and synthesize evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gabinson200/rare-disease-evidence-agent-platform","website":"GitHub","packages":"skills/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Review rare-disease literature payloads in batches and synthesize evidence."],"limitation":"Depends on saved payloads and MCP backend; source coverage untested.","url":"https://github.com/gabinson200/rare-disease-evidence-agent-platform","primarySourceURLs":["https://github.com/Gabinson200/rare-disease-evidence-agent-platform/blob/2b97177ad42eba2f98300e22f2a5da227c371d93/skills/SKILL.md"],"id":"RWE-2273","relevance":{"id":"RWE-2273","decision":"Core","rationale":"Retain the documented evidence function: Review rare-disease literature payloads in batches and synthesize evidence. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Review rare-disease literature payloads in batches and synthesize evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gabinson200/rare-disease-evidence-agent-platform","https://github.com/Gabinson200/rare-disease-evidence-agent-platform/blob/2b97177ad42eba2f98300e22f2a5da227c371d93/skills/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lyramor/lyramor-trade-terminal — opencli-reader","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve arXiv/PubMed/Scholar results through upstream OpenCLI.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lyramor/lyramor-trade-terminal","website":"GitHub","packages":"default/skills/opencli-reader/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve arXiv/PubMed/Scholar results through upstream OpenCLI."],"limitation":"Explicit upstream OpenCLI and finance-skills inspiration; similar Alice copy needs reconciliation, no independent backend claim.","url":"https://github.com/lyramor/lyramor-trade-terminal","primarySourceURLs":["https://github.com/Lyramor/Lyramor-Trade-Terminal/blob/05b2bedc8e1832a5a789f87709eff37cbb1183e1/default/skills/opencli-reader/SKILL.md"],"id":"RWE-2274","relevance":{"id":"RWE-2274","decision":"Core","rationale":"Retain the documented evidence function: Retrieve arXiv/PubMed/Scholar results through upstream OpenCLI. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve arXiv/PubMed/Scholar results through upstream OpenCLI.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lyramor/lyramor-trade-terminal","https://github.com/Lyramor/Lyramor-Trade-Terminal/blob/05b2bedc8e1832a5a789f87709eff37cbb1183e1/default/skills/opencli-reader/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"suoyifei1999-coder/web-of-science-research-skills — wos-quick-scan","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Conduct bounded Web of Science literature orientation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"suoyifei1999-coder/web-of-science-research-skills","website":"GitHub","packages":"wos-quick-scan/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Conduct bounded Web of Science literature orientation."],"limitation":"Requires browser operator and WOS access; explicitly not systematic review.","url":"https://github.com/suoyifei1999-coder/web-of-science-research-skills","primarySourceURLs":["https://github.com/suoyifei1999-coder/web-of-science-research-skills/blob/6b28c70c3c5613d211493ba468f6a735c87eec15/wos-quick-scan/SKILL.md"],"id":"RWE-2275","relevance":{"id":"RWE-2275","decision":"Core","rationale":"Retain the documented evidence function: Conduct bounded Web of Science literature orientation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Conduct bounded Web of Science literature orientation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/suoyifei1999-coder/web-of-science-research-skills","https://github.com/suoyifei1999-coder/web-of-science-research-skills/blob/6b28c70c3c5613d211493ba468f6a735c87eec15/wos-quick-scan/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"choxos/clinicaltrialagent — mediana-fundamentals","kind":"Skill","category":"Trials & Study Design","summary":"Plan trial scenario simulations, power and multiplicity assessments.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"choxos/clinicaltrialagent","website":"GitHub","packages":"plugins/clinical-trial-simulation/skills/mediana-fundamentals/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Plan trial scenario simulations, power and multiplicity assessments."],"limitation":"R package dependency; simulations and statistical accuracy untested.","url":"https://github.com/choxos/clinicaltrialagent","primarySourceURLs":["https://github.com/choxos/ClinicalTrialAgent/blob/54926dd920f53480e1cb846982bf6cc074571ba6/plugins/clinical-trial-simulation/skills/mediana-fundamentals/SKILL.md"],"id":"RWE-2276","relevance":{"id":"RWE-2276","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Plan trial scenario simulations, power and multiplicity assessments.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/choxos/ClinicalTrialAgent/blob/54926dd920f53480e1cb846982bf6cc074571ba6/plugins/clinical-trial-simulation/skills/mediana-fundamentals/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"proxy-smart/plugins — smart-launch-debugging","kind":"Skill","category":"RWE Data & Analytics","summary":"Diagnose access failures in health-data retrieval integrations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"proxy-smart/plugins","website":"GitHub","packages":"source/skills/smart-launch-debugging/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Diagnose access failures in health-data retrieval integrations."],"limitation":"Integration support, not clinical analysis; requires Proxy Smart access and untested tools.","url":"https://github.com/proxy-smart/plugins","primarySourceURLs":["https://github.com/proxy-smart/plugins/blob/da29a9cd7c4b297052a7823731f29957fcc21ace/source/skills/smart-launch-debugging/SKILL.md"],"id":"RWE-2277","relevance":{"id":"RWE-2277","decision":"Core","rationale":"Diagnose access failures in health-data retrieval integrations. The documented clinical research, statistical/causal, epidemiologic, standards or research-data function has a specific role in health evidence workflows; operational and validation limitations remain unchanged.","relevanceBasis":"Diagnose access failures in health-data retrieval integrations. Limits: Integration support, not clinical analysis; requires Proxy Smart access and untested tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/proxy-smart/plugins/blob/da29a9cd7c4b297052a7823731f29957fcc21ace/source/skills/smart-launch-debugging/SKILL.md"],"reviewGroup":"research-method"}},{"name":"pmc-harvest — pmc-harvest","kind":"Skill","category":"RWE Data & Analytics","summary":"PMC journal search, full-text and abstract harvesting command reference","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"GitHub","packages":"public/skills/angusthefuzz/pmc-harvest/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["PMC journal search, full-text and abstract harvesting command reference"],"limitation":"Documentation-level review only; referenced scripts and external APIs not runtime-tested. API response includes version 1.0.0. No license claim; citation completeness, terminology suitability and retrieval coverage are not validated.","url":"https://github.com/Demerzels-lab/elsamultiskillagent/blob/f45fcb5e73f2335658ba629bf17887f5895c7ccf/public/skills/angusthefuzz/pmc-harvest/SKILL.md","primarySourceURLs":["https://github.com/Demerzels-lab/elsamultiskillagent/blob/f45fcb5e73f2335658ba629bf17887f5895c7ccf/public/skills/angusthefuzz/pmc-harvest/SKILL.md"],"id":"RWE-2278","relevance":{"id":"RWE-2278","decision":"Core","rationale":"PMC journal search, full-text and abstract harvesting command reference. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"PMC journal search, full-text and abstract harvesting command reference Limits: Documentation-level review only; referenced scripts and external APIs not runtime-tested. API response includes version 1.0.0. No license claim; citation completeness, terminology suitability and retrieval coverage are not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Demerzels-lab/elsamultiskillagent/blob/f45fcb5e73f2335658ba629bf17887f5895c7ccf/public/skills/angusthefuzz/pmc-harvest/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"amass-technologies/public-amass-platform-starter — amass-api","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve biomedical papers, trial records and citation links.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"amass-technologies/public-amass-platform-starter","website":"GitHub","packages":".agents/skills/amass-api/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve biomedical papers, trial records and citation links."],"limitation":"Hosted credentials and dataset coverage dependencies; runtime untested.","url":"https://github.com/amass-technologies/public-amass-platform-starter","primarySourceURLs":["https://github.com/amass-technologies/public-amass-platform-starter/blob/a4272da5dfd186da91c58b945d6096848e5a67a4/.agents/skills/amass-api/SKILL.md"],"id":"RWE-2281","relevance":{"id":"RWE-2281","decision":"Core","rationale":"Retain the documented evidence function: Retrieve biomedical papers, trial records and citation links. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve biomedical papers, trial records and citation links.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/amass-technologies/public-amass-platform-starter","https://github.com/amass-technologies/public-amass-platform-starter/blob/a4272da5dfd186da91c58b945d6096848e5a67a4/.agents/skills/amass-api/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"damonl525/damon_skill — stat-review-summary","kind":"Skill","category":"RWE Data & Analytics","summary":"Summarize clinical research methods, multiplicity and results.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"damonl525/damon_skill","website":"GitHub","packages":"stat-review-summary/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Summarize clinical research methods, multiplicity and results."],"limitation":"Reporting template; no statistical validation or regulatory endorsement. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/damonl525/damon_skill","primarySourceURLs":["https://github.com/damonl525/Damon_skill/blob/22c00b498916a51802f4ae4648bdff41f67a20d5/stat-review-summary/SKILL.md"],"id":"RWE-2282","relevance":{"id":"RWE-2282","decision":"Core","rationale":"Summarize clinical research methods, multiplicity and results. The selected clinical landscape, scholarly retrieval, source-linked synthesis, appraisal or study-reporting function supports evidence work. Adjacent workbench capabilities and unreviewed sibling methods remain outside Core.","relevanceBasis":"Summarize clinical research methods, multiplicity and results. Limits: Reporting template; no statistical validation or regulatory endorsement. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/damonl525/Damon_skill/blob/22c00b498916a51802f4ae4648bdff41f67a20d5/stat-review-summary/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"dstiefe/medsyncai_backend — vector_engine","kind":"Skill","category":"Trials & Study Design","summary":"Search device evidence documents for trials, indications and safety information.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dstiefe/medsyncai_backend","website":"GitHub","packages":"medsync_ai_v2/engines/devices/vector_engine/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Search device evidence documents for trials, indications and safety information."],"limitation":"Requires populated OpenAI vector store; retrieval accuracy and source completeness untested.","url":"https://github.com/dstiefe/medsyncai_backend","primarySourceURLs":["https://github.com/dstiefe/medsyncai_backend/blob/994309c3eab1c0cec9e29dc3d95174db37fbbac8/medsync_ai_v2/engines/devices/vector_engine/SKILL.md"],"id":"RWE-2284","relevance":{"id":"RWE-2284","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Search device evidence documents for trials, indications and safety information.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dstiefe/medsyncai_backend/blob/994309c3eab1c0cec9e29dc3d95174db37fbbac8/medsync_ai_v2/engines/devices/vector_engine/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"kzzzza/mapce — mapce-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Conduct rapid/scoping review workflows over MAPCE content.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kzzzza/mapce","website":"GitHub","packages":"skills/mapce-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Conduct rapid/scoping review workflows over MAPCE content."],"limitation":"Requires MCP/bundle; formal compliance and submission readiness explicitly unestablished.","url":"https://github.com/kzzzza/mapce","primarySourceURLs":["https://github.com/kzzzza/mapce/blob/82a81d5268badda8df1afece29d9a02091a91ef1/skills/mapce-literature-review/SKILL.md"],"id":"RWE-2287","relevance":{"id":"RWE-2287","decision":"Core","rationale":"Retain the documented evidence function: Conduct rapid/scoping review workflows over MAPCE content. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Conduct rapid/scoping review workflows over MAPCE content.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kzzzza/mapce","https://github.com/kzzzza/mapce/blob/82a81d5268badda8df1afece29d9a02091a91ef1/skills/mapce-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cloverhound/epic-fhir-cli — skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Retrieve authorized clinical observations, conditions and encounter data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cloverhound/epic-fhir-cli","website":"GitHub","packages":"skill/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve authorized clinical observations, conditions and encounter data."],"limitation":"Epic registration/credentials required; CLI runtime untested.","url":"https://github.com/cloverhound/epic-fhir-cli","primarySourceURLs":["https://github.com/Cloverhound/epic-fhir-cli/blob/714907e2cb1c450587e43d9402f6625c57ae34db/skill/SKILL.md"],"id":"RWE-2289","relevance":{"id":"RWE-2289","decision":"Core","rationale":"Retrieve authorized clinical observations, conditions and encounter data. Clinical data access, normalization, observational health SQL, cohort definitions or explicit population-health indicators support health evidence workflows; no validation or all-component approval follows.","relevanceBasis":"Retrieve authorized clinical observations, conditions and encounter data. Limits: Epic registration/credentials required; CLI runtime untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Cloverhound/epic-fhir-cli/blob/714907e2cb1c450587e43d9402f6625c57ae34db/skill/SKILL.md"],"reviewGroup":"clinical-research-data"}},{"name":"qiaomiaojoe/ai-academic-workflow — topic-review-systematic","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Develop review questions and structured protocol specifications.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"qiaomiaojoe/ai-academic-workflow","website":"GitHub","packages":"skills/topic-review-systematic/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Develop review questions and structured protocol specifications."],"limitation":"Planning instruction only; does not execute searches or establish novelty.","url":"https://github.com/qiaomiaojoe/ai-academic-workflow","primarySourceURLs":["https://github.com/qiaomiaojoe/ai-academic-workflow/blob/db9e8fca0a1c542bbf5b219f5e9935e6b8072ecd/skills/topic-review-systematic/SKILL.md"],"id":"RWE-2290","relevance":{"id":"RWE-2290","decision":"Core","rationale":"Retain the documented evidence function: Develop review questions and structured protocol specifications. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Develop review questions and structured protocol specifications.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/qiaomiaojoe/ai-academic-workflow","https://github.com/qiaomiaojoe/ai-academic-workflow/blob/db9e8fca0a1c542bbf5b219f5e9935e6b8072ecd/skills/topic-review-systematic/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zinojeng/academic_agent — medical-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build verified-source review drafts with repeated reference chasing.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zinojeng/academic_agent","website":"GitHub","packages":"skills/medical-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build verified-source review drafts with repeated reference chasing."],"limitation":"Access paths depend on source rights; string matching does not establish semantic support.","url":"https://github.com/zinojeng/academic_agent","primarySourceURLs":["https://github.com/zinojeng/academic_agent/blob/3ec78248ee7adaf102097742e84367d837159c8f/skills/medical-literature-review/SKILL.md"],"id":"RWE-2293","relevance":{"id":"RWE-2293","decision":"Core","rationale":"Retain the documented evidence function: Build verified-source review drafts with repeated reference chasing. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build verified-source review drafts with repeated reference chasing.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zinojeng/academic_agent","https://github.com/zinojeng/academic_agent/blob/3ec78248ee7adaf102097742e84367d837159c8f/skills/medical-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yannickloth/health-me-cfs — review-biomedical","kind":"Skill","category":"OMOP & terminology","summary":"Review biomedical manuscripts for source/terminology and reasoning issues.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yannickloth/health-me-cfs","website":"GitHub","packages":".agents/skills/review-biomedical/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["Review biomedical manuscripts for source/terminology and reasoning issues."],"limitation":"Multi-agent instruction; no independent expert validation.","url":"https://github.com/yannickloth/health-me-cfs","primarySourceURLs":["https://github.com/yannickloth/health-me-cfs/blob/211d34ae8fba382b09e2ef231795b070f74f226d/.agents/skills/review-biomedical/SKILL.md"],"id":"RWE-2294","relevance":{"id":"RWE-2294","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Review biomedical manuscripts for source/terminology and reasoning issues.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yannickloth/health-me-cfs/blob/211d34ae8fba382b09e2ef231795b070f74f226d/.agents/skills/review-biomedical/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"modeled-information-format/research-harness-template — continuous-monitor","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Monitor topic literature and produce reviewable candidate digests.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"modeled-information-format/research-harness-template","website":"GitHub","packages":"packs/monitoring/continuous-monitor/skills/continuous-monitor/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Monitor topic literature and produce reviewable candidate digests."],"limitation":"Optional configured pack; monitoring completeness and execution untested.","url":"https://github.com/modeled-information-format/research-harness-template","primarySourceURLs":["https://github.com/modeled-information-format/research-harness-template/blob/d8031198dcf7419eb8e156b17191416b0c5c570b/packs/monitoring/continuous-monitor/skills/continuous-monitor/SKILL.md"],"id":"RWE-2296","relevance":{"id":"RWE-2296","decision":"Core","rationale":"Retain the documented evidence function: Monitor topic literature and produce reviewable candidate digests. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Monitor topic literature and produce reviewable candidate digests.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/modeled-information-format/research-harness-template","https://github.com/modeled-information-format/research-harness-template/blob/d8031198dcf7419eb8e156b17191416b0c5c570b/packs/monitoring/continuous-monitor/skills/continuous-monitor/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jasonlaster/oncoomics — ncbi-entrez-skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve biomedical literature, gene and GEO metadata.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jasonlaster/oncoomics","website":"GitHub","packages":"skills/ncbi-entrez-skill/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve biomedical literature, gene and GEO metadata."],"limitation":"Requires NCBI service; script execution untested.","url":"https://github.com/jasonlaster/oncoomics","primarySourceURLs":["https://github.com/jasonLaster/oncoomics/blob/ce4bf84bcf5ef5ec5061dbb419aa260b706f13e2/skills/ncbi-entrez-skill/SKILL.md"],"id":"RWE-2297","relevance":{"id":"RWE-2297","decision":"Core","rationale":"Retain the documented evidence function: NCBI literature citation retrieval only; gene/GEO molecular-data functions excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"NCBI literature citation retrieval only; gene/GEO molecular-data functions excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jasonlaster/oncoomics","https://github.com/jasonLaster/oncoomics/blob/ce4bf84bcf5ef5ec5061dbb419aa260b706f13e2/skills/ncbi-entrez-skill/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"melvin-ortiz/ultra-master-skills — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Map scholarly evidence and unresolved research questions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"melvin-ortiz/ultra-master-skills","website":"GitHub","packages":"literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Map scholarly evidence and unresolved research questions."],"limitation":"Instruction framework; consensus judgments require source appraisal.","url":"https://github.com/melvin-ortiz/ultra-master-skills","primarySourceURLs":["https://github.com/Melvin-Ortiz/ultra-master-skills/blob/bea580f13a6f30603c95485a7028b84e822d2b65/literature-review/SKILL.md"],"id":"RWE-2298","relevance":{"id":"RWE-2298","decision":"Core","rationale":"Retain the documented evidence function: Map scholarly evidence and unresolved research questions. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Map scholarly evidence and unresolved research questions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/melvin-ortiz/ultra-master-skills","https://github.com/Melvin-Ortiz/ultra-master-skills/blob/bea580f13a6f30603c95485a7028b84e822d2b65/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ltczding-gif/ref-downloader — ref-downloader","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Collect reference-list or custom-batch scholarly PDFs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ltczding-gif/ref-downloader","website":"GitHub","packages":"skills/ref-downloader/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Collect reference-list or custom-batch scholarly PDFs."],"limitation":"Requires authorized source access; publisher/browser compatibility untested.","url":"https://github.com/ltczding-gif/ref-downloader","primarySourceURLs":["https://github.com/ltczding-gif/ref-downloader/blob/1cc667351875410197acf4471e667ac272a0092e/skills/ref-downloader/SKILL.md"],"id":"RWE-2301","relevance":{"id":"RWE-2301","decision":"Core","rationale":"Retain the documented evidence function: Collect reference-list or custom-batch scholarly PDFs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Collect reference-list or custom-batch scholarly PDFs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ltczding-gif/ref-downloader","https://github.com/ltczding-gif/ref-downloader/blob/1cc667351875410197acf4471e667ac272a0092e/skills/ref-downloader/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"michaelunkai/study--ai_ml-ai_and_machine_learning-artificial_intelligence-openclaw — ncbi_entrez_skill","kind":"Skill","category":"Biomedical & Bioinformatics","summary":"Retrieve PubMed/GEO and sequence-database metadata.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"michaelunkai/study--ai_ml-ai_and_machine_learning-artificial_intelligence-openclaw","website":"GitHub","packages":"Setup/payload/user-openclaw/workspace-openclaw/skills/ncbi_entrez_skill/SKILL.md","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Retrieve PubMed/GEO and sequence-database metadata."],"limitation":"Similar imported variants need provenance reconciliation; runtime untested.","url":"https://github.com/michaelunkai/study--ai_ml-ai_and_machine_learning-artificial_intelligence-openclaw","primarySourceURLs":["https://github.com/Michaelunkai/study--AI_ML-AI_and_Machine_Learning-Artificial_Intelligence-openclaw/blob/cc65699b379fca243e4205df52ac870372bb2aab/Setup/payload/user-openclaw/workspace-openclaw/skills/ncbi_entrez_skill/SKILL.md"],"id":"RWE-2302","relevance":{"id":"RWE-2302","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Retrieve PubMed/GEO and sequence-database metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Michaelunkai/study--AI_ML-AI_and_Machine_Learning-Artificial_Intelligence-openclaw/blob/cc65699b379fca243e4205df52ac870372bb2aab/Setup/payload/user-openclaw/workspace-openclaw/skills/ncbi_entrez_skill/SKILL.md"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"luffysolution-svg/lit-search-cite — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search Chinese/English scholarly sources and prepare citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"luffysolution-svg/lit-search-cite","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search Chinese/English scholarly sources and prepare citations."],"limitation":"External APIs/browser access required; journal metrics and completeness unverified.","url":"https://github.com/luffysolution-svg/lit-search-cite","primarySourceURLs":["https://github.com/luffysolution-svg/lit-search-cite/blob/ea61eed2cfb269ac4da3c92e2f77c6ae38104ea2/SKILL.md"],"id":"RWE-2303","relevance":{"id":"RWE-2303","decision":"Core","rationale":"Retain the documented evidence function: Search Chinese/English scholarly sources and prepare citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search Chinese/English scholarly sources and prepare citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/luffysolution-svg/lit-search-cite","https://github.com/luffysolution-svg/lit-search-cite/blob/ea61eed2cfb269ac4da3c92e2f77c6ae38104ea2/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"qmakescl/qskills — paper-evaluator, paper-eval-report","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/paper-evaluator/SKILL.md: Structure manuscript quality and evidence-certainty reviews.; plugins/paper-eval-report/skills/paper-eval-report/SKILL.md: Prepare a source-anchored paper reporting checklist and Word report with user-confirmed study design.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"qmakescl/qskills","website":"GitHub","packages":"skills/paper-evaluator/SKILL.md; plugins/paper-eval-report/skills/paper-eval-report/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/paper-evaluator/SKILL.md: Structure manuscript quality and evidence-certainty reviews.","plugins/paper-eval-report/skills/paper-eval-report/SKILL.md: Prepare a source-anchored paper reporting checklist and Word report with user-confirmed study design."],"limitation":"paper-evaluator: Automated checklist judgments require expert review; not validated GRADE appraisal. paper-eval-report: Reporting support only; completeness percentages are not research quality scores, and generic Yes/Partial/No scoring is not approved for RoB/GRADE judgments. Linked guidance and report generator not tested.","url":"https://github.com/qmakescl/qskills","primarySourceURLs":["https://github.com/qmakescl/QSkills/blob/a87387af921bb7d4094c38079b588e36e8f24aa5/skills/paper-evaluator/SKILL.md","https://github.com/qmakescl/QSkills/blob/a87387af921bb7d4094c38079b588e36e8f24aa5/plugins/paper-eval-report/skills/paper-eval-report/SKILL.md","https://api.github.com/repos/qmakescl/QSkills/git/blobs/d7840ef896e779a61ae30e18689d748662fb615c"],"id":"RWE-2305","relevance":{"id":"RWE-2305","decision":"Core","rationale":"Retain the documented evidence function: Paper evidence-certainty appraisal only; generic Word reporting and completeness-score output excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper evidence-certainty appraisal only; generic Word reporting and completeness-score output excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/qmakescl/qskills","https://github.com/qmakescl/QSkills/blob/a87387af921bb7d4094c38079b588e36e8f24aa5/skills/paper-evaluator/SKILL.md","https://github.com/qmakescl/QSkills/blob/a87387af921bb7d4094c38079b588e36e8f24aa5/plugins/paper-eval-report/skills/paper-eval-report/SKILL.md","https://api.github.com/repos/qmakescl/QSkills/git/blobs/d7840ef896e779a61ae30e18689d748662fb615c"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"family3253/skill — mdrgnb-daily-push","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Produce drug-resistant Gram-negative bacteria literature briefs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"family3253/skill","website":"GitHub","packages":"skills/mdrgnb-daily-push/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Produce drug-resistant Gram-negative bacteria literature briefs."],"limitation":"Local-path and messaging dependencies; selection/scoring and delivery untested.","url":"https://github.com/family3253/skill","primarySourceURLs":["https://github.com/family3253/skill/blob/9fa25de68906590ecac40df8f81eec342082f1a0/skills/mdrgnb-daily-push/SKILL.md"],"id":"RWE-2306","relevance":{"id":"RWE-2306","decision":"Core","rationale":"Retain the documented evidence function: Produce drug-resistant Gram-negative bacteria literature briefs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Produce drug-resistant Gram-negative bacteria literature briefs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/family3253/skill","https://github.com/family3253/skill/blob/9fa25de68906590ecac40df8f81eec342082f1a0/skills/mdrgnb-daily-push/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"medizininformatik-initiative/kerndatensatzmodul-onkologie — fhir-ig-translation","kind":"Skill","category":"RWE Data & Analytics","summary":"Translate health data implementation guides while preserving authoritative source language.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"medizininformatik-initiative/kerndatensatzmodul-onkologie","website":"GitHub","packages":"skills/fhir-ig-translation/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Translate health data implementation guides while preserving authoritative source language."],"limitation":"Bilingual review required; technical translation accuracy not established.","url":"https://github.com/medizininformatik-initiative/kerndatensatzmodul-onkologie","primarySourceURLs":["https://github.com/medizininformatik-initiative/kerndatensatzmodul-onkologie/blob/416bae2b9a1310148b2f8ac71cee9209be2e1d45/skills/fhir-ig-translation/SKILL.md"],"id":"RWE-2307","relevance":{"id":"RWE-2307","decision":"Core","rationale":"Translate health data implementation guides while preserving authoritative source language. Clinical data access, normalization, observational health SQL, cohort definitions or explicit population-health indicators support health evidence workflows; no validation or all-component approval follows.","relevanceBasis":"Translate health data implementation guides while preserving authoritative source language. Limits: Bilingual review required; technical translation accuracy not established.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/medizininformatik-initiative/kerndatensatzmodul-onkologie/blob/416bae2b9a1310148b2f8ac71cee9209be2e1d45/skills/fhir-ig-translation/SKILL.md"],"reviewGroup":"clinical-research-data"}},{"name":"suhyeong10/science-agent — literature","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve arXiv papers and answer source-based research questions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"suhyeong10/science-agent","website":"GitHub","packages":"skills/literature/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve arXiv papers and answer source-based research questions."],"limitation":"Requires run_scitool backend; preprint and extraction accuracy untested.","url":"https://github.com/suhyeong10/science-agent","primarySourceURLs":["https://github.com/suhyeong10/Science-Agent/blob/c36050b5f6856c58dba12a8c159b174b4c5eec00/skills/literature/SKILL.md"],"id":"RWE-2309","relevance":{"id":"RWE-2309","decision":"Core","rationale":"Retain the documented evidence function: Retrieve arXiv papers and answer source-based research questions. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve arXiv papers and answer source-based research questions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/suhyeong10/science-agent","https://github.com/suhyeong10/Science-Agent/blob/c36050b5f6856c58dba12a8c159b174b4c5eec00/skills/literature/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"netwise-team/knowledge_mining_agent — pm-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve scholarly process-mining papers into research knowledge base.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"netwise-team/knowledge_mining_agent","website":"GitHub","packages":"skills/pm-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve scholarly process-mining papers into research knowledge base."],"limitation":"Source/download access and corpus statistics untested.","url":"https://github.com/netwise-team/knowledge_mining_agent","primarySourceURLs":["https://github.com/netwise-team/knowledge_mining_agent/blob/bf3729769584f75ab3630c3d169b85772457a2c9/skills/pm-research/SKILL.md"],"id":"RWE-2311","relevance":{"id":"RWE-2311","decision":"Core","rationale":"Retain the documented evidence function: Retrieve scholarly process-mining papers into research knowledge base. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve scholarly process-mining papers into research knowledge base.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/netwise-team/knowledge_mining_agent","https://github.com/netwise-team/knowledge_mining_agent/blob/bf3729769584f75ab3630c3d169b85772457a2c9/skills/pm-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wen-chen/dr-cook — literature-reviewer","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Synthesize scholarly papers and evidence tables.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wen-chen/dr-cook","website":"GitHub","packages":"modules/literature/literature-reviewer/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Synthesize scholarly papers and evidence tables."],"limitation":"PRISMA compliance claim not validated; depends on supplied/accessed sources.","url":"https://github.com/wen-chen/dr-cook","primarySourceURLs":["https://github.com/wen-chen/dr-cook/blob/6d757c609ac327231b95aa35ebdd5616e6d33568/modules/literature/literature-reviewer/SKILL.md"],"id":"RWE-2312","relevance":{"id":"RWE-2312","decision":"Core","rationale":"Retain the documented evidence function: Synthesize scholarly papers and evidence tables. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Synthesize scholarly papers and evidence tables.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wen-chen/dr-cook","https://github.com/wen-chen/dr-cook/blob/6d757c609ac327231b95aa35ebdd5616e6d33568/modules/literature/literature-reviewer/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"oomol-lab/skills — oo-pubmed","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search and retrieve PubMed data via hosted connector.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"oomol-lab/skills","website":"GitHub","packages":"app-skills/oo-pubmed/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search and retrieve PubMed data via hosted connector."],"limitation":"Requires account/credits; backend and retrieval quality untested.","url":"https://github.com/oomol-lab/skills","primarySourceURLs":["https://github.com/oomol-lab/skills/blob/14e0b86c2d4d6e9784bba10065a747a55611d844/app-skills/oo-pubmed/SKILL.md"],"id":"RWE-2314","relevance":{"id":"RWE-2314","decision":"Core","rationale":"Retain the documented evidence function: Search and retrieve PubMed data via hosted connector. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search and retrieve PubMed data via hosted connector.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/oomol-lab/skills","https://github.com/oomol-lab/skills/blob/14e0b86c2d4d6e9784bba10065a747a55611d844/app-skills/oo-pubmed/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pmb2/hermes-starter — open-coscientist","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Access PubMed/INDRA hypothesis research through upstream MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pmb2/hermes-starter","website":"GitHub","packages":"skills/research/open-coscientist/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Access PubMed/INDRA hypothesis research through upstream MCP."],"limitation":"Adapter, not separate engine; explicit upstream attribution and runtime limitations retained.","url":"https://github.com/pmb2/hermes-starter","primarySourceURLs":["https://github.com/pmb2/hermes-starter/blob/259f2ac87f0d3807222b777a1807515b9b6e3618/skills/research/open-coscientist/SKILL.md"],"id":"RWE-2316","relevance":{"id":"RWE-2316","decision":"Core","rationale":"Retain the documented evidence function: PubMed scholarly retrieval only; molecular INDRA hypothesis functions excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed scholarly retrieval only; molecular INDRA hypothesis functions excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pmb2/hermes-starter","https://github.com/pmb2/hermes-starter/blob/259f2ac87f0d3807222b777a1807515b9b6e3618/skills/research/open-coscientist/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lee-luogen/gktj-pt-skill — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Generate questionnaire summary reports and charts from supplied data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lee-luogen/gktj-pt-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Generate questionnaire summary reports and charts from supplied data."],"limitation":"Reporting component; questionnaire validity and interpretation untested.","url":"https://github.com/lee-luogen/gktj-pt-skill","primarySourceURLs":["https://github.com/LEE-luogen/GKTJ-Pt-skill/blob/6671d588cbd2c278701c11b2f6f10d9ee633c65f/SKILL.md"],"id":"RWE-2317","relevance":{"id":"RWE-2317","decision":"Core","rationale":"Generate questionnaire summary reports and charts from supplied data. The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. Only explicitly described method components are Core, including survival rather than the broader molecular catalogue where applicable.","relevanceBasis":"Generate questionnaire summary reports and charts from supplied data. Limits: Reporting component; questionnaire validity and interpretation untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/LEE-luogen/GKTJ-Pt-skill/blob/6671d588cbd2c278701c11b2f6f10d9ee633c65f/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"sricharansairi/project-samanvaya — dual-branch-clinical-synthesis","kind":"Skill","category":"RWE Data & Analytics","summary":"Extract clinical entities through general/medical model branches.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sricharansairi/project-samanvaya","website":"GitHub","packages":".agents/skills/dual-branch-clinical-synthesis/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Extract clinical entities through general/medical model branches."],"limitation":"Only extraction interface qualifies; zero-degradation, clinical safety and latency claims unsupported and not endorsed.","url":"https://github.com/sricharansairi/project-samanvaya","primarySourceURLs":["https://github.com/Sricharansairi/Project-Samanvaya/blob/bb8191233f6296a3eea972b7246c18e36c19ac58/.agents/skills/dual-branch-clinical-synthesis/SKILL.md"],"id":"RWE-2318","relevance":{"id":"RWE-2318","decision":"Core","rationale":"Extract clinical entities through general/medical model branches. Clinical data access, normalization, observational health SQL, cohort definitions or explicit population-health indicators support health evidence workflows; no validation or all-component approval follows.","relevanceBasis":"Extract clinical entities through general/medical model branches. Limits: Only extraction interface qualifies; zero-degradation, clinical safety and latency claims unsupported and not endorsed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Sricharansairi/Project-Samanvaya/blob/bb8191233f6296a3eea972b7246c18e36c19ac58/.agents/skills/dual-branch-clinical-synthesis/SKILL.md"],"reviewGroup":"clinical-research-data"}},{"name":"round-sh/round — web-search-advanced-research-paper","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve scholarly sources through Exa advanced search.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"round-sh/round","website":"GitHub","packages":"assets/workspace-template/.claude/skills/web-search-advanced-research-paper/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve scholarly sources through Exa advanced search."],"limitation":"External MCP dependence; indexing coverage untested.","url":"https://github.com/round-sh/round","primarySourceURLs":["https://github.com/round-sh/round/blob/9ce41cb414b127e386bf2d0b4cdb7212aba9cdc9/assets/workspace-template/.claude/skills/web-search-advanced-research-paper/SKILL.md"],"id":"RWE-2319","relevance":{"id":"RWE-2319","decision":"Core","rationale":"Retain the documented evidence function: Retrieve scholarly sources through Exa advanced search. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve scholarly sources through Exa advanced search.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/round-sh/round","https://github.com/round-sh/round/blob/9ce41cb414b127e386bf2d0b4cdb7212aba9cdc9/assets/workspace-template/.claude/skills/web-search-advanced-research-paper/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jason-jj-li/skills — review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build retrieved-only citation corpus and review drafts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jason-jj-li/skills","website":"GitHub","packages":"review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build retrieved-only citation corpus and review drafts."],"limitation":"Source existence does not ensure semantic support; runtime untested.","url":"https://github.com/jason-jj-li/skills","primarySourceURLs":["https://github.com/jason-jj-li/skills/blob/6a823f9d11d7c86afafdb7c7a8650fae50249f7d/review/SKILL.md"],"id":"RWE-2320","relevance":{"id":"RWE-2320","decision":"Core","rationale":"Retain the documented evidence function: Build retrieved-only citation corpus and review drafts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build retrieved-only citation corpus and review drafts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jason-jj-li/skills","https://github.com/jason-jj-li/skills/blob/6a823f9d11d7c86afafdb7c7a8650fae50249f7d/review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tw6249/scholarly-deep-research — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search/read scholarly papers and build citation-linked research briefs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tw6249/scholarly-deep-research","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search/read scholarly papers and build citation-linked research briefs."],"limitation":"Source credentials and indexing coverage vary; runtime untested.","url":"https://github.com/tw6249/scholarly-deep-research","primarySourceURLs":["https://github.com/Tw6249/scholarly-deep-research/blob/4a77b32c753a1a2789bfdb80e0a41ef74b709df9/SKILL.md"],"id":"RWE-2324","relevance":{"id":"RWE-2324","decision":"Core","rationale":"Retain the documented evidence function: Search/read scholarly papers and build citation-linked research briefs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search/read scholarly papers and build citation-linked research briefs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tw6249/scholarly-deep-research","https://github.com/Tw6249/scholarly-deep-research/blob/4a77b32c753a1a2789bfdb80e0a41ef74b709df9/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"danielsperoniteam/agent-config — ehr-fhir-integration, trial-eligibility-agent","kind":"Skill collection","category":"Clinical Data & Interoperability","summary":"Reviewed components: claude/skills/ehr-fhir-integration/SKILL.md: Retrieve clinical FHIR resource data for analysis.; claude/skills/trial-eligibility-agent/SKILL.md: Map supplied patient/protocol facts to trial screening criteria.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"danielsperoniteam/agent-config","website":"GitHub","packages":"claude/skills/ehr-fhir-integration/SKILL.md; claude/skills/trial-eligibility-agent/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["claude/skills/ehr-fhir-integration/SKILL.md: Retrieve clinical FHIR resource data for analysis.","claude/skills/trial-eligibility-agent/SKILL.md: Map supplied patient/protocol facts to trial screening criteria."],"limitation":"ehr-fhir-integration: Mia author signature retained; script runtime and server authorization untested. trial-eligibility-agent: Mia signature retained; advertised timing/coverage targets unverified, not enrollment determination.","url":"https://github.com/danielsperoniteam/agent-config","primarySourceURLs":["https://github.com/danielsperoniteam/agent-config/blob/727c027d679983b2c17d0dd954f8fd52f8cec3fd/claude/skills/ehr-fhir-integration/SKILL.md","https://github.com/danielsperoniteam/agent-config/blob/727c027d679983b2c17d0dd954f8fd52f8cec3fd/claude/skills/trial-eligibility-agent/SKILL.md"],"id":"RWE-2325","relevance":{"id":"RWE-2325","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"claude/skills/ehr-fhir-integration/SKILL.md: Retrieve clinical FHIR resource data for analysis.; claude/skills/trial-eligibility-agent/SKILL.md: Map supplied patient/protocol facts to trial screening criteria.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/danielsperoniteam/agent-config/blob/727c027d679983b2c17d0dd954f8fd52f8cec3fd/claude/skills/ehr-fhir-integration/SKILL.md","https://github.com/danielsperoniteam/agent-config/blob/727c027d679983b2c17d0dd954f8fd52f8cec3fd/claude/skills/trial-eligibility-agent/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"hyperbolic-c/auto-writing — semantic-scholar-lookup","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve citation-ready scholarly sources for writing claims.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hyperbolic-c/auto-writing","website":"GitHub","packages":"claude-scientific-writer/skills/semantic-scholar-lookup/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve citation-ready scholarly sources for writing claims."],"limitation":"Source relevance/claim support and API runtime untested.","url":"https://github.com/hyperbolic-c/auto-writing","primarySourceURLs":["https://github.com/hyperbolic-c/auto-writing/blob/0de54f8b353654706ed3ad592e4b9c2bc483aaf4/claude-scientific-writer/skills/semantic-scholar-lookup/SKILL.md"],"id":"RWE-2326","relevance":{"id":"RWE-2326","decision":"Core","rationale":"Retain the documented evidence function: Retrieve citation-ready scholarly sources for writing claims. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve citation-ready scholarly sources for writing claims.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hyperbolic-c/auto-writing","https://github.com/hyperbolic-c/auto-writing/blob/0de54f8b353654706ed3ad592e4b9c2bc483aaf4/claude-scientific-writer/skills/semantic-scholar-lookup/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"anayy09/claude-research-skills — submission-reviewer","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Audit research manuscripts for evidence, novelty and methodological issues.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anayy09/claude-research-skills","website":"GitHub","packages":"submission-reviewer/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Audit research manuscripts for evidence, novelty and methodological issues."],"limitation":"Rubric score is heuristic, not publication likelihood or validated quality measure.","url":"https://github.com/anayy09/claude-research-skills","primarySourceURLs":["https://github.com/anayy09/claude-research-skills/blob/620350435ec93e851cccfc36f1e2d5f0da62bc04/submission-reviewer/SKILL.md"],"id":"RWE-2329","relevance":{"id":"RWE-2329","decision":"Core","rationale":"Retain the documented evidence function: Audit research manuscripts for evidence, novelty and methodological issues. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Audit research manuscripts for evidence, novelty and methodological issues.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/anayy09/claude-research-skills","https://github.com/anayy09/claude-research-skills/blob/620350435ec93e851cccfc36f1e2d5f0da62bc04/submission-reviewer/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"newt-foundation/isaac-hermes-plugin — isaac-research","kind":"Skill","category":"RWE Data & Analytics","summary":"Run structured evidence research through allowlisted providers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"newt-foundation/isaac-hermes-plugin","website":"GitHub","packages":"skills/isaac-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Run structured evidence research through allowlisted providers."],"limitation":"Hosted/payable dependencies; receipts do not establish factual correctness.","url":"https://github.com/newt-foundation/isaac-hermes-plugin","primarySourceURLs":["https://github.com/newt-foundation/isaac-hermes-plugin/blob/13c86bbefd2aef08500b493e8d5140c2f54dca02/skills/isaac-research/SKILL.md"],"id":"RWE-2330","relevance":{"id":"RWE-2330","decision":"Core","rationale":"Run structured evidence research through allowlisted providers. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Run structured evidence research through allowlisted providers. Limits: Hosted/payable dependencies; receipts do not establish factual correctness.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/newt-foundation/isaac-hermes-plugin/blob/13c86bbefd2aef08500b493e8d5140c2f54dca02/skills/isaac-research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"dabogeeee/zotero-literature-classifier — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Organize curated scholarly collections into review subtopics.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dabogeeee/zotero-literature-classifier","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Organize curated scholarly collections into review subtopics."],"limitation":"Classification and write-back untested; curated input scope limits coverage.","url":"https://github.com/dabogeeee/zotero-literature-classifier","primarySourceURLs":["https://github.com/dabogeeee/zotero-literature-classifier/blob/10611823d60b2ff18a8cf465226c4567fc1327b5/SKILL.md"],"id":"RWE-2331","relevance":{"id":"RWE-2331","decision":"Core","rationale":"Retain the documented evidence function: Organize curated scholarly collections into review subtopics. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Organize curated scholarly collections into review subtopics.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dabogeeee/zotero-literature-classifier","https://github.com/dabogeeee/zotero-literature-classifier/blob/10611823d60b2ff18a8cf465226c4567fc1327b5/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rrmaram2000/matlab-toolbox-skills — matlab-stats-ml-v2","kind":"Skill","category":"RWE Data & Analytics","summary":"Guide clinical-data modeling, survival and validation analyses.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rrmaram2000/matlab-toolbox-skills","website":"GitHub","packages":"skills/matlab-stats-ml-v2/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide clinical-data modeling, survival and validation analyses."],"limitation":"Toolbox licenses and numerical validation required; runtime untested.","url":"https://github.com/rrmaram2000/matlab-toolbox-skills","primarySourceURLs":["https://github.com/rrmaram2000/matlab-toolbox-skills/blob/81b41883296bb03ab746d39cea535a1e11296cca/skills/matlab-stats-ml-v2/SKILL.md"],"id":"RWE-2332","relevance":{"id":"RWE-2332","decision":"Core","rationale":"Guide clinical-data modeling, survival and validation analyses. The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. Only explicitly described method components are Core, including survival rather than the broader molecular catalogue where applicable.","relevanceBasis":"Guide clinical-data modeling, survival and validation analyses. Limits: Toolbox licenses and numerical validation required; runtime untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rrmaram2000/matlab-toolbox-skills/blob/81b41883296bb03ab746d39cea535a1e11296cca/skills/matlab-stats-ml-v2/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"vinnish-a/autor — autodownload","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve PubMed metadata and acquire PDFs for AutoR workspaces.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vinnish-a/autor","website":"GitHub","packages":".github/skills/autodownload/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve PubMed metadata and acquire PDFs for AutoR workspaces."],"limitation":"Requires Records service and authorized source access; runtime untested.","url":"https://github.com/vinnish-a/autor","primarySourceURLs":["https://github.com/Vinnish-A/AutoR/blob/0bfd36f2fd6d359431df0274fc79c393cab7b862/.github/skills/autodownload/SKILL.md"],"id":"RWE-2333","relevance":{"id":"RWE-2333","decision":"Core","rationale":"Retain the documented evidence function: Retrieve PubMed metadata and acquire PDFs for AutoR workspaces. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve PubMed metadata and acquire PDFs for AutoR workspaces.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vinnish-a/autor","https://github.com/Vinnish-A/AutoR/blob/0bfd36f2fd6d359431df0274fc79c393cab7b862/.github/skills/autodownload/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kondalrao/my-skills-and-agents — scientific-critical-thinking","kind":"Skill","category":"RWE Data & Analytics","summary":"Audit evidence quality and identify unsupported conclusions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kondalrao/my-skills-and-agents","website":"GitHub","packages":"registry/skills/scientific-critical-thinking/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Audit evidence quality and identify unsupported conclusions."],"limitation":"Instruction checklist; not validated GRADE/Cochrane scoring.","url":"https://github.com/kondalrao/my-skills-and-agents","primarySourceURLs":["https://github.com/kondalrao/my-skills-and-agents/blob/ce1843fc4b678bc32526771706c4ac27ec16f5c9/registry/skills/scientific-critical-thinking/SKILL.md"],"id":"RWE-2334","relevance":{"id":"RWE-2334","decision":"Core","rationale":"Audit evidence quality and identify unsupported conclusions. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Audit evidence quality and identify unsupported conclusions. Limits: Instruction checklist; not validated GRADE/Cochrane scoring.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kondalrao/my-skills-and-agents/blob/ce1843fc4b678bc32526771706c4ac27ec16f5c9/registry/skills/scientific-critical-thinking/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"kicrazom/scriptorium — interim-analysis-reviewer","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Review clinical-trial interim plans and statistical governance materials.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kicrazom/scriptorium","website":"GitHub","packages":"skills/interim-analysis-reviewer/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Review clinical-trial interim plans and statistical governance materials."],"limitation":"Requires qualified independent review; no boundary calculations or trial decisions validated.","url":"https://github.com/kicrazom/scriptorium","primarySourceURLs":["https://github.com/kicrazom/scriptorium/blob/360233a5a9955e18766b32e7ceaec8ad8fb4f6fd/skills/interim-analysis-reviewer/SKILL.md"],"id":"RWE-2335","relevance":{"id":"RWE-2335","decision":"Core","rationale":"Retain the documented evidence function: Review clinical-trial interim plans and statistical governance materials. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Review clinical-trial interim plans and statistical governance materials.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kicrazom/scriptorium","https://github.com/kicrazom/scriptorium/blob/360233a5a9955e18766b32e7ceaec8ad8fb4f6fd/skills/interim-analysis-reviewer/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"vasilyu1983/ai-agents-public — foundations-causal-inference","kind":"Skill","category":"Causal Inference & Analytics","summary":"Guide empirical causal study design and diagnostics.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vasilyu1983/ai-agents-public","website":"GitHub","packages":"frameworks/shared-skills/skills/foundations-causal-inference/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Guide empirical causal study design and diagnostics."],"limitation":"Domain-agnostic instruction; validation label does not establish causal correctness.","url":"https://github.com/vasilyu1983/ai-agents-public","primarySourceURLs":["https://github.com/vasilyu1983/AI-Agents-public/blob/3d5bc7c5b82636958d59126173b16a8929eec952/frameworks/shared-skills/skills/foundations-causal-inference/SKILL.md"],"id":"RWE-2337","relevance":{"id":"RWE-2337","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Guide empirical causal study design and diagnostics.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vasilyu1983/AI-Agents-public/blob/3d5bc7c5b82636958d59126173b16a8929eec952/frameworks/shared-skills/skills/foundations-causal-inference/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"bigballon/autosurvey — survey-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve and verify candidate scholarly corpus for surveys.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bigballon/autosurvey","website":"GitHub","packages":"skills/survey-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve and verify candidate scholarly corpus for surveys."],"limitation":"LLM scope filtering and source-existence checks do not prove review completeness.","url":"https://github.com/bigballon/autosurvey","primarySourceURLs":["https://github.com/BIGBALLON/AutoSurvey/blob/c20d203ef7932d52776ed2dd0152601d701e2421/skills/survey-search/SKILL.md"],"id":"RWE-2339","relevance":{"id":"RWE-2339","decision":"Core","rationale":"Retain the documented evidence function: Retrieve and verify candidate scholarly corpus for surveys. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve and verify candidate scholarly corpus for surveys.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bigballon/autosurvey","https://github.com/BIGBALLON/AutoSurvey/blob/c20d203ef7932d52776ed2dd0152601d701e2421/skills/survey-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"beita6969/scienceclaw — pubmed-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed search-to-abstract retrieval guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"beita6969/scienceclaw","website":"GitHub","packages":"skills/pubmed-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed search-to-abstract retrieval guidance","Query logging and metadata provenance prompts"],"limitation":"No API calls executed. Exclude its suggested systematic-review query filter from approval: requiring systematic review in the title is unsuitable for general primary-study retrieval. Small retmax examples and API pagination do not establish comprehensive coverage. Other discovered, held or excluded components are outside this approval. Excluded from approval — asreview-screening: ASReview guide labels screening the top 10–20% conservative and recommends stopping after 50 irrelevant records without a justified recall estimator. It also introduces simulation mode as automated screening before explaining that simulation needs fully labeled data. These claims do not establish safe review…","url":"https://github.com/beita6969/scienceclaw","primarySourceURLs":["https://github.com/beita6969/ScienceClaw/blob/7f5e65691672d5bc58c4615260b5e5f9b4ea7ee9/skills/pubmed-search/SKILL.md"],"id":"RWE-2342","relevance":{"id":"RWE-2342","decision":"Core","rationale":"Retain the documented evidence function: PubMed search-to-abstract retrieval guidance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search-to-abstract retrieval guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/beita6969/scienceclaw","https://github.com/beita6969/ScienceClaw/blob/7f5e65691672d5bc58c4615260b5e5f9b4ea7ee9/skills/pubmed-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tylerburleigh/lev-tracker — lev-surveillance-update","kind":"Skill","category":"RWE Data & Analytics","summary":"Monitor public longevity research evidence and maintain coverage assessments.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tylerburleigh/lev-tracker","website":"GitHub","packages":".codex/skills/lev-surveillance-update/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Monitor public longevity research evidence and maintain coverage assessments."],"limitation":"Requires existing baseline/harness; source completeness and findings untested.","url":"https://github.com/tylerburleigh/lev-tracker","primarySourceURLs":["https://github.com/tylerburleigh/lev-tracker/blob/a1b370bffab71342ad0ad1c4086945d1b55802ab/.codex/skills/lev-surveillance-update/SKILL.md"],"id":"RWE-2343","relevance":{"id":"RWE-2343","decision":"Core","rationale":"Monitor public longevity research evidence and maintain coverage assessments. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Monitor public longevity research evidence and maintain coverage assessments. Limits: Requires existing baseline/harness; source completeness and findings untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tylerburleigh/lev-tracker/blob/a1b370bffab71342ad0ad1c4086945d1b55802ab/.codex/skills/lev-surveillance-update/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"cccht/paper-skills — writing-survey-paper, wos-download","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reviewed components: writing-survey-paper/SKILL.md: Produce source-traceable scholarly surveys from paper corpora.; wos-download/SKILL.md: Web of Science export processing deduplicates by UT and reports overlap across batch files.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cccht/paper-skills","website":"GitHub","packages":"writing-survey-paper/SKILL.md; wos-download/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["writing-survey-paper/SKILL.md: Produce source-traceable scholarly surveys from paper corpora.","wos-download/SKILL.md: Web of Science export processing deduplicates by UT and reports overlap across batch files."],"limitation":"writing-survey-paper: Instruction framework; does not establish complete coverage or claim correctness. wos-download: Post-download processing only; missing exports and metadata completeness need checks.","url":"https://github.com/cccht/paper-skills","primarySourceURLs":["https://github.com/cccht/paper-skills/blob/0887a78aa8d0c926567f6c9d08ee2f6f7c935a7c/writing-survey-paper/SKILL.md","https://github.com/cccht/paper-skills/blob/0887a78aa8d0c926567f6c9d08ee2f6f7c935a7c/wos-download/SKILL.md"],"id":"RWE-2344","relevance":{"id":"RWE-2344","decision":"Core","rationale":"Retain the documented evidence function: Web of Science record deduplication and review corpus preparation only; generic survey writing excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Web of Science record deduplication and review corpus preparation only; generic survey writing excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cccht/paper-skills","https://github.com/cccht/paper-skills/blob/0887a78aa8d0c926567f6c9d08ee2f6f7c935a7c/writing-survey-paper/SKILL.md","https://github.com/cccht/paper-skills/blob/0887a78aa8d0c926567f6c9d08ee2f6f7c935a7c/wos-download/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fastomop/fastssv — add-rule","kind":"Skill","category":"RWE Data & Analytics","summary":"Extend static checks for observational health-data SQL.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fastomop/fastssv","website":"GitHub","packages":".agents/skills/add-rule/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Extend static checks for observational health-data SQL."],"limitation":"Development component; checks do not establish analytic validity or runtime correctness.","url":"https://github.com/fastomop/fastssv","primarySourceURLs":["https://github.com/fastomop/fastssv/blob/17b475baf34b5b3cedc39698ed6b2836c1165dee/.agents/skills/add-rule/SKILL.md"],"id":"RWE-2345","relevance":{"id":"RWE-2345","decision":"Core","rationale":"Extend static checks for observational health-data SQL. Clinical data access, normalization, observational health SQL, cohort definitions or explicit population-health indicators support health evidence workflows; no validation or all-component approval follows.","relevanceBasis":"Extend static checks for observational health-data SQL. Limits: Development component; checks do not establish analytic validity or runtime correctness.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fastomop/fastssv/blob/17b475baf34b5b3cedc39698ed6b2836c1165dee/.agents/skills/add-rule/SKILL.md"],"reviewGroup":"clinical-research-data"}},{"name":"gxl-ai/paperclip-claude-plugin — paperclip","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search/read biomedical papers and extract line-cited text/supplements.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gxl-ai/paperclip-claude-plugin","website":"GitHub","packages":"plugins/paperclip/skills/paperclip/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search/read biomedical papers and extract line-cited text/supplements."],"limitation":"Remote service and LLM map operations untested; source coverage limited to supported corpora.","url":"https://github.com/gxl-ai/paperclip-claude-plugin","primarySourceURLs":["https://github.com/GXL-ai/paperclip-claude-plugin/blob/57a1bb43423830e0c15aec70ebe7c875000955f1/plugins/paperclip/skills/paperclip/SKILL.md"],"id":"RWE-2346","relevance":{"id":"RWE-2346","decision":"Core","rationale":"Retain the documented evidence function: Search/read biomedical papers and extract line-cited text/supplements. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search/read biomedical papers and extract line-cited text/supplements.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gxl-ai/paperclip-claude-plugin","https://github.com/GXL-ai/paperclip-claude-plugin/blob/57a1bb43423830e0c15aec70ebe7c875000955f1/plugins/paperclip/skills/paperclip/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"xiayh0107/agent-skills — pubmed-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve biomedical papers and audit cited PMID claims.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xiayh0107/agent-skills","website":"GitHub","packages":"skills/pubmed-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve biomedical papers and audit cited PMID claims."],"limitation":"Abstract evidence limits claim verification; runtime and semantic accuracy untested.","url":"https://github.com/xiayh0107/agent-skills","primarySourceURLs":["https://github.com/xiayh0107/agent-skills/blob/1aa4499c0e79f73cb857bea444fc7d5d921a3b33/skills/pubmed-research/SKILL.md"],"id":"RWE-2349","relevance":{"id":"RWE-2349","decision":"Core","rationale":"Retain the documented evidence function: Retrieve biomedical papers and audit cited PMID claims. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve biomedical papers and audit cited PMID claims.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xiayh0107/agent-skills","https://github.com/xiayh0107/agent-skills/blob/1aa4499c0e79f73cb857bea444fc7d5d921a3b33/skills/pubmed-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"liuxiangjian-ai/reference-checker-skill — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Audit scholarly bibliographies across English and Chinese sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"liuxiangjian-ai/reference-checker-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Audit scholarly bibliographies across English and Chinese sources."],"limitation":"Database access required; completeness and judgment accuracy untested.","url":"https://github.com/liuxiangjian-ai/reference-checker-skill","primarySourceURLs":["https://github.com/Liuxiangjian-ai/reference-checker-skill/blob/f30bd18b79f38bb24e57cad6ea0132323e329c94/SKILL.md"],"id":"RWE-2350","relevance":{"id":"RWE-2350","decision":"Core","rationale":"Retain the documented evidence function: Audit scholarly bibliographies across English and Chinese sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Audit scholarly bibliographies across English and Chinese sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/liuxiangjian-ai/reference-checker-skill","https://github.com/Liuxiangjian-ai/reference-checker-skill/blob/f30bd18b79f38bb24e57cad6ea0132323e329c94/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tachyon-beep/skillpacks — using-counterfactual-statistics","kind":"Skill","category":"RWE Data & Analytics","summary":"Design and assess empirical ML experiments with dependence and selection controls.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tachyon-beep/skillpacks","website":"GitHub","packages":"plugins/yzmir-counterfactual-statistics/skills/using-counterfactual-statistics/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Design and assess empirical ML experiments with dependence and selection controls."],"limitation":"Research method reference; formal correctness and code execution untested.","url":"https://github.com/tachyon-beep/skillpacks","primarySourceURLs":["https://github.com/tachyon-beep/skillpacks/blob/ca22e854b09ff02cb3b85140b709c3dc22718b6a/plugins/yzmir-counterfactual-statistics/skills/using-counterfactual-statistics/SKILL.md"],"id":"RWE-2351","relevance":{"id":"RWE-2351","decision":"Core","rationale":"Design and assess empirical ML experiments with dependence and selection controls. The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. Only explicitly described method components are Core, including survival rather than the broader molecular catalogue where applicable.","relevanceBasis":"Design and assess empirical ML experiments with dependence and selection controls. Limits: Research method reference; formal correctness and code execution untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tachyon-beep/skillpacks/blob/ca22e854b09ff02cb3b85140b709c3dc22718b6a/plugins/yzmir-counterfactual-statistics/skills/using-counterfactual-statistics/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"lawrence3699/agent-skills-corpus — 4649ad1d705a-0454b047__statspai_skill","kind":"Skill","category":"Causal Inference & Analytics","summary":"Guide target-trial, treatment-effect and statistical research analyses.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lawrence3699/agent-skills-corpus","website":"GitHub","packages":"full_text/devops-cloud-infra/4649ad1d705a-0454b047__statspai_skill.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Guide target-trial, treatment-effect and statistical research analyses."],"limitation":"Large documentation component sampled at intro/headings; API/method claims unvalidated.","url":"https://github.com/lawrence3699/agent-skills-corpus","primarySourceURLs":["https://github.com/lawrence3699/agent-skills-corpus/blob/5b5b4df597b0474c01f6a28f2061c109d3ad9d72/full_text/devops-cloud-infra/4649ad1d705a-0454b047__statspai_skill.md","https://github.com/caixinyu2017-star/xixi/blob/fb8627427141b5d4ae9cb424fb38225b20d3ae9d/plugins/auto-empirical-research-skills/skills/00-Full-empirical-analysis-skill_StatsPAI/SKILL.md"],"id":"RWE-2352","relevance":{"id":"RWE-2352","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Guide target-trial, treatment-effect and statistical research analyses.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lawrence3699/agent-skills-corpus/blob/5b5b4df597b0474c01f6a28f2061c109d3ad9d72/full_text/devops-cloud-infra/4649ad1d705a-0454b047__statspai_skill.md","https://github.com/caixinyu2017-star/xixi/blob/fb8627427141b5d4ae9cb424fb38225b20d3ae9d/plugins/auto-empirical-research-skills/skills/00-Full-empirical-analysis-skill_StatsPAI/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"onfire7777/universal-ai-skills-library — deep-research-scholarly-analysis-engine","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Structure literature reviews and research synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"onfire7777/universal-ai-skills-library","website":"GitHub","packages":"skills/deep-research-scholarly-analysis-engine/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Structure literature reviews and research synthesis."],"limitation":"Instruction reference; evidence hierarchy is simplified, not validated review performance. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/onfire7777/universal-ai-skills-library","primarySourceURLs":["https://github.com/onfire7777/universal-ai-skills-library/blob/2a76bf42ce5c860adf8d0f3fcf3f6804109ac65b/skills/deep-research-scholarly-analysis-engine/SKILL.md"],"id":"RWE-2353","relevance":{"id":"RWE-2353","decision":"Core","rationale":"Retain the documented evidence function: Structure literature reviews and research synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Structure literature reviews and research synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/onfire7777/universal-ai-skills-library","https://github.com/onfire7777/universal-ai-skills-library/blob/2a76bf42ce5c860adf8d0f3fcf3f6804109ac65b/skills/deep-research-scholarly-analysis-engine/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aminalam/meddev-agent-skills — samd-clinical-evaluation","kind":"Research tool","category":"Regulatory & Product Data","summary":"Reviewed components: regulatory/samd-clinical-evaluation/SKILL.md: Plan device clinical evidence assessments and testable evaluation requirements.; https://github.com/AminAlam/meddev-agent-skills: PHI handling, data integrity and audit logging skills guide healthcare software development alongside regulatory references.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aminalam/meddev-agent-skills","website":"GitHub","packages":"regulatory/samd-clinical-evaluation/SKILL.md","workflowFit":["Regulatory & Product Data"],"capabilities":["regulatory/samd-clinical-evaluation/SKILL.md: Plan device clinical evidence assessments and testable evaluation requirements.","https://github.com/AminAlam/meddev-agent-skills: PHI handling, data integrity and audit logging skills guide healthcare software development alongside regulatory references."],"limitation":"samd-clinical-evaluation: Regulatory guidance resource; not current legal advice or certification. https://github.com/AminAlam/meddev-agent-skills: Guidance only; no guarantee of de-identification, device safety or regulatory compliance.","url":"https://github.com/aminalam/meddev-agent-skills","primarySourceURLs":["https://github.com/AminAlam/meddev-agent-skills/blob/10d8255b6f68dfc27aab4b72710519ce68e058cb/regulatory/samd-clinical-evaluation/SKILL.md","https://raw.githubusercontent.com/AminAlam/meddev-agent-skills/main/README.md","https://github.com/AminAlam/meddev-agent-skills"],"id":"RWE-2355","relevance":{"id":"RWE-2355","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"regulatory/samd-clinical-evaluation/SKILL.md: Plan device clinical evidence assessments and testable evaluation requirements.; https://github.com/AminAlam/meddev-agent-skills: PHI handling, data integrity and audit logging skills guide healthcare software development alongside regulatory references.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/AminAlam/meddev-agent-skills/blob/10d8255b6f68dfc27aab4b72710519ce68e058cb/regulatory/samd-clinical-evaluation/SKILL.md","https://raw.githubusercontent.com/AminAlam/meddev-agent-skills/main/README.md","https://github.com/AminAlam/meddev-agent-skills"],"reviewGroup":"health-product-and-safety-data"}},{"name":"gmanch94/claude-code-aidlc-template — causal-inference","kind":"Skill","category":"Causal Inference & Analytics","summary":"Plan causal research and effect-estimation procedures.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gmanch94/claude-code-aidlc-template","website":"GitHub","packages":".claude/skills/causal-inference/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Plan causal research and effect-estimation procedures."],"limitation":"Instruction protocol; assumptions cannot be fully validated by checklists alone.","url":"https://github.com/gmanch94/claude-code-aidlc-template","primarySourceURLs":["https://github.com/gmanch94/claude-code-aidlc-template/blob/5b41ff8c4c3e52282279347c80422212189ee406/.claude/skills/causal-inference/SKILL.md"],"id":"RWE-2356","relevance":{"id":"RWE-2356","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Plan causal research and effect-estimation procedures.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gmanch94/claude-code-aidlc-template/blob/5b41ff8c4c3e52282279347c80422212189ee406/.claude/skills/causal-inference/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"js2iiu-mh/agent-skills — paper-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve and summarize scholarly papers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"js2iiu-mh/agent-skills","website":"GitHub","packages":".github/skills/paper-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve and summarize scholarly papers."],"limitation":"Proprietary license declared; source accuracy and runtime untested.","url":"https://github.com/js2iiu-mh/agent-skills","primarySourceURLs":["https://github.com/JS2IIU-MH/agent-skills/blob/9848fb8c5da0632ca97189d3fcdca0ddd1ca36a0/.github/skills/paper-search/SKILL.md"],"id":"RWE-2357","relevance":{"id":"RWE-2357","decision":"Core","rationale":"Retain the documented evidence function: Retrieve and summarize scholarly papers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve and summarize scholarly papers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/js2iiu-mh/agent-skills","https://github.com/JS2IIU-MH/agent-skills/blob/9848fb8c5da0632ca97189d3fcdca0ddd1ca36a0/.github/skills/paper-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pzq-ship-it/codex-research-workflow-html — paper-review-source-intel","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Collect normalized paper/review evidence corpora.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pzq-ship-it/codex-research-workflow-html","website":"GitHub","packages":"skills/paper-review-source-intel/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Collect normalized paper/review evidence corpora."],"limitation":"Credential-gated source access and source coverage vary; runtime untested.","url":"https://github.com/pzq-ship-it/codex-research-workflow-html","primarySourceURLs":["https://github.com/PZQ-ship-it/codex-research-workflow-html/blob/a4515300d7ccd8bcbada7adcfba7ab503a92e552/skills/paper-review-source-intel/SKILL.md"],"id":"RWE-2358","relevance":{"id":"RWE-2358","decision":"Core","rationale":"Retain the documented evidence function: Collect normalized paper/review evidence corpora. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Collect normalized paper/review evidence corpora.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pzq-ship-it/codex-research-workflow-html","https://github.com/PZQ-ship-it/codex-research-workflow-html/blob/a4515300d7ccd8bcbada7adcfba7ab503a92e552/skills/paper-review-source-intel/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"organvm-iv-taxis/praxis-perpetua — sgo-commission-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Conduct scholarly discovery and source-grounded evidence synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"organvm-iv-taxis/praxis-perpetua","website":"GitHub","packages":".claude/skills/sgo-commission-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Conduct scholarly discovery and source-grounded evidence synthesis."],"limitation":"Perplexity/API and harness dependencies; receipts do not validate findings.","url":"https://github.com/organvm-iv-taxis/praxis-perpetua","primarySourceURLs":["https://github.com/organvm-iv-taxis/praxis-perpetua/blob/89d5676d3369ec40989f0a2bbc889826e550729c/.claude/skills/sgo-commission-research/SKILL.md"],"id":"RWE-2359","relevance":{"id":"RWE-2359","decision":"Core","rationale":"Retain the documented evidence function: Conduct scholarly discovery and source-grounded evidence synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Conduct scholarly discovery and source-grounded evidence synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/organvm-iv-taxis/praxis-perpetua","https://github.com/organvm-iv-taxis/praxis-perpetua/blob/89d5676d3369ec40989f0a2bbc889826e550729c/.claude/skills/sgo-commission-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"elicit/api-examples — claude-code-skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search scholarly evidence, create reports and manage systematic-review jobs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"elicit/api-examples","website":"GitHub","packages":"integrations/claude-code-skill/skill.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search scholarly evidence, create reports and manage systematic-review jobs."],"limitation":"Requires API key/service; coverage counts and output quality untested.","url":"https://github.com/elicit/api-examples","primarySourceURLs":["https://github.com/elicit/api-examples/blob/89e24c1b28510079aad24fcd73f8052858cc7257/integrations/claude-code-skill/skill.md"],"id":"RWE-2360","relevance":{"id":"RWE-2360","decision":"Core","rationale":"Retain the documented evidence function: Search scholarly evidence, create reports and manage systematic-review jobs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search scholarly evidence, create reports and manage systematic-review jobs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/elicit/api-examples","https://github.com/elicit/api-examples/blob/89e24c1b28510079aad24fcd73f8052858cc7257/integrations/claude-code-skill/skill.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"c3po-initiative/add-ons — fhir-facade-plan","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Design health-record interoperability mappings for patient-data access.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"c3po-initiative/add-ons","website":"GitHub","packages":"skills/fhir-facade-plan/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Design health-record interoperability mappings for patient-data access."],"limitation":"Planning skill, not implemented facade or verified conformance.","url":"https://github.com/c3po-initiative/add-ons","primarySourceURLs":["https://github.com/c3po-initiative/add-ons/blob/df34b93d89f4c35f374db1d75107c6c1c74a1df6/skills/fhir-facade-plan/SKILL.md"],"id":"RWE-2361","relevance":{"id":"RWE-2361","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Design health-record interoperability mappings for patient-data access.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/c3po-initiative/add-ons/blob/df34b93d89f4c35f374db1d75107c6c1c74a1df6/skills/fhir-facade-plan/SKILL.md"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"p7dotorg/paper7 — paper7-research, paper7-ask","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/paper7-research/SKILL.md: Build scholarly knowledge base before research implementation.; skills/paper7-ask/SKILL.md: Paper7 Q&A workflow grounds synthesis in search/get/cite outputs and local knowledge records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"p7dotorg/paper7","website":"GitHub","packages":"skills/paper7-research/SKILL.md; skills/paper7-ask/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/paper7-research/SKILL.md: Build scholarly knowledge base before research implementation.","skills/paper7-ask/SKILL.md: Paper7 Q&A workflow grounds synthesis in search/get/cite outputs and local knowledge records."],"limitation":"paper7-research: Source inconclusiveness must remain possible despite rhetorical guidance; runtime untested. paper7-ask: Command-returned identifiers can still be irrelevant or unsupported; direct source appraisal needed.","url":"https://github.com/p7dotorg/paper7","primarySourceURLs":["https://github.com/p7dotorg/paper7/blob/9f0b5a64f28f1d5f2776a5b5773146358c391c0f/skills/paper7-research/SKILL.md","https://github.com/p7dotorg/paper7/blob/9f0b5a64f28f1d5f2776a5b5773146358c391c0f/skills/paper7-ask/SKILL.md"],"id":"RWE-2362","relevance":{"id":"RWE-2362","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/paper7-research/SKILL.md: Build scholarly knowledge base before research implementation.; skills/paper7-ask/SKILL.md: Paper7 Q&A workflow grounds synthesis in search/get/cite outputs and local knowledge records. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/paper7-research/SKILL.md: Build scholarly knowledge base before research implementation.; skills/paper7-ask/SKILL.md: Paper7 Q&A workflow grounds synthesis in search/get/cite outputs and local knowledge records.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/p7dotorg/paper7","https://github.com/p7dotorg/paper7/blob/9f0b5a64f28f1d5f2776a5b5773146358c391c0f/skills/paper7-research/SKILL.md","https://github.com/p7dotorg/paper7/blob/9f0b5a64f28f1d5f2776a5b5773146358c391c0f/skills/paper7-ask/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hchulkim/replication-template-nix — econometrics-check","kind":"Skill","category":"Causal Inference & Analytics","summary":"Audit causal estimators in research manuscripts/code.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hchulkim/replication-template-nix","website":"GitHub","packages":".claude/skills/econometrics-check/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Audit causal estimators in research manuscripts/code."],"limitation":"Requires named specialist agent; review judgments not validated.","url":"https://github.com/hchulkim/replication-template-nix","primarySourceURLs":["https://github.com/hchulkim/replication-template-nix/blob/75b777e5c5b128c94459384ffd7de5f9f72a4b68/.claude/skills/econometrics-check/SKILL.md"],"id":"RWE-2364","relevance":{"id":"RWE-2364","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Audit causal estimators in research manuscripts/code.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hchulkim/replication-template-nix/blob/75b777e5c5b128c94459384ffd7de5f9f72a4b68/.claude/skills/econometrics-check/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"binome-dev/humcp — research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve scholarly metadata and full paper content.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"binome-dev/humcp","website":"GitHub","packages":"src/tools/research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve scholarly metadata and full paper content."],"limitation":"External backend/dependencies untested; Wikipedia is contextual not primary evidence.","url":"https://github.com/binome-dev/humcp","primarySourceURLs":["https://github.com/binome-dev/humcp/blob/5c5f4c9c74528d2197eeee376b55fa3cf9fc7248/src/tools/research/SKILL.md"],"id":"RWE-2365","relevance":{"id":"RWE-2365","decision":"Core","rationale":"Retain the documented evidence function: Retrieve scholarly metadata and full paper content. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve scholarly metadata and full paper content.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/binome-dev/humcp","https://github.com/binome-dev/humcp/blob/5c5f4c9c74528d2197eeee376b55fa3cf9fc7248/src/tools/research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"guiosorio15/tese — systematic-literature-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Structure scholarly source discovery and exclusion records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"guiosorio15/tese","website":"GitHub","packages":".opencode/skills/systematic-literature-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Structure scholarly source discovery and exclusion records."],"limitation":"Instruction-only search planning; no runtime integration or comprehensive review claim.","url":"https://github.com/guiosorio15/tese","primarySourceURLs":["https://github.com/guiosorio15/Tese/blob/0a1d029014bc580db95480a1fa0e10033b22a02a/.opencode/skills/systematic-literature-search/SKILL.md"],"id":"RWE-2366","relevance":{"id":"RWE-2366","decision":"Core","rationale":"Retain the documented evidence function: Structure scholarly source discovery and exclusion records. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Structure scholarly source discovery and exclusion records.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/guiosorio15/tese","https://github.com/guiosorio15/Tese/blob/0a1d029014bc580db95480a1fa0e10033b22a02a/.opencode/skills/systematic-literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lukaj99/nervecentre-browser-automation — nervecentre-browser-automation","kind":"Skill","category":"RWE Data & Analytics","summary":"Retrieve authorized EPR notes and clinical data through local browser access.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lukaj99/nervecentre-browser-automation","website":"GitHub","packages":"data/nervecentre-browser-automation/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve authorized EPR notes and clinical data through local browser access."],"limitation":"Requires hospital network/session; FHIR compliance and extraction accuracy untested.","url":"https://github.com/lukaj99/nervecentre-browser-automation","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry-data/blob/4d090cb19cca1fe637af7c58938a3b1bd3453cda/data/nervecentre-browser-automation/SKILL.md"],"id":"RWE-2367","relevance":{"id":"RWE-2367","decision":"Core","rationale":"Retrieve authorized EPR notes and clinical data through local browser access. Clinical data access, normalization, observational health SQL, cohort definitions or explicit population-health indicators support health evidence workflows; no validation or all-component approval follows.","relevanceBasis":"Retrieve authorized EPR notes and clinical data through local browser access. Limits: Requires hospital network/session; FHIR compliance and extraction accuracy untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry-data/blob/4d090cb19cca1fe637af7c58938a3b1bd3453cda/data/nervecentre-browser-automation/SKILL.md"],"reviewGroup":"clinical-research-data"}},{"name":"epistasislab/cardiokb — clinicaltrials-cvd","kind":"Skill","category":"Trials & Study Design","summary":"Retrieve ClinicalTrials.gov cardiovascular study records for research graphs.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"epistasislab/cardiokb","website":"GitHub","packages":".claude/skills/clinicaltrials-cvd/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Retrieve ClinicalTrials.gov cardiovascular study records for research graphs."],"limitation":"API/parser runtime untested; trial metadata is not outcome validation.","url":"https://github.com/epistasislab/cardiokb","primarySourceURLs":["https://github.com/EpistasisLab/CardioKB/blob/9e023929620adbc99631c5d71f06020af86fbd79/.claude/skills/clinicaltrials-cvd/SKILL.md"],"id":"RWE-2368","relevance":{"id":"RWE-2368","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Retrieve ClinicalTrials.gov cardiovascular study records for research graphs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/EpistasisLab/CardioKB/blob/9e023929620adbc99631c5d71f06020af86fbd79/.claude/skills/clinicaltrials-cvd/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"catcorner22/claude_skills_2 — causal-inference","kind":"Skill","category":"Causal Inference & Analytics","summary":"Structure observational causal research assessment.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"catcorner22/claude_skills_2","website":"GitHub","packages":"plugins/data-analytics-bi-skills/skills/causal-inference/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Structure observational causal research assessment."],"limitation":"Instruction resource; causal establishment claim must remain conditional on assumptions.","url":"https://github.com/catcorner22/claude_skills_2","primarySourceURLs":["https://github.com/CatCorner22/Claude_Skills_2/blob/1b4fbe2fc0cde2344b8acba74dc4cecc8e2fcbbd/plugins/data-analytics-bi-skills/skills/causal-inference/SKILL.md"],"id":"RWE-2369","relevance":{"id":"RWE-2369","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Structure observational causal research assessment.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/CatCorner22/Claude_Skills_2/blob/1b4fbe2fc0cde2344b8acba74dc4cecc8e2fcbbd/plugins/data-analytics-bi-skills/skills/causal-inference/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"huang-sir1/radiology-skills — radiology-search","kind":"Skill","category":"RWE Data & Analytics","summary":"Find imaging research sources and structure evidence/gap matrices.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"huang-sir1/radiology-skills","website":"GitHub","packages":"radiology-skills/modules/radiology-search/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Find imaging research sources and structure evidence/gap matrices."],"limitation":"External backend/corpus access needed; clinical validity and completeness untested.","url":"https://github.com/huang-sir1/radiology-skills","primarySourceURLs":["https://github.com/huang-sir1/radiology-skills/blob/1a006de04eb025c4e444ac83ad2688d9f14dc2ec/radiology-skills/modules/radiology-search/SKILL.md"],"id":"RWE-2370","relevance":{"id":"RWE-2370","decision":"Core","rationale":"Find imaging research sources and structure evidence/gap matrices. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Find imaging research sources and structure evidence/gap matrices. Limits: External backend/corpus access needed; clinical validity and completeness untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/huang-sir1/radiology-skills/blob/1a006de04eb025c4e444ac83ad2688d9f14dc2ec/radiology-skills/modules/radiology-search/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"macrotechtitan/maximusai — maximus-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Conduct structured scholarly evidence synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"macrotechtitan/maximusai","website":"GitHub","packages":"skills/maximus-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Conduct structured scholarly evidence synthesis."],"limitation":"PRISMA-inspired instruction only; appraisal and search coverage unvalidated.","url":"https://github.com/macrotechtitan/maximusai","primarySourceURLs":["https://github.com/MacroTechTitan/MaximusAI/blob/fa16b7edecc223050bc3dbfdad79105c7259fa86/skills/maximus-literature-review/SKILL.md"],"id":"RWE-2371","relevance":{"id":"RWE-2371","decision":"Core","rationale":"Retain the documented evidence function: Conduct structured scholarly evidence synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Conduct structured scholarly evidence synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/macrotechtitan/maximusai","https://github.com/MacroTechTitan/MaximusAI/blob/fa16b7edecc223050bc3dbfdad79105c7259fa86/skills/maximus-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"edheltzel/pi-extensions — slop-verify","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Audit DOI/ISBN/arXiv references and unsupported scholarly attribution.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"edheltzel/pi-extensions","website":"GitHub","packages":"extensions/pi-anti-slop/skills/slop-verify/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Audit DOI/ISBN/arXiv references and unsupported scholarly attribution."],"limitation":"Instruction verification, not authorship detection; source access required.","url":"https://github.com/edheltzel/pi-extensions","primarySourceURLs":["https://github.com/edheltzel/pi-extensions/blob/d6dd28bbec4ce2b22c4de0b440cab66748b8e1e7/extensions/pi-anti-slop/skills/slop-verify/SKILL.md"],"id":"RWE-2372","relevance":{"id":"RWE-2372","decision":"Core","rationale":"Retain the documented evidence function: Audit DOI/ISBN/arXiv references and unsupported scholarly attribution. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Audit DOI/ISBN/arXiv references and unsupported scholarly attribution.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/edheltzel/pi-extensions","https://github.com/edheltzel/pi-extensions/blob/d6dd28bbec4ce2b22c4de0b440cab66748b8e1e7/extensions/pi-anti-slop/skills/slop-verify/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"josephyb97/scholargraph — scholargraph","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search and organize scholarly evidence with graph-assisted analysis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"josephyb97/scholargraph","website":"GitHub","packages":"skills/scholargraph/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search and organize scholarly evidence with graph-assisted analysis."],"limitation":"Model/API dependencies; advanced feature and test claims unverified.","url":"https://github.com/josephyb97/scholargraph","primarySourceURLs":["https://github.com/LeoYeAI/openclaw-master-skills/blob/e5199b56ae1ff72e141586c17695563486c46702/skills/scholargraph/SKILL.md"],"id":"RWE-2373","relevance":{"id":"RWE-2373","decision":"Core","rationale":"Retain the documented evidence function: Search and organize scholarly evidence with graph-assisted analysis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search and organize scholarly evidence with graph-assisted analysis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/josephyb97/scholargraph","https://github.com/LeoYeAI/openclaw-master-skills/blob/e5199b56ae1ff72e141586c17695563486c46702/skills/scholargraph/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"harshpgoti/loop-engineer — research-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve published papers to ground research/engineering claims.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"harshpgoti/loop-engineer","website":"GitHub","packages":"skills/research-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve published papers to ground research/engineering claims."],"limitation":"Source access and extraction untested; papers do not automatically validate design choices.","url":"https://github.com/harshpgoti/loop-engineer","primarySourceURLs":["https://github.com/harshpgoti/loop-engineer/blob/9053a9a50f0f0fee47a27b84ee0b123d1ecc0128/skills/research-search/SKILL.md"],"id":"RWE-2375","relevance":{"id":"RWE-2375","decision":"Core","rationale":"Retain the documented evidence function: Retrieve published papers to ground research/engineering claims. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve published papers to ground research/engineering claims.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/harshpgoti/loop-engineer","https://github.com/harshpgoti/loop-engineer/blob/9053a9a50f0f0fee47a27b84ee0b123d1ecc0128/skills/research-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"trvon/paperbridge — docs","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Bridge Zotero, scholarly indexes and local paper corpus for agents.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"trvon/paperbridge","website":"GitHub","packages":"docs/skill.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Bridge Zotero, scholarly indexes and local paper corpus for agents."],"limitation":"Credentials/cache/entitlement requirements; runtime and parsing accuracy untested.","url":"https://github.com/trvon/paperbridge","primarySourceURLs":["https://github.com/trvon/paperbridge/blob/19d1e2c6bc5be2d04b879fbee58e4b6ce5a31671/docs/skill.md"],"id":"RWE-2376","relevance":{"id":"RWE-2376","decision":"Core","rationale":"Retain the documented evidence function: Bridge Zotero, scholarly indexes and local paper corpus for agents. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Bridge Zotero, scholarly indexes and local paper corpus for agents.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/trvon/paperbridge","https://github.com/trvon/paperbridge/blob/19d1e2c6bc5be2d04b879fbee58e4b6ce5a31671/docs/skill.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"harlancheung/paper-search-review — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build cited scholarly reports and bibliographies.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"harlancheung/paper-search-review","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build cited scholarly reports and bibliographies."],"limitation":"Instruction workflow; ranking and coverage untested.","url":"https://github.com/harlancheung/paper-search-review","primarySourceURLs":["https://github.com/HarlanCheung/paper-search-review/blob/ab4fbfe61ee77ae49f5614203a42139e40a02f94/SKILL.md"],"id":"RWE-2377","relevance":{"id":"RWE-2377","decision":"Core","rationale":"Retain the documented evidence function: Build cited scholarly reports and bibliographies. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build cited scholarly reports and bibliographies.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/harlancheung/paper-search-review","https://github.com/HarlanCheung/paper-search-review/blob/ab4fbfe61ee77ae49f5614203a42139e40a02f94/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ghisso/github_copilot_bootstrap — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Produce source-grounded scholarly reviews.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ghisso/github_copilot_bootstrap","website":"GitHub","packages":"shared/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Produce source-grounded scholarly reviews."],"limitation":"Quick mode explicitly preliminary; full systematic compliance untested.","url":"https://github.com/ghisso/github_copilot_bootstrap","primarySourceURLs":["https://github.com/Ghisso/github_copilot_bootstrap/blob/b6043400e99a55dad0df8471fe6ec3f664ae9813/shared/skills/literature-review/SKILL.md"],"id":"RWE-2378","relevance":{"id":"RWE-2378","decision":"Core","rationale":"Retain the documented evidence function: Produce source-grounded scholarly reviews. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Produce source-grounded scholarly reviews.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ghisso/github_copilot_bootstrap","https://github.com/Ghisso/github_copilot_bootstrap/blob/b6043400e99a55dad0df8471fe6ec3f664ae9813/shared/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hotak92/vibecoded-orchestrator — stats-consult","kind":"Skill","category":"RWE Data & Analytics","summary":"Plan empirical analyses and sample-size requirements.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hotak92/vibecoded-orchestrator","website":"GitHub","packages":"templates/skills/stats-consult/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Plan empirical analyses and sample-size requirements."],"limitation":"Instruction guidance; numerical outputs and model validity require testing.","url":"https://github.com/hotak92/vibecoded-orchestrator","primarySourceURLs":["https://github.com/hotak92/vibecoded-orchestrator/blob/da26ac7b97910c336e97bf87ff2353ebd78ae16f/templates/skills/stats-consult/SKILL.md"],"id":"RWE-2379","relevance":{"id":"RWE-2379","decision":"Core","rationale":"Plan empirical analyses and sample-size requirements. The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. Only explicitly described method components are Core, including survival rather than the broader molecular catalogue where applicable.","relevanceBasis":"Plan empirical analyses and sample-size requirements. Limits: Instruction guidance; numerical outputs and model validity require testing.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hotak92/vibecoded-orchestrator/blob/da26ac7b97910c336e97bf87ff2353ebd78ae16f/templates/skills/stats-consult/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"esmurihards/omnia-sana-plant-database — osdb-source-citations","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve and attribute medicinal-plant evidence from scholarly/authoritative sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"esmurihards/omnia-sana-plant-database","website":"GitHub","packages":".claude/skills/osdb-source-citations/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve and attribute medicinal-plant evidence from scholarly/authoritative sources."],"limitation":"Source matching does not validate therapeutic effects; database changes untested.","url":"https://github.com/esmurihards/omnia-sana-plant-database","primarySourceURLs":["https://github.com/EsmuRihards/omnia-sana-plant-database/blob/ed522fe71047616e00211167e175e595de7bf544/.claude/skills/osdb-source-citations/SKILL.md"],"id":"RWE-2380","relevance":{"id":"RWE-2380","decision":"Core","rationale":"Retain the documented evidence function: Retrieve and attribute medicinal-plant evidence from scholarly/authoritative sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve and attribute medicinal-plant evidence from scholarly/authoritative sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/esmurihards/omnia-sana-plant-database","https://github.com/EsmuRihards/omnia-sana-plant-database/blob/ed522fe71047616e00211167e175e595de7bf544/.claude/skills/osdb-source-citations/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gdgshanghai/gemma4-hackathon-shanghai — clinical-doc-assistant","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Retrieve structured clinical records for document drafts.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gdgshanghai/gemma4-hackathon-shanghai","website":"GitHub","packages":"submissions/2026/track_A/DoctorClaw/backend/agent_workspace/skills/clawhub/clinical-doc-assistant/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Retrieve structured clinical records for document drafts."],"limitation":"Requires authorized EHR access; note quality and claimed compatibility untested.","url":"https://github.com/gdgshanghai/gemma4-hackathon-shanghai","primarySourceURLs":["https://github.com/gdgshanghai/Gemma4-Hackathon-ShangHai/blob/387b39b08bd780367babea04534da9849b379997/submissions/2026/track_A/DoctorClaw/backend/agent_workspace/skills/clawhub/clinical-doc-assistant/SKILL.md"],"id":"RWE-2384","relevance":{"id":"RWE-2384","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Retrieve structured clinical records for document drafts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gdgshanghai/Gemma4-Hackathon-ShangHai/blob/387b39b08bd780367babea04534da9849b379997/submissions/2026/track_A/DoctorClaw/backend/agent_workspace/skills/clawhub/clinical-doc-assistant/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"karmatarap/tests — protocol","kind":"Skill","category":"Trials & Study Design","summary":"Extract objectives, arms, eligibility and schedule from protocol PDFs.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"karmatarap/tests","website":"GitHub","packages":"cdisc-pilot-pipeline/skills/protocol/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Extract objectives, arms, eligibility and schedule from protocol PDFs."],"limitation":"Extraction instruction; fields and phase restrictions may need study-specific adaptation.","url":"https://github.com/karmatarap/tests","primarySourceURLs":["https://github.com/karmatarap/tests/blob/03da97140a01ab733c525a78e7abf29a4369592e/cdisc-pilot-pipeline/skills/protocol/SKILL.md"],"id":"RWE-2386","relevance":{"id":"RWE-2386","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Extract objectives, arms, eligibility and schedule from protocol PDFs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/karmatarap/tests/blob/03da97140a01ab733c525a78e7abf29a4369592e/cdisc-pilot-pipeline/skills/protocol/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"null12138/paperflow-skill — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Manage scholarly metadata and authorized PDF acquisition pipelines.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"null12138/paperflow-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Manage scholarly metadata and authorized PDF acquisition pipelines."],"limitation":"Source entitlement and downloader compatibility untested; upstream null12138/paperflow explicitly linked.","url":"https://github.com/null12138/paperflow-skill","primarySourceURLs":["https://github.com/null12138/paperflow-skill/blob/97feafa3f41588fe79e834b8aff94819c48137f4/SKILL.md"],"id":"RWE-2387","relevance":{"id":"RWE-2387","decision":"Core","rationale":"Retain the documented evidence function: Manage scholarly metadata and authorized PDF acquisition pipelines. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Manage scholarly metadata and authorized PDF acquisition pipelines.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/null12138/paperflow-skill","https://github.com/null12138/paperflow-skill/blob/97feafa3f41588fe79e834b8aff94819c48137f4/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"u9401066/copilot-capability-manager — literature-filter","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Screen scholarly search results and record inclusion/exclusion reasons.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"u9401066/copilot-capability-manager","website":"GitHub","packages":"skills/data/literature-filter/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Screen scholarly search results and record inclusion/exclusion reasons."],"limitation":"Citation metrics not evidence quality; automated screening recall untested. Other discovered, held or excluded components are outside this approval. Excluded from approval — literature-retrieval: Composite retrieval promises PRISMA-compliant comprehensive search but automatically filters by citation metrics and availability; stopping at minimum desired result count does not establish systematic completeness.","url":"https://github.com/u9401066/copilot-capability-manager","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/literature-filter/SKILL.md"],"id":"RWE-2388","relevance":{"id":"RWE-2388","decision":"Core","rationale":"Retain the documented evidence function: Screen scholarly search results and record inclusion/exclusion reasons. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Screen scholarly search results and record inclusion/exclusion reasons.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/u9401066/copilot-capability-manager","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/literature-filter/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jaymoore-research/personal-skills — paperclip","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve and inspect biomedical papers/supplements.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jaymoore-research/personal-skills","website":"GitHub","packages":".claude/skills/paperclip/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve and inspect biomedical papers/supplements."],"limitation":"Depends on Paperclip engine; corpus counts and output accuracy untested.","url":"https://github.com/jaymoore-research/personal-skills","primarySourceURLs":["https://github.com/jaymoore-research/personal-skills/blob/2aeb68062ffc3a0c8c340651d49ecbfdca8124c7/.claude/skills/paperclip/SKILL.md"],"id":"RWE-2389","relevance":{"id":"RWE-2389","decision":"Core","rationale":"Retain the documented evidence function: Retrieve and inspect biomedical papers/supplements. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve and inspect biomedical papers/supplements.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jaymoore-research/personal-skills","https://github.com/jaymoore-research/personal-skills/blob/2aeb68062ffc3a0c8c340651d49ecbfdca8124c7/.claude/skills/paperclip/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"teoslayer/pilot-skills — pilot-service-agents-academic","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve bibliographic records across scholarly databases.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"teoslayer/pilot-skills","website":"GitHub","packages":"skills/pilot-service-agents-academic/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve bibliographic records across scholarly databases."],"limitation":"Requires daemon/service agents; metadata only, not full text.","url":"https://github.com/teoslayer/pilot-skills","primarySourceURLs":["https://github.com/TeoSlayer/pilot-skills/blob/f5677946caac6b9f75f30ef652a40dacaa9de617/skills/pilot-service-agents-academic/SKILL.md"],"id":"RWE-2390","relevance":{"id":"RWE-2390","decision":"Core","rationale":"Retain the documented evidence function: Retrieve bibliographic records across scholarly databases. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve bibliographic records across scholarly databases.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/teoslayer/pilot-skills","https://github.com/TeoSlayer/pilot-skills/blob/f5677946caac6b9f75f30ef652a40dacaa9de617/skills/pilot-service-agents-academic/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tylerburleigh/lit-review-studio — evidence-synthesis","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Synthesize reviewed literature records across bounded topic scopes.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tylerburleigh/lit-review-studio","website":"GitHub","packages":"skills/evidence-synthesis/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Synthesize reviewed literature records across bounded topic scopes."],"limitation":"No new evidence claims automatically approved; harness dependencies untested.","url":"https://github.com/tylerburleigh/lit-review-studio","primarySourceURLs":["https://github.com/tylerburleigh/lit-review-studio/blob/c6ac2ae40284ea35d57f03e422536666f5bd12a9/skills/evidence-synthesis/SKILL.md"],"id":"RWE-2391","relevance":{"id":"RWE-2391","decision":"Core","rationale":"Retain the documented evidence function: Synthesize reviewed literature records across bounded topic scopes. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Synthesize reviewed literature records across bounded topic scopes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tylerburleigh/lit-review-studio","https://github.com/tylerburleigh/lit-review-studio/blob/c6ac2ae40284ea35d57f03e422536666f5bd12a9/skills/evidence-synthesis/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"htlin222/nccn-skill — colon","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reviewed components: nccn-cancer-skill/colon/SKILL.md: Navigate colon-cancer guideline reference material.; https://github.com/htlin222/nccn-skill: Extract and chunk user-supplied NCCN PDFs, convert sections, assemble and validate derived skill packages.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"htlin222/nccn-skill","website":"GitHub","packages":"nccn-cancer-skill/colon/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["nccn-cancer-skill/colon/SKILL.md: Navigate colon-cancer guideline reference material.","https://github.com/htlin222/nccn-skill: Extract and chunk user-supplied NCCN PDFs, convert sections, assemble and validate derived skill packages."],"limitation":"colon: Pinned version 2.2026, NCCN terms apply; not validated treatment recommendation or affiliation. https://github.com/htlin222/nccn-skill: Requires licensed source PDFs; automated extraction may misrepresent guidelines; no NCCN endorsement or clinical validation.","url":"https://github.com/htlin222/nccn-skill","primarySourceURLs":["https://github.com/htlin222/nccn-skill/blob/d00618946e197dc68fb7eda0198348cd78051e2e/nccn-cancer-skill/colon/SKILL.md","https://raw.githubusercontent.com/htlin222/nccn-skill/main/README.md","https://github.com/htlin222/nccn-skill"],"id":"RWE-2392","relevance":{"id":"RWE-2392","decision":"Core","rationale":"nccn-cancer-skill/colon/SKILL.md: Navigate colon-cancer guideline reference material.; Extract and chunk user-supplied NCCN PDFs, convert sections, assemble and…. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Reviewed components: nccn-cancer-skill/colon/SKILL.md: Navigate colon-cancer guideline reference material.; https://github.com/htlin222/nccn-skill: Extract and chunk user-supplied NCCN PDFs, convert sections, assemble and validate derived skill packages. Limits: colon: Pinned version 2.2026, NCCN terms apply; not validated treatment recommendation or affiliation. https://github.com/htlin222/nccn-skill: Requires licensed source PDFs; automated extraction may misrepresent guidelines; no NCCN endorsement or clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/htlin222/nccn-skill/blob/d00618946e197dc68fb7eda0198348cd78051e2e/nccn-cancer-skill/colon/SKILL.md","https://raw.githubusercontent.com/htlin222/nccn-skill/main/README.md","https://github.com/htlin222/nccn-skill"],"reviewGroup":"scholarly-evidence"}},{"name":"faberlens/hardened-skills — autoicd-hardened","kind":"Skill","category":"RWE Data & Analytics","summary":"Prepare research cohort analyses and evidence reports from supplied results.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"faberlens/hardened-skills","website":"GitHub","packages":"skills/autoicd-hardened/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Prepare research cohort analyses and evidence reports from supplied results."],"limitation":"Document workflow only; clinical recommendations, GRADE correctness and compliance unvalidated.","url":"https://github.com/faberlens/hardened-skills","primarySourceURLs":["https://github.com/faberlens/hardened-skills/blob/40095dcfb778f82d3ab36df2573ee936830fa4b7/skills/autoicd-hardened/SKILL.md"],"id":"RWE-2393","relevance":{"id":"RWE-2393","decision":"Core","rationale":"Prepare research cohort analyses and evidence reports from supplied results. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Prepare research cohort analyses and evidence reports from supplied results. Limits: Document workflow only; clinical recommendations, GRADE correctness and compliance unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/faberlens/hardened-skills/blob/40095dcfb778f82d3ab36df2573ee936830fa4b7/skills/autoicd-hardened/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"agencyenterprise/draft-detective — live-reports","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Update research documents with newer scholarly findings.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"agencyenterprise/draft-detective","website":"GitHub","packages":"skills/live-reports/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Update research documents with newer scholarly findings."],"limitation":"Search coverage and recommendation accuracy untested.","url":"https://github.com/agencyenterprise/draft-detective","primarySourceURLs":["https://github.com/agencyenterprise/draft-detective/blob/f5b258cbe6531d250c49eda571e9f67aec3c9adc/skills/live-reports/SKILL.md"],"id":"RWE-2395","relevance":{"id":"RWE-2395","decision":"Core","rationale":"Retain the documented evidence function: Update research documents with newer scholarly findings. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Update research documents with newer scholarly findings.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/agencyenterprise/draft-detective","https://github.com/agencyenterprise/draft-detective/blob/f5b258cbe6531d250c49eda571e9f67aec3c9adc/skills/live-reports/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cliwant/mcp-sam-gov — sam-gov","kind":"Skill","category":"Trials & Study Design","summary":"Search NIH grants and clinical trials, retrieve trial details and facets, query CMS datasets and NPPES provider identities.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cliwant/mcp-sam-gov","website":"GitHub","packages":"skills/sam-gov/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Search NIH grants and clinical trials, retrieve trial details and facets, query CMS datasets and NPPES provider identities."],"limitation":"Scope is the named health tools; broad procurement functionality and live endpoint behavior were not validated.","url":"https://github.com/cliwant/mcp-sam-gov","primarySourceURLs":["https://github.com/cliwant/mcp-sam-gov/blob/b27682fa1d133f8ca8a820c60af808dde1ac5492/skills/sam-gov/SKILL.md"],"id":"RWE-2396","relevance":{"id":"RWE-2396","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Search NIH grants and clinical trials, retrieve trial details and facets, query CMS datasets and NPPES provider identities.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cliwant/mcp-sam-gov/blob/b27682fa1d133f8ca8a820c60af808dde1ac5492/skills/sam-gov/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"libra-sys/medical-literature-review — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Structure biomedical literature review outputs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"libra-sys/medical-literature-review","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Structure biomedical literature review outputs."],"limitation":"Evidence grading/heterogeneity rules simplified; format checks do not prove method quality.","url":"https://github.com/libra-sys/medical-literature-review","primarySourceURLs":["https://github.com/libra-sys/medical-literature-review/blob/fa34a342616ad3e7d1bd03abc52495a53bac473e/SKILL.md"],"id":"RWE-2397","relevance":{"id":"RWE-2397","decision":"Core","rationale":"Retain the documented evidence function: Structure biomedical literature review outputs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Structure biomedical literature review outputs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/libra-sys/medical-literature-review","https://github.com/libra-sys/medical-literature-review/blob/fa34a342616ad3e7d1bd03abc52495a53bac473e/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hughyau/academicforge — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve and synthesize scholarly sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hughyau/academicforge","website":"GitHub","packages":"skills/claude-science/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve and synthesize scholarly sources."],"limitation":"Contradictory no-key header versus OpenAlex-key metadata requires configured access; runtime untested.","url":"https://github.com/hughyau/academicforge","primarySourceURLs":["https://github.com/HughYau/AcademicForge/blob/01b6d90c5b50ba0aa48b6564e45ee4a0ade9487c/skills/claude-science/literature-review/SKILL.md"],"id":"RWE-2399","relevance":{"id":"RWE-2399","decision":"Core","rationale":"Retain the documented evidence function: Retrieve and synthesize scholarly sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve and synthesize scholarly sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hughyau/academicforge","https://github.com/HughYau/AcademicForge/blob/01b6d90c5b50ba0aa48b6564e45ee4a0ade9487c/skills/claude-science/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"xcrrr/claude-skills — literature-reviewer","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Prepare literature reviews from existing research.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xcrrr/claude-skills","website":"GitHub","packages":"skills/research/literature-reviewer/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Prepare literature reviews from existing research."],"limitation":"Instruction guide; no primary data collection or validated appraisal. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/xcrrr/claude-skills","primarySourceURLs":["https://github.com/xcrrr/claude-skills/blob/145342ceff6318d2f5ffe8f95473fecc8b27d1e9/skills/research/literature-reviewer/SKILL.md"],"id":"RWE-2400","relevance":{"id":"RWE-2400","decision":"Core","rationale":"Retain the documented evidence function: Prepare literature reviews from existing research. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Prepare literature reviews from existing research.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xcrrr/claude-skills","https://github.com/xcrrr/claude-skills/blob/145342ceff6318d2f5ffe8f95473fecc8b27d1e9/skills/research/literature-reviewer/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gabrielgadea/claude-code-kazuba — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Prepare thematic scholarly synthesis and gap reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gabrielgadea/claude-code-kazuba","website":"GitHub","packages":"claude_code_kazuba/data/modules/skills-research/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Prepare thematic scholarly synthesis and gap reports."],"limitation":"Instruction workflow; systematic completeness untested.","url":"https://github.com/gabrielgadea/claude-code-kazuba","primarySourceURLs":["https://github.com/gabrielgadea/claude-code-kazuba/blob/a99881b5ecc2919b5e3e47392f5d04a1a1c6bb1c/claude_code_kazuba/data/modules/skills-research/skills/literature-review/SKILL.md"],"id":"RWE-2401","relevance":{"id":"RWE-2401","decision":"Core","rationale":"Retain the documented evidence function: Prepare thematic scholarly synthesis and gap reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Prepare thematic scholarly synthesis and gap reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gabrielgadea/claude-code-kazuba","https://github.com/gabrielgadea/claude-code-kazuba/blob/a99881b5ecc2919b5e3e47392f5d04a1a1c6bb1c/claude_code_kazuba/data/modules/skills-research/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bg-szy/top-skills — clinical-nlp-extractor","kind":"Skill","category":"RWE Data & Analytics","summary":"Extract clinical disease/medication/procedure mentions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bg-szy/top-skills","website":"GitHub","packages":"skills/awesome-skills/clinical-nlp-extractor/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Extract clinical disease/medication/procedure mentions."],"limitation":"Mia author declaration retained; regex/LLM extraction accuracy untested. Other discovered, held or excluded components are outside this approval. Excluded from approval — mpn-research-assistant: MPN research assistant is a copied Universal Biomedical Skills component with explicit Mia copyright but unresolved canonical component location. Excluded from approval — digital-twin-clinical-agent: Digital-twin component claims clinical trial simulation and treatment prediction while causal twins remain ongoing and original component location is unresolved. Excluded from approval — chatehr-clinician-assistant: ChatEHR copy claims Stanford authorship and sub-ten-second clinical output alongside conflicting copyright attribution.","url":"https://github.com/bg-szy/top-skills","primarySourceURLs":["https://github.com/bg-szy/TOP-SKILLS/blob/63f17866001c5ca854bf2fa0b678ce277133de5b/skills/awesome-skills/clinical-nlp-extractor/SKILL.md"],"id":"RWE-2402","relevance":{"id":"RWE-2402","decision":"Core","rationale":"Extract clinical disease/medication/procedure mentions. Clinical data access, normalization, observational health SQL, cohort definitions or explicit population-health indicators support health evidence workflows; no validation or all-component approval follows.","relevanceBasis":"Extract clinical disease/medication/procedure mentions. Limits: Mia author declaration retained; regex/LLM extraction accuracy untested. Other discovered, held or excluded components are outside this approval. Excluded from approval — mpn-research-assistant: MPN research assistant is a copied Universal Biomedical Skills component with explicit Mia copyright but unresolved canonical component location. Excluded from approval — digital-twin-clinical-agent: Digital-twin component claims clinical trial simulation and treatment prediction while causal twins remain ongoing and original component location is unresolved. Excluded from approval — chatehr-clinician-assistant: ChatEHR copy claims Stanford authorship and sub-ten-second clinical output alongside conflicting copyright attribution.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bg-szy/TOP-SKILLS/blob/63f17866001c5ca854bf2fa0b678ce277133de5b/skills/awesome-skills/clinical-nlp-extractor/SKILL.md"],"reviewGroup":"clinical-research-data"}},{"name":"batheinautumnwind/paperscout-codex-skill — paper-download-reading","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Collect authorized scholarly PDFs and structured paper notes.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"batheinautumnwind/paperscout-codex-skill","website":"GitHub","packages":"paper-download-reading/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Collect authorized scholarly PDFs and structured paper notes."],"limitation":"Institutional access required where applicable; downloads/imports untested.","url":"https://github.com/batheinautumnwind/paperscout-codex-skill","primarySourceURLs":["https://github.com/Batheinautumnwind/paperscout-codex-skill/blob/921c69c55d75d67a3bc9bc6072b91e9c37111455/paper-download-reading/SKILL.md"],"id":"RWE-2403","relevance":{"id":"RWE-2403","decision":"Core","rationale":"Retain the documented evidence function: Collect authorized scholarly PDFs and structured paper notes. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Collect authorized scholarly PDFs and structured paper notes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/batheinautumnwind/paperscout-codex-skill","https://github.com/Batheinautumnwind/paperscout-codex-skill/blob/921c69c55d75d67a3bc9bc6072b91e9c37111455/paper-download-reading/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"firecrawl/firecrawl-workflows — firecrawl-workflows","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Run published-paper research workflows through Firecrawl.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"firecrawl/firecrawl-workflows","website":"GitHub","packages":"skills/firecrawl-workflows/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Run published-paper research workflows through Firecrawl."],"limitation":"Broad gateway; only documented scholarly workflow scope approved, runtime untested.","url":"https://github.com/firecrawl/firecrawl-workflows","primarySourceURLs":["https://github.com/firecrawl/firecrawl-workflows/blob/94cc91229d6cedc0613f140d3d013b150bc8e1b0/skills/firecrawl-workflows/SKILL.md"],"id":"RWE-2404","relevance":{"id":"RWE-2404","decision":"Core","rationale":"Retain the documented evidence function: Run published-paper research workflows through Firecrawl. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Run published-paper research workflows through Firecrawl.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/firecrawl/firecrawl-workflows","https://github.com/firecrawl/firecrawl-workflows/blob/94cc91229d6cedc0613f140d3d013b150bc8e1b0/skills/firecrawl-workflows/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"july0709/skin-microbiome-wiki — research-asset-agent","kind":"Skill","category":"RWE Data & Analytics","summary":"Build traceable biological research assets and cohort/method evidence maps.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"july0709/skin-microbiome-wiki","website":"GitHub","packages":"skills/research-asset-agent/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Build traceable biological research assets and cohort/method evidence maps."],"limitation":"Requires papers/Zotero sources; interpretation and gap claims untested.","url":"https://github.com/july0709/skin-microbiome-wiki","primarySourceURLs":["https://github.com/July0709/Skin-Microbiome-Wiki/blob/01ae9fd6bede3f8033fa744cd440e52d99c3a345/skills/research-asset-agent/SKILL.md"],"id":"RWE-2405","relevance":{"id":"RWE-2405","decision":"Core","rationale":"Build traceable biological research assets and cohort/method evidence maps. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Build traceable biological research assets and cohort/method evidence maps. Limits: Requires papers/Zotero sources; interpretation and gap claims untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/July0709/Skin-Microbiome-Wiki/blob/01ae9fd6bede3f8033fa744cd440e52d99c3a345/skills/research-asset-agent/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"simpleqt/radai — academic-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search arXiv/Crossref/OpenAlex/Semantic Scholar/PubMed.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"simpleqt/radai","website":"GitHub","packages":"backend/skills/public/academic-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search arXiv/Crossref/OpenAlex/Semantic Scholar/PubMed."],"limitation":"Backend coverage and sample citation counts unverified.","url":"https://github.com/simpleqt/radai","primarySourceURLs":["https://github.com/simpleqt/radai/blob/09952e02e2c0fc52d9863369092439160ba3d08f/backend/skills/public/academic-search/SKILL.md"],"id":"RWE-2406","relevance":{"id":"RWE-2406","decision":"Core","rationale":"Retain the documented evidence function: Search arXiv/Crossref/OpenAlex/Semantic Scholar/PubMed. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search arXiv/Crossref/OpenAlex/Semantic Scholar/PubMed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/simpleqt/radai","https://github.com/simpleqt/radai/blob/09952e02e2c0fc52d9863369092439160ba3d08f/backend/skills/public/academic-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ersilia-os/ersilia-skills — literature-review","kind":"Skill","category":"RWE Data & Analytics","summary":"Research neglected diseases, AMR and drug-discovery methods.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ersilia-os/ersilia-skills","website":"GitHub","packages":"skills/literature-review/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Research neglected diseases, AMR and drug-discovery methods."],"limitation":"Venue filters can bias coverage; source completeness and synthesis untested.","url":"https://github.com/ersilia-os/ersilia-skills","primarySourceURLs":["https://github.com/ersilia-os/ersilia-skills/blob/d430be87f97939b2fa0c7f8abb0c7558b75b0007/skills/literature-review/SKILL.md"],"id":"RWE-2407","relevance":{"id":"RWE-2407","decision":"Core","rationale":"Research neglected diseases, AMR and drug-discovery methods. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Research neglected diseases, AMR and drug-discovery methods. Limits: Venue filters can bias coverage; source completeness and synthesis untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ersilia-os/ersilia-skills/blob/d430be87f97939b2fa0c7f8abb0c7558b75b0007/skills/literature-review/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"stephenturner/skill-research-question-validator — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Assess preliminary novelty signals and literature density.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stephenturner/skill-research-question-validator","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Assess preliminary novelty signals and literature density."],"limitation":"Four/five searches cannot establish saturation or definitive novelty; heuristic scores unvalidated.","url":"https://github.com/stephenturner/skill-research-question-validator","primarySourceURLs":["https://github.com/stephenturner/skill-research-question-validator/blob/06fe29a993a3553e8948a6c98f4eb81c1fc60ddf/SKILL.md"],"id":"RWE-2408","relevance":{"id":"RWE-2408","decision":"Core","rationale":"Retain the documented evidence function: Assess preliminary novelty signals and literature density. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Assess preliminary novelty signals and literature density.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/stephenturner/skill-research-question-validator","https://github.com/stephenturner/skill-research-question-validator/blob/06fe29a993a3553e8948a6c98f4eb81c1fc60ddf/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"phenixace/molemo_workbench — clinical-trial-landscape","kind":"Skill","category":"Trials & Study Design","summary":"Discover trial landscapes and inspect posted results.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"phenixace/molemo_workbench","website":"GitHub","packages":"skills/clinical-trial-landscape/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Discover trial landscapes and inspect posted results."],"limitation":"Registry summaries not independent validation; bounded preview and runtime untested.","url":"https://github.com/phenixace/molemo_workbench","primarySourceURLs":["https://github.com/phenixace/Molemo_WorkBench/blob/85c0d16baef4d50fbc0293db59ffed00afe32477/skills/clinical-trial-landscape/SKILL.md"],"id":"RWE-2409","relevance":{"id":"RWE-2409","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Discover trial landscapes and inspect posted results.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/phenixace/Molemo_WorkBench/blob/85c0d16baef4d50fbc0293db59ffed00afe32477/skills/clinical-trial-landscape/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"m-chimiste/synthetos — evidence_synthesis","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Structure research evidence synthesis and uncertainty notes.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"m-chimiste/synthetos","website":"GitHub","packages":"skills/analysis/evidence_synthesis/skill.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Structure research evidence synthesis and uncertainty notes."],"limitation":"Confidence ranges are heuristic, not calibrated probabilities.","url":"https://github.com/m-chimiste/synthetos","primarySourceURLs":["https://github.com/M-Chimiste/Synthetos/blob/d3c3f1b92f9acce399a0a63c97d1d4e260b07883/skills/analysis/evidence_synthesis/skill.md"],"id":"RWE-2410","relevance":{"id":"RWE-2410","decision":"Core","rationale":"Retain the documented evidence function: Structure research evidence synthesis and uncertainty notes. 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Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Review mathematical/statistical claims in research artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/amitabhainarunachala/clawd","https://github.com/AmitabhainArunachala/clawd/blob/c553ec972ff790ae0d86aa20f4237eea485942d2/skills/math-verifier/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ccashwell/agentic-behavior-analysis — aba-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Plan searches, screen studies and organize single-subject evidence synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ccashwell/agentic-behavior-analysis","website":"GitHub","packages":"skills/aba-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan searches, screen studies and organize single-subject evidence synthesis."],"limitation":"Instruction-level methodology; no full statistical implementation audit. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/ccashwell/agentic-behavior-analysis","primarySourceURLs":["https://github.com/ccashwell/agentic-behavior-analysis/blob/f0419ca3f6f0a24a2f7841c2d5f0ca2549d29208/skills/aba-literature-review/SKILL.md"],"id":"RWE-2413","relevance":{"id":"RWE-2413","decision":"Core","rationale":"Retain the documented evidence function: Plan searches, screen studies and organize single-subject evidence synthesis. 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Other discovered, held or excluded components are outside this approval. Excluded from approval — rwd-cohort-analysis: identify_new_users builds an enrollment-filtered cohort, then returns first_fill filtered only by prevalent_users. Patients removed by the enrollment condition can therefore reappear in the returned cohort. This contradicts the documented washout/continuous-enrollment guarantee and requires correction before…","url":"https://github.com/awslabs/hcls-agent-skills","primarySourceURLs":["https://github.com/awslabs/hcls-agent-skills/blob/0cdbb370b2c53ea9af86eab186232751cbb2a2c0/skills/pharmacoepidemiology/SKILL.md","https://github.com/family3253/scixz-medical-research-controller/blob/0ae5ae0a46de571a380050ee5f786d943e617fd7/bundled-skills/pharmacoepidemiology/SKILL.md"],"id":"RWE-2414","relevance":{"id":"RWE-2414","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Pharmacoepidemiologic design critique guidance; Time-zero, active-comparator and new-user design checks; Confounding and sensitivity-analysis planning","evidenceLevel":"published-card","evidenceRefs":["https://github.com/awslabs/hcls-agent-skills/blob/0cdbb370b2c53ea9af86eab186232751cbb2a2c0/skills/pharmacoepidemiology/SKILL.md","https://github.com/family3253/scixz-medical-research-controller/blob/0ae5ae0a46de571a380050ee5f786d943e617fd7/bundled-skills/pharmacoepidemiology/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"shanejorr/ai-plugins — research-topic","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search scholarly topics and produce citation-supported research reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shanejorr/ai-plugins","website":"GitHub","packages":"plugins/reading-pipeline/skills/research-topic/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search scholarly topics and produce citation-supported research reports."],"limitation":"Documentation-only workflow; completeness and source accuracy depend on actual execution.","url":"https://github.com/shanejorr/ai-plugins","primarySourceURLs":["https://github.com/shanejorr/ai-plugins/blob/9db10a280831f4aad6aeaf4dc9df60acf5d54ae7/plugins/reading-pipeline/skills/research-topic/SKILL.md"],"id":"RWE-2415","relevance":{"id":"RWE-2415","decision":"Core","rationale":"Retain the documented evidence function: Search scholarly topics and produce citation-supported research reports. 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Limits: Preparation instructions only; effect calculations and assumptions require review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ilog3/Awesome-Humanities-and-Social-Sciences-Skills/blob/6feeaf8f0a36c915b1d1db08abf51d8e2d4da14a/skill-library/education-meta-analysis-preparation/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"686f6c61/hermes-research-prisma — prisma-systematic-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Organize systematic review discovery, screening and evidence extraction with reproducible counts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"686f6c61/hermes-research-prisma","website":"GitHub","packages":"seed/hermes-home/skills/research/prisma-systematic-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Organize systematic review discovery, screening and evidence extraction with reproducible counts."],"limitation":"Instruction-level support; compliance and exhaustive retrieval are not established by the document.","url":"https://github.com/686f6c61/hermes-research-prisma","primarySourceURLs":["https://github.com/686f6c61/Hermes-Research-PRISMA/blob/3be7ff415f53d3c597e9025272a0c7f9638a24b8/seed/hermes-home/skills/research/prisma-systematic-review/SKILL.md"],"id":"RWE-2418","relevance":{"id":"RWE-2418","decision":"Core","rationale":"Retain the documented evidence function: Organize systematic review discovery, screening and evidence extraction with reproducible counts. 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Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Structure clinical literature synthesis with traceable citations and uncertainty.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/2023anita/clinical-ai-agent-skills","https://github.com/2023Anita/clinical-ai-agent-skills/blob/11e6c7dba7c3088e7253d33ea30efc317ea1a400/skills/literature-review-agent/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lidozs55/biomed-qagent — pubmed","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Find biomedical papers and retrieve PMC supplementary material.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lidozs55/biomed-qagent","website":"GitHub","packages":".pi/skills/pubmed/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Find biomedical papers and retrieve PMC supplementary material."],"limitation":"Requires separate BioMed-QAgent tools; retrieval and quantitative evidence integrity were not runtime tested.","url":"https://github.com/lidozs55/biomed-qagent","primarySourceURLs":["https://github.com/Lidozs55/BioMed-QAgent/blob/38c5d29ea4442f993bfcbb1ca1e818c946626d89/.pi/skills/pubmed/SKILL.md"],"id":"RWE-2427","relevance":{"id":"RWE-2427","decision":"Core","rationale":"Retain the documented evidence function: Find biomedical papers and retrieve PMC supplementary material. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Find biomedical papers and retrieve PMC supplementary material.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lidozs55/biomed-qagent","https://github.com/Lidozs55/BioMed-QAgent/blob/38c5d29ea4442f993bfcbb1ca1e818c946626d89/.pi/skills/pubmed/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sdamirsa/tribe-claude-plugins — crystalit-noter","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Extract paper methods, findings, limitations and themes into review notes.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sdamirsa/tribe-claude-plugins","website":"GitHub","packages":"claude-research-junior/skills/crystalit-noter/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Extract paper methods, findings, limitations and themes into review notes."],"limitation":"Model-generated notes require checking against the original PDF.","url":"https://github.com/sdamirsa/tribe-claude-plugins","primarySourceURLs":["https://github.com/Sdamirsa/tribe-claude-plugins/blob/88f7e1d7e961104d14d17168a7b263eea8eaf8f1/claude-research-junior/skills/crystalit-noter/SKILL.md"],"id":"RWE-2428","relevance":{"id":"RWE-2428","decision":"Core","rationale":"Retain the documented evidence function: Extract paper methods, findings, limitations and themes into review notes. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Extract paper methods, findings, limitations and themes into review notes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sdamirsa/tribe-claude-plugins","https://github.com/Sdamirsa/tribe-claude-plugins/blob/88f7e1d7e961104d14d17168a7b263eea8eaf8f1/claude-research-junior/skills/crystalit-noter/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"uset82/thesis-writer-kit — research-methods","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search and organize scholarly literature and source appraisal.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"uset82/thesis-writer-kit","website":"GitHub","packages":".agent/skills/research-methods/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search and organize scholarly literature and source appraisal."],"limitation":"General research instructions; scoring rubric is not validation of source quality.","url":"https://github.com/uset82/thesis-writer-kit","primarySourceURLs":["https://github.com/uset82/Thesis-Writer-Kit/blob/ee490dc1d57271d4128a6ff5a31f7c49a46b0058/.agent/skills/research-methods/SKILL.md"],"id":"RWE-2429","relevance":{"id":"RWE-2429","decision":"Core","rationale":"Retain the documented evidence function: Search and organize scholarly literature and source appraisal. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search and organize scholarly literature and source appraisal.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/uset82/thesis-writer-kit","https://github.com/uset82/Thesis-Writer-Kit/blob/ee490dc1d57271d4128a6ff5a31f7c49a46b0058/.agent/skills/research-methods/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"docxology/template — deep-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Plan literature searches, verify sources and organize systematic review artifacts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"docxology/template","website":"GitHub","packages":"docs/prompts/deep-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan literature searches, verify sources and organize systematic review artifacts."],"limitation":"Template-specific dependencies and verification commands were not run.","url":"https://github.com/docxology/template","primarySourceURLs":["https://github.com/docxology/template/blob/cea2904defa92738ed5ef80d0ba5ba6466a783dc/docs/prompts/deep-research/SKILL.md"],"id":"RWE-2430","relevance":{"id":"RWE-2430","decision":"Core","rationale":"Retain the documented evidence function: Plan literature searches, verify sources and organize systematic review artifacts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Plan literature searches, verify sources and organize systematic review artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/docxology/template","https://github.com/docxology/template/blob/cea2904defa92738ed5ef80d0ba5ba6466a783dc/docs/prompts/deep-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ode-sys/usa-products — paper-lookup, clinical-decision-support","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: .claude/skills/paper-lookup/SKILL.md: Find papers and resolve partial citations into bibliographic records.; .claude/skills/clinical-decision-support/SKILL.md: Frame clinical questions and summarize retrieved evidence with caveats.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ode-sys/usa-products","website":"GitHub","packages":".claude/skills/paper-lookup/SKILL.md; .claude/skills/clinical-decision-support/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":[".claude/skills/paper-lookup/SKILL.md: Find papers and resolve partial citations into bibliographic records.",".claude/skills/clinical-decision-support/SKILL.md: Frame clinical questions and summarize retrieved evidence with caveats."],"limitation":"paper-lookup: Brief instruction component; claimed upstream source is attribution in this retained guide, not independently verified authorship. clinical-decision-support: Simplified evidence hierarchy is not a full risk-of-bias assessment; source attribution is unverified guide metadata.","url":"https://github.com/ode-sys/usa-products","primarySourceURLs":["https://github.com/Ode-sys/Usa-Products/blob/236eb5b7ec4d1a6b848f5b561b1f1aee254bf4cf/.claude/skills/paper-lookup/SKILL.md","https://github.com/Ode-sys/Usa-Products/blob/236eb5b7ec4d1a6b848f5b561b1f1aee254bf4cf/.claude/skills/clinical-decision-support/SKILL.md"],"id":"RWE-2431","relevance":{"id":"RWE-2431","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: .claude/skills/paper-lookup/SKILL.md: Find papers and resolve partial citations into bibliographic records.; .claude/skills/clinical-decision-support/SKILL.md: Frame clinical questions and summarize retrieved evidence with caveats. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: .claude/skills/paper-lookup/SKILL.md: Find papers and resolve partial citations into bibliographic records.; .claude/skills/clinical-decision-support/SKILL.md: Frame clinical questions and summarize retrieved evidence with caveats.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ode-sys/usa-products","https://github.com/Ode-sys/Usa-Products/blob/236eb5b7ec4d1a6b848f5b561b1f1aee254bf4cf/.claude/skills/paper-lookup/SKILL.md","https://github.com/Ode-sys/Usa-Products/blob/236eb5b7ec4d1a6b848f5b561b1f1aee254bf4cf/.claude/skills/clinical-decision-support/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kempnerinstitute/hpc-agentic-recipes — local-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search PubMed, Crossref, OpenAlex and arXiv from local agent environments.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kempnerinstitute/hpc-agentic-recipes","website":"GitHub","packages":"common/skills/local-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search PubMed, Crossref, OpenAlex and arXiv from local agent environments."],"limitation":"Separate script and live endpoints were not tested.","url":"https://github.com/kempnerinstitute/hpc-agentic-recipes","primarySourceURLs":["https://github.com/KempnerInstitute/hpc-agentic-recipes/blob/e675ec78f6197597f0b38e53c453194d970ad533/common/skills/local-search/SKILL.md"],"id":"RWE-2432","relevance":{"id":"RWE-2432","decision":"Core","rationale":"Retain the documented evidence function: Search PubMed, Crossref, OpenAlex and arXiv from local agent environments. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search PubMed, Crossref, OpenAlex and arXiv from local agent environments.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kempnerinstitute/hpc-agentic-recipes","https://github.com/KempnerInstitute/hpc-agentic-recipes/blob/e675ec78f6197597f0b38e53c453194d970ad533/common/skills/local-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"archimedes-run/omniharness — systematic-literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build cross-paper reviews and bibliographic reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"archimedes-run/omniharness","website":"GitHub","packages":"skills/public/systematic-literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build cross-paper reviews and bibliographic reports."],"limitation":"An arXiv-focused search cannot alone establish comprehensive systematic-review coverage.","url":"https://github.com/archimedes-run/omniharness","primarySourceURLs":["https://github.com/archimedes-run/omniHarness/blob/fd71e375ff626ae99537163edd3d14b16100d786/skills/public/systematic-literature-review/SKILL.md"],"id":"RWE-2433","relevance":{"id":"RWE-2433","decision":"Core","rationale":"Retain the documented evidence function: Build cross-paper reviews and bibliographic reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build cross-paper reviews and bibliographic reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/archimedes-run/omniharness","https://github.com/archimedes-run/omniHarness/blob/fd71e375ff626ae99537163edd3d14b16100d786/skills/public/systematic-literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"timsmykov/evidence-lab-plugins — systematic-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Create auditable systematic or scoping review artifacts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"timsmykov/evidence-lab-plugins","website":"GitHub","packages":"packs/core/evidence-lab-research/skills/systematic-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Create auditable systematic or scoping review artifacts."],"limitation":"Draft method does not certify PRISMA compliance or clinical validity.","url":"https://github.com/timsmykov/evidence-lab-plugins","primarySourceURLs":["https://github.com/timsmykov/evidence-lab-plugins/blob/06321de859aedfeaf96863dbce8907403f95eedf/packs/core/evidence-lab-research/skills/systematic-review/SKILL.md"],"id":"RWE-2434","relevance":{"id":"RWE-2434","decision":"Core","rationale":"Retain the documented evidence function: Create auditable systematic or scoping review artifacts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Create auditable systematic or scoping review artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/timsmykov/evidence-lab-plugins","https://github.com/timsmykov/evidence-lab-plugins/blob/06321de859aedfeaf96863dbce8907403f95eedf/packs/core/evidence-lab-research/skills/systematic-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mugpeng/oh-my-skills — academic-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search scholarly platforms and extract citations and paper metadata.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mugpeng/oh-my-skills","website":"GitHub","packages":"skills/academic-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search scholarly platforms and extract citations and paper metadata."],"limitation":"Live access and browser selectors not tested; platform terms and access constrain retrieval.","url":"https://github.com/mugpeng/oh-my-skills","primarySourceURLs":["https://github.com/mugpeng/oh-my-skills/blob/ad524e6878525df4b624548f3894f48a267f5817/skills/academic-search/SKILL.md"],"id":"RWE-2435","relevance":{"id":"RWE-2435","decision":"Core","rationale":"Retain the documented evidence function: Search scholarly platforms and extract citations and paper metadata. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search scholarly platforms and extract citations and paper metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mugpeng/oh-my-skills","https://github.com/mugpeng/oh-my-skills/blob/ad524e6878525df4b624548f3894f48a267f5817/skills/academic-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dnyoussef/context-cascade — literature-synthesis","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Organize arXiv and Semantic Scholar literature review and synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dnyoussef/context-cascade","website":"GitHub","packages":"skills/research/literature-synthesis/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Organize arXiv and Semantic Scholar literature review and synthesis."],"limitation":"Generic wrapper and self-reported confidence annotations are not independent validation.","url":"https://github.com/dnyoussef/context-cascade","primarySourceURLs":["https://github.com/DNYoussef/context-cascade/blob/8c12bb178f0aab4a9c52b8645d3972e6de5e659b/skills/research/literature-synthesis/SKILL.md"],"id":"RWE-2437","relevance":{"id":"RWE-2437","decision":"Core","rationale":"Retain the documented evidence function: Organize arXiv and Semantic Scholar literature review and synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Organize arXiv and Semantic Scholar literature review and synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dnyoussef/context-cascade","https://github.com/DNYoussef/context-cascade/blob/8c12bb178f0aab4a9c52b8645d3972e6de5e659b/skills/research/literature-synthesis/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"n0rvyn/indie-toolkit — project-kickoff","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Check scientific efficacy or measurement claims against inspected scholarly sources and assess transferability.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"n0rvyn/indie-toolkit","website":"GitHub","packages":"apple-dev/skills/project-kickoff/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Check scientific efficacy or measurement claims against inspected scholarly sources and assess transferability."],"limitation":"Only the literature appraisal component qualifies; product planning is outside scope.","url":"https://github.com/n0rvyn/indie-toolkit","primarySourceURLs":["https://github.com/n0rvyn/indie-toolkit/blob/6c51916d57dc29888e9c2c856ed6b119723ec2cd/apple-dev/skills/project-kickoff/SKILL.md"],"id":"RWE-2438","relevance":{"id":"RWE-2438","decision":"Core","rationale":"Retain the documented evidence function: Check scientific efficacy or measurement claims against inspected scholarly sources and assess transferability. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Check scientific efficacy or measurement claims against inspected scholarly sources and assess transferability.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/n0rvyn/indie-toolkit","https://github.com/n0rvyn/indie-toolkit/blob/6c51916d57dc29888e9c2c856ed6b119723ec2cd/apple-dev/skills/project-kickoff/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"api-evangelist/metriport — metriport-medical-api-skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Retrieve consolidated patient medical data through Metriport APIs for downstream analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"api-evangelist/metriport","website":"GitHub","packages":"skills/metriport-medical-api-skill.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve consolidated patient medical data through Metriport APIs for downstream analysis."],"limitation":"Bounded data access component; authorized clinical data access and separate service required, no research inference implemented.","url":"https://github.com/api-evangelist/metriport","primarySourceURLs":["https://github.com/api-evangelist/metriport/blob/0d345dce373b1c4e479a69d7710999fb99f4132a/skills/metriport-medical-api-skill.md"],"id":"RWE-2440","relevance":{"id":"RWE-2440","decision":"Core","rationale":"Retrieve consolidated patient medical data through Metriport APIs for downstream analysis. Clinical data access, normalization, observational health SQL, cohort definitions or explicit population-health indicators support health evidence workflows; no validation or all-component approval follows.","relevanceBasis":"Retrieve consolidated patient medical data through Metriport APIs for downstream analysis. Limits: Bounded data access component; authorized clinical data access and separate service required, no research inference implemented.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/api-evangelist/metriport/blob/0d345dce373b1c4e479a69d7710999fb99f4132a/skills/metriport-medical-api-skill.md"],"reviewGroup":"clinical-research-data"}},{"name":"1690834643/litreview — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Collect and synthesize academic literature into a cited review.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"1690834643/litreview","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Collect and synthesize academic literature into a cited review."],"limitation":"Browser bridge and external metadata services required; publication rankings do not measure individual study quality.","url":"https://github.com/1690834643/litreview","primarySourceURLs":["https://github.com/1690834643/litreview/blob/e90952944fe7f971272fb854a0e0ead09b5c2a86/SKILL.md"],"id":"RWE-2442","relevance":{"id":"RWE-2442","decision":"Core","rationale":"Retain the documented evidence function: Collect and synthesize academic literature into a cited review. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Collect and synthesize academic literature into a cited review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/1690834643/litreview","https://github.com/1690834643/litreview/blob/e90952944fe7f971272fb854a0e0ead09b5c2a86/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nzhao925/clo-author — econometrics-check","kind":"Skill","category":"RWE Data & Analytics","summary":"Audit empirical studies using DiD, IV, RDD, synthetic controls or event studies.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nzhao925/clo-author","website":"GitHub","packages":".claude/skills/archive/econometrics-check/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Audit empirical studies using DiD, IV, RDD, synthetic controls or event studies."],"limitation":"Review instructions rely on an Econometrician agent and do not establish causal validity.","url":"https://github.com/nzhao925/clo-author","primarySourceURLs":["https://github.com/nzhao925/clo-author/blob/eda42be87e2e69ea422d24b4ab919ba9cf9e555d/.claude/skills/archive/econometrics-check/SKILL.md"],"id":"RWE-2444","relevance":{"id":"RWE-2444","decision":"Core","rationale":"Audit empirical studies using DiD, IV, RDD, synthetic controls or event studies. The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. Only explicitly described method components are Core, including survival rather than the broader molecular catalogue where applicable.","relevanceBasis":"Audit empirical studies using DiD, IV, RDD, synthetic controls or event studies. Limits: Review instructions rely on an Econometrician agent and do not establish causal validity.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nzhao925/clo-author/blob/eda42be87e2e69ea422d24b4ab919ba9cf9e555d/.claude/skills/archive/econometrics-check/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"braselog/researchassistant — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Plan biomedical searches, screen sources and synthesize verified citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"braselog/researchassistant","website":"GitHub","packages":".ra/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan biomedical searches, screen sources and synthesize verified citations."],"limitation":"Coverage and citation validity must be established during execution.","url":"https://github.com/braselog/researchassistant","primarySourceURLs":["https://github.com/braselog/researchAssistant/blob/2a43ed082548c186b065c6567a06032250b1e2fb/.ra/skills/literature-review/SKILL.md"],"id":"RWE-2445","relevance":{"id":"RWE-2445","decision":"Core","rationale":"Retain the documented evidence function: Plan biomedical searches, screen sources and synthesize verified citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Plan biomedical searches, screen sources and synthesize verified citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/braselog/researchassistant","https://github.com/braselog/researchAssistant/blob/2a43ed082548c186b065c6567a06032250b1e2fb/.ra/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zhouziyue233/great-econometrics — ml-causal","kind":"Skill","category":"RWE Data & Analytics","summary":"Prepare machine-learning treatment-effect estimation with cross-fitting and heterogeneity analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhouziyue233/great-econometrics","website":"GitHub","packages":"skills/ml-causal/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Prepare machine-learning treatment-effect estimation with cross-fitting and heterogeneity analysis."],"limitation":"Code examples and identification assumptions require independent verification.","url":"https://github.com/zhouziyue233/great-econometrics","primarySourceURLs":["https://github.com/zhouziyue233/great-econometrics/blob/81863a52ee90c1c7e063fb8373e5f4d98b1508bb/skills/ml-causal/SKILL.md"],"id":"RWE-2446","relevance":{"id":"RWE-2446","decision":"Core","rationale":"Prepare machine-learning treatment-effect estimation with cross-fitting and heterogeneity analysis. The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. Only explicitly described method components are Core, including survival rather than the broader molecular catalogue where applicable.","relevanceBasis":"Prepare machine-learning treatment-effect estimation with cross-fitting and heterogeneity analysis. Limits: Code examples and identification assumptions require independent verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zhouziyue233/great-econometrics/blob/81863a52ee90c1c7e063fb8373e5f4d98b1508bb/skills/ml-causal/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"moralespanitz/research-loop — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Conduct structured scholarly searching and primary-source synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"moralespanitz/research-loop","website":"GitHub","packages":"internal/embed/claude/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Conduct structured scholarly searching and primary-source synthesis."],"limitation":"Agent orchestration and quality scores do not guarantee complete or valid evidence.","url":"https://github.com/moralespanitz/research-loop","primarySourceURLs":["https://github.com/moralespanitz/research-loop/blob/1005bac90251b1695f97656d6c6c379658aba513/internal/embed/claude/skills/literature-review/SKILL.md","https://github.com/moralespanitz/research-loop/blob/1005bac90251b1695f97656d6c6c379658aba513/skills/literature-review/SKILL.md"],"id":"RWE-2447","relevance":{"id":"RWE-2447","decision":"Core","rationale":"Retain the documented evidence function: Conduct structured scholarly searching and primary-source synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Conduct structured scholarly searching and primary-source synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/moralespanitz/research-loop","https://github.com/moralespanitz/research-loop/blob/1005bac90251b1695f97656d6c6c379658aba513/internal/embed/claude/skills/literature-review/SKILL.md","https://github.com/moralespanitz/research-loop/blob/1005bac90251b1695f97656d6c6c379658aba513/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rd162/skills — deep-research","kind":"Skill","category":"RWE Data & Analytics","summary":"Expand research questions and synthesize source-backed evidence with uncertainty.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rd162/skills","website":"GitHub","packages":"deep-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Expand research questions and synthesize source-backed evidence with uncertainty."],"limitation":"General research instructions; tier ranking and saturation claims require execution evidence.","url":"https://github.com/rd162/skills","primarySourceURLs":["https://github.com/rd162/skills/blob/f2dc6c3119d6eecf99634b01facd594fb6fa9393/deep-research/SKILL.md"],"id":"RWE-2448","relevance":{"id":"RWE-2448","decision":"Core","rationale":"Expand research questions and synthesize source-backed evidence with uncertainty. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Expand research questions and synthesize source-backed evidence with uncertainty. Limits: General research instructions; tier ranking and saturation claims require execution evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rd162/skills/blob/f2dc6c3119d6eecf99634b01facd594fb6fa9393/deep-research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"kostadinoff/kkstatfun — kkstatfun-epi","kind":"Skill","category":"RWE Data & Analytics","summary":"Guide association, survival, diagnostic accuracy and health economic analysis in kkstatfun.","tags":["Health economics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kostadinoff/kkstatfun","website":"GitHub","packages":".claude/skills/kkstatfun-epi/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide association, survival, diagnostic accuracy and health economic analysis in kkstatfun."],"limitation":"Selected documentation review only; broad package testing claims were not independently verified.","url":"https://github.com/kostadinoff/kkstatfun","primarySourceURLs":["https://github.com/kostadinoff/kkstatfun/blob/64d97a989c1b0e8968130f95d8a92b0c59ff31ff/.claude/skills/kkstatfun-epi/SKILL.md"],"id":"RWE-2449","relevance":{"id":"RWE-2449","decision":"Core","rationale":"Guide association, survival, diagnostic accuracy and health economic analysis in kkstatfun. The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. Only explicitly described method components are Core, including survival rather than the broader molecular catalogue where applicable.","relevanceBasis":"Guide association, survival, diagnostic accuracy and health economic analysis in kkstatfun. Limits: Selected documentation review only; broad package testing claims were not independently verified.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kostadinoff/kkstatfun/blob/64d97a989c1b0e8968130f95d8a92b0c59ff31ff/.claude/skills/kkstatfun-epi/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"nlmixr2/nlmixr2lib — extract-literature-model","kind":"Skill","category":"RWE Data & Analytics","summary":"Extract and implement published PK/PD models with source-trace and NCA validation artifacts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nlmixr2/nlmixr2lib","website":"GitHub","packages":".claude/skills/extract-literature-model/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Extract and implement published PK/PD models with source-trace and NCA validation artifacts."],"limitation":"Requires separate packages and expert model checks; no model code executed.","url":"https://github.com/nlmixr2/nlmixr2lib","primarySourceURLs":["https://github.com/nlmixr2/nlmixr2lib/blob/659b0b11ce9a3ee112d1db86f10db411343716bf/.claude/skills/extract-literature-model/SKILL.md"],"id":"RWE-2450","relevance":{"id":"RWE-2450","decision":"Core","rationale":"Extract and implement published PK/PD models with source-trace and NCA validation artifacts. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Extract and implement published PK/PD models with source-trace and NCA validation artifacts. Limits: Requires separate packages and expert model checks; no model code executed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nlmixr2/nlmixr2lib/blob/659b0b11ce9a3ee112d1db86f10db411343716bf/.claude/skills/extract-literature-model/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"jhhornn/masters_skills — epi-study-design","kind":"Skill","category":"RWE Data & Analytics","summary":"Compare cohort, case-control and experimental designs and identify bias.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jhhornn/masters_skills","website":"GitHub","packages":"skills/epi-study-design/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Compare cohort, case-control and experimental designs and identify bias."],"limitation":"Instruction-level appraisal requires domain judgment.","url":"https://github.com/jhhornn/masters_skills","primarySourceURLs":["https://github.com/jhhornn/masters_skills/blob/81204f4626ae7fb637652fcead326dce64e0bccc/skills/epi-study-design/SKILL.md"],"id":"RWE-2452","relevance":{"id":"RWE-2452","decision":"Core","rationale":"Compare cohort, case-control and experimental designs and identify bias. The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. Only explicitly described method components are Core, including survival rather than the broader molecular catalogue where applicable.","relevanceBasis":"Compare cohort, case-control and experimental designs and identify bias. Limits: Instruction-level appraisal requires domain judgment.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jhhornn/masters_skills/blob/81204f4626ae7fb637652fcead326dce64e0bccc/skills/epi-study-design/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"shark0304/research-labmate — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Synthesize literature and produce traceable research planning artifacts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shark0304/research-labmate","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Synthesize literature and produce traceable research planning artifacts."],"limitation":"No autonomous retrieval or finding validity established by instructions alone.","url":"https://github.com/shark0304/research-labmate","primarySourceURLs":["https://github.com/shark0304/research-labmate/blob/ddb5c27864a585947fdfe3a2c3dd9a3f308a4d20/SKILL.md"],"id":"RWE-2453","relevance":{"id":"RWE-2453","decision":"Core","rationale":"Retain the documented evidence function: Synthesize literature and produce traceable research planning artifacts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Synthesize literature and produce traceable research planning artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shark0304/research-labmate","https://github.com/shark0304/research-labmate/blob/ddb5c27864a585947fdfe3a2c3dd9a3f308a4d20/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mattmuller0/science-newsletter — search-and-fetch","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Collect and filter biomedical papers for research newsletters.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mattmuller0/science-newsletter","website":"GitHub","packages":"skills/search-and-fetch/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Collect and filter biomedical papers for research newsletters."],"limitation":"Separate PubMed tools required; configured limits bound coverage.","url":"https://github.com/mattmuller0/science-newsletter","primarySourceURLs":["https://github.com/mattmuller0/science-newsletter/blob/8bc2fe8cdcb5a8c4bae30581842655384a7679dc/skills/search-and-fetch/SKILL.md"],"id":"RWE-2454","relevance":{"id":"RWE-2454","decision":"Core","rationale":"Retain the documented evidence function: Collect and filter biomedical papers for research newsletters. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Collect and filter biomedical papers for research newsletters.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mattmuller0/science-newsletter","https://github.com/mattmuller0/science-newsletter/blob/8bc2fe8cdcb5a8c4bae30581842655384a7679dc/skills/search-and-fetch/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"brunoamaral/gregory-ai — gregory-api-search","kind":"Skill","category":"Trials & Study Design","summary":"Search neuroscience and medical articles and trial registrations with identifiers.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"brunoamaral/gregory-ai","website":"GitHub","packages":"skills/gregory-api-search/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Search neuroscience and medical articles and trial registrations with identifiers."],"limitation":"Coverage is the GregoryAI corpus; counts and live access not verified.","url":"https://github.com/brunoamaral/gregory-ai","primarySourceURLs":["https://github.com/brunoamaral/gregory-ai/blob/14062d721159eb5f3db65cfca242a95d26d04b01/skills/gregory-api-search/SKILL.md"],"id":"RWE-2456","relevance":{"id":"RWE-2456","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Search neuroscience and medical articles and trial registrations with identifiers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/brunoamaral/gregory-ai/blob/14062d721159eb5f3db65cfca242a95d26d04b01/skills/gregory-api-search/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"dsatory/claude-skills — scientific-reading","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Extract and critique evidence from scholarly papers and preprints.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dsatory/claude-skills","website":"GitHub","packages":"scientific-reading/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Extract and critique evidence from scholarly papers and preprints."],"limitation":"Limited to documented reading component; patent interpretation is not legal validation.","url":"https://github.com/dsatory/claude-skills","primarySourceURLs":["https://github.com/dsatory/claude-skills/blob/56b26ccbf749afbc5ad7519add266611654cb39f/scientific-reading/SKILL.md"],"id":"RWE-2458","relevance":{"id":"RWE-2458","decision":"Core","rationale":"Retain the documented evidence function: Extract and critique evidence from scholarly papers and preprints. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Extract and critique evidence from scholarly papers and preprints.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dsatory/claude-skills","https://github.com/dsatory/claude-skills/blob/56b26ccbf749afbc5ad7519add266611654cb39f/scientific-reading/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"k7lim/skillmonger — scientific-paper-searcher","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search PubMed, arXiv, bioRxiv and bibliographic databases.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"k7lim/skillmonger","website":"GitHub","packages":"skills/scientific-paper-searcher/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search PubMed, arXiv, bioRxiv and bibliographic databases."],"limitation":"Search support only; not a systematic review or meta-analysis implementation.","url":"https://github.com/k7lim/skillmonger","primarySourceURLs":["https://github.com/k7lim/skillmonger/blob/791b4e25f2db0ae2ff7b948d655bd65f7cb4cb94/skills/scientific-paper-searcher/SKILL.md"],"id":"RWE-2459","relevance":{"id":"RWE-2459","decision":"Core","rationale":"Retain the documented evidence function: Search PubMed, arXiv, bioRxiv and bibliographic databases. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search PubMed, arXiv, bioRxiv and bibliographic databases.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/k7lim/skillmonger","https://github.com/k7lim/skillmonger/blob/791b4e25f2db0ae2ff7b948d655bd65f7cb4cb94/skills/scientific-paper-searcher/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"leeyuyun/agent_skills — literature-research-synthesis","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build citation-backed cross-source research synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"leeyuyun/agent_skills","website":"GitHub","packages":"literature-research-synthesis/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build citation-backed cross-source research synthesis."],"limitation":"Requires execution-level verification of sources and coverage.","url":"https://github.com/leeyuyun/agent_skills","primarySourceURLs":["https://github.com/leeyuyun/agent_skills/blob/fdb63941ee3d2504a35ed7f990deedc60068cee2/literature-research-synthesis/SKILL.md"],"id":"RWE-2460","relevance":{"id":"RWE-2460","decision":"Core","rationale":"Retain the documented evidence function: Build citation-backed cross-source research synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build citation-backed cross-source research synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/leeyuyun/agent_skills","https://github.com/leeyuyun/agent_skills/blob/fdb63941ee3d2504a35ed7f990deedc60068cee2/literature-research-synthesis/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wp-a/nature-academic-search — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search papers and trial registries, resolve identifiers and export citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wp-a/nature-academic-search","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search papers and trial registries, resolve identifiers and export citations."],"limitation":"Adapters and citation graphs are not evidence of coverage or study quality.","url":"https://github.com/wp-a/nature-academic-search","primarySourceURLs":["https://github.com/wp-a/nature-academic-search/blob/087035177b74439fd9c7dbb11efcb6e6bf0eeb86/SKILL.md"],"id":"RWE-2461","relevance":{"id":"RWE-2461","decision":"Core","rationale":"Retain the documented evidence function: Search papers and trial registries, resolve identifiers and export citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search papers and trial registries, resolve identifiers and export citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wp-a/nature-academic-search","https://github.com/wp-a/nature-academic-search/blob/087035177b74439fd9c7dbb11efcb6e6bf0eeb86/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"emerose/skills — bibliographer","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Manage research PDFs, discover papers and inspect citation graphs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"emerose/skills","website":"GitHub","packages":"skills/bibliographer/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Manage research PDFs, discover papers and inspect citation graphs."],"limitation":"External APIs and embeddings required; library integrity routines not executed.","url":"https://github.com/emerose/skills","primarySourceURLs":["https://github.com/emerose/skills/blob/076a2b593525681d77842bd0eeabdbfd2a78e54b/skills/bibliographer/SKILL.md"],"id":"RWE-2462","relevance":{"id":"RWE-2462","decision":"Core","rationale":"Retain the documented evidence function: Manage research PDFs, discover papers and inspect citation graphs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Manage research PDFs, discover papers and inspect citation graphs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/emerose/skills","https://github.com/emerose/skills/blob/076a2b593525681d77842bd0eeabdbfd2a78e54b/skills/bibliographer/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"starandhonor/medsearch_skill — medlit-cli","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Run and track PubMed literature collection and deterministic evidence reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"starandhonor/medsearch_skill","website":"GitHub","packages":"plugins/medlit-cli/skills/medlit-cli/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Run and track PubMed literature collection and deterministic evidence reports."],"limitation":"Explicitly does not extract PDF text or validate medical correctness.","url":"https://github.com/starandhonor/medsearch_skill","primarySourceURLs":["https://github.com/starAndHonor/medsearch_skill/blob/a500513a0ad9d2bf4924a0926b9cc71050dbd13d/plugins/medlit-cli/skills/medlit-cli/SKILL.md"],"id":"RWE-2463","relevance":{"id":"RWE-2463","decision":"Core","rationale":"Retain the documented evidence function: Run and track PubMed literature collection and deterministic evidence reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Run and track PubMed literature collection and deterministic evidence reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/starandhonor/medsearch_skill","https://github.com/starAndHonor/medsearch_skill/blob/a500513a0ad9d2bf4924a0926b9cc71050dbd13d/plugins/medlit-cli/skills/medlit-cli/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yu-yang-li/starwhisper — giiisp-paper-search-apis","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve and audit scholarly paper metadata through source APIs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yu-yang-li/starwhisper","website":"GitHub","packages":"skills/giiisp-paper-search-apis/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve and audit scholarly paper metadata through source APIs."],"limitation":"Scholarly retrieval scope only; no health-specific capability and token-dependent ADS access.","url":"https://github.com/yu-yang-li/starwhisper","primarySourceURLs":["https://github.com/Yu-Yang-Li/StarWhisper/blob/3466edf3a68a4362b03ebd007ba3e550ac9c9578/skills/giiisp-paper-search-apis/SKILL.md"],"id":"RWE-2464","relevance":{"id":"RWE-2464","decision":"Core","rationale":"Retain the documented evidence function: Retrieve and audit scholarly paper metadata through source APIs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve and audit scholarly paper metadata through source APIs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yu-yang-li/starwhisper","https://github.com/Yu-Yang-Li/StarWhisper/blob/3466edf3a68a4362b03ebd007ba3e550ac9c9578/skills/giiisp-paper-search-apis/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dineshpotla/evidence-grounded-drug-safety-decision-support-assistant — custom-retrieval","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve citation-preserving evidence chunks for drug safety questions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dineshpotla/evidence-grounded-drug-safety-decision-support-assistant","website":"GitHub","packages":"skills/custom-retrieval/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve citation-preserving evidence chunks for drug safety questions."],"limitation":"Documentation-level workflow; pharmacovigilance signals are not causal proof or clinical recommendations.","url":"https://github.com/dineshpotla/evidence-grounded-drug-safety-decision-support-assistant","primarySourceURLs":["https://github.com/dineshpotla/evidence-grounded-drug-safety-decision-support-assistant/blob/2a66901035b296892b54870b7cdf88d5087c9b66/skills/custom-retrieval/SKILL.md"],"id":"RWE-2465","relevance":{"id":"RWE-2465","decision":"Core","rationale":"Retain the documented evidence function: Retrieve citation-preserving evidence chunks for drug safety questions. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve citation-preserving evidence chunks for drug safety questions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dineshpotla/evidence-grounded-drug-safety-decision-support-assistant","https://github.com/dineshpotla/evidence-grounded-drug-safety-decision-support-assistant/blob/2a66901035b296892b54870b7cdf88d5087c9b66/skills/custom-retrieval/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"shizaishiwo323/researching-academic-literature — root skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Find and organize verified academic sources for research writing.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shizaishiwo323/researching-academic-literature","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Find and organize verified academic sources for research writing."],"limitation":"Instruction-level process; individual citations require execution checks.","url":"https://github.com/shizaishiwo323/researching-academic-literature","primarySourceURLs":["https://github.com/shizaishiwo323/researching-academic-literature/blob/da1c2bc248030136a18c4d64bace60d2747c0a03/SKILL.md"],"id":"RWE-2467","relevance":{"id":"RWE-2467","decision":"Core","rationale":"Find and organize verified academic sources for research writing. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Find and organize verified academic sources for research writing. Limits: Instruction-level process; individual citations require execution checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shizaishiwo323/researching-academic-literature/blob/da1c2bc248030136a18c4d64bace60d2747c0a03/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"kantundpeterpan/agent-workspace — literature-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build annotated bibliographies and research gap analyses.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kantundpeterpan/agent-workspace","website":"GitHub","packages":"agent_workspace/core/skills/literature-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build annotated bibliographies and research gap analyses."],"limitation":"Separate retrieval tools required; configured Context7 alone is not scholarly coverage.","url":"https://github.com/kantundpeterpan/agent-workspace","primarySourceURLs":["https://github.com/kantundpeterpan/agent-workspace/blob/35093a978acfab6d8ef4f690b1960364a73e2783/agent_workspace/core/skills/literature-search/SKILL.md"],"id":"RWE-2468","relevance":{"id":"RWE-2468","decision":"Core","rationale":"Retain the documented evidence function: Build annotated bibliographies and research gap analyses. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build annotated bibliographies and research gap analyses.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kantundpeterpan/agent-workspace","https://github.com/kantundpeterpan/agent-workspace/blob/35093a978acfab6d8ef4f690b1960364a73e2783/agent_workspace/core/skills/literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"romeo111/openonco — skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Gather and organize cancer treatment literature and trial evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"romeo111/openonco","website":"GitHub","packages":"legacy/skill/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Gather and organize cancer treatment literature and trial evidence."],"limitation":"Only evidence research qualifies; maximum life extension and personalized treatment optimization are not validated. Other discovered, held or excluded components are outside this approval. Excluded from approval — github:romeo111/openonco: Oncology system generates tumor-board care plans with non-device positioning claims; source/applicability safeguards need resolution.","url":"https://github.com/romeo111/openonco","primarySourceURLs":["https://github.com/romeo111/OpenOnco/blob/6c1249505e6615977435fcd926ae1e8244838200/legacy/skill/SKILL.md"],"id":"RWE-2469","relevance":{"id":"RWE-2469","decision":"Core","rationale":"Retain the documented evidence function: Gather and organize cancer treatment literature and trial evidence. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Gather and organize cancer treatment literature and trial evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/romeo111/openonco","https://github.com/romeo111/OpenOnco/blob/6c1249505e6615977435fcd926ae1e8244838200/legacy/skill/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wu-yc/labclaw — tooluniverse-clinical-guidelines","kind":"Skill","category":"Biomedical & Bioinformatics","summary":"Find and synthesize clinical practice guidelines and pharmacogenomic guidance.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wu-yc/labclaw","website":"GitHub","packages":"skills/med/tooluniverse-clinical-guidelines/SKILL.md","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Find and synthesize clinical practice guidelines and pharmacogenomic guidance."],"limitation":"Separate ToolUniverse tools and source access required; no clinical recommendations validated.","url":"https://github.com/wu-yc/labclaw","primarySourceURLs":["https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/blob/b1f9b6e3306f8d870e23b2023057bf730090036f/skills/tooluniverse-clinical-guidelines/SKILL.md","https://github.com/wu-yc/LabClaw/blob/df378022e8b0764e5ee07df3e3a03e2fa7c7dd65/skills/med/tooluniverse-clinical-guidelines/SKILL.md","https://github.com/Zaoqu-Liu/ScienceClaw/blob/bd262ce56216f7cbc1d028f4246f90135c073d9f/skills/tooluniverse-clinical-guidelines/SKILL.md","https://github.com/vitaclaw/vitaclaw/blob/5811c7318b0ca13150a51710292a96c280b312c6/skills/tooluniverse-clinical-guidelines/SKILL.md","https://github.com/lilinji/GeneTind-Life-Skills/blob/908229c955510a1841b216e8bf58f6b22818d4dc/skills/tooluniverse-clinical-guidelines/SKILL.md"],"id":"RWE-2472","relevance":{"id":"RWE-2472","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Find and synthesize clinical practice guidelines and pharmacogenomic guidance.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/blob/b1f9b6e3306f8d870e23b2023057bf730090036f/skills/tooluniverse-clinical-guidelines/SKILL.md","https://github.com/wu-yc/LabClaw/blob/df378022e8b0764e5ee07df3e3a03e2fa7c7dd65/skills/med/tooluniverse-clinical-guidelines/SKILL.md","https://github.com/Zaoqu-Liu/ScienceClaw/blob/bd262ce56216f7cbc1d028f4246f90135c073d9f/skills/tooluniverse-clinical-guidelines/SKILL.md","https://github.com/vitaclaw/vitaclaw/blob/5811c7318b0ca13150a51710292a96c280b312c6/skills/tooluniverse-clinical-guidelines/SKILL.md","https://github.com/lilinji/GeneTind-Life-Skills/blob/908229c955510a1841b216e8bf58f6b22818d4dc/skills/tooluniverse-clinical-guidelines/SKILL.md"],"reviewGroup":"health-product-and-safety-data"}},{"name":"awell-health/awell-score — awell-score-authoring","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Implement and review PROM and clinical score calculations with source-based fixtures.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"awell-health/awell-score","website":"GitHub","packages":".claude/skills/awell-score-authoring/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Implement and review PROM and clinical score calculations with source-based fixtures."],"limitation":"Authoring support requires instrument permissions and independent clinical verification.","url":"https://github.com/awell-health/awell-score","primarySourceURLs":["https://github.com/awell-health/awell-score/blob/c37843e505763f1767d22d0250ee1920eccddb21/.claude/skills/awell-score-authoring/SKILL.md"],"id":"RWE-2473","relevance":{"id":"RWE-2473","decision":"Core","rationale":"Retain the documented evidence function: Implement and review PROM and clinical score calculations with source-based fixtures. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Implement and review PROM and clinical score calculations with source-based fixtures.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/awell-health/awell-score","https://github.com/awell-health/awell-score/blob/c37843e505763f1767d22d0250ee1920eccddb21/.claude/skills/awell-score-authoring/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pymc-labs/python-analytics-skills — pymc-modeling","kind":"Skill","category":"RWE Data & Analytics","summary":"Guide PyMC probabilistic models, MCMC and predictive checks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pymc-labs/python-analytics-skills","website":"GitHub","packages":"skills/pymc-modeling/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide PyMC probabilistic models, MCMC and predictive checks."],"limitation":"Examples and version-specific interfaces were not executed or fully audited.","url":"https://github.com/pymc-labs/python-analytics-skills","primarySourceURLs":["https://github.com/pymc-labs/python-analytics-skills/blob/a69c19530dfa2e3d89b4aba154b5abac0abe755e/skills/pymc-modeling/SKILL.md"],"id":"RWE-2474","relevance":{"id":"RWE-2474","decision":"Core","rationale":"Guide PyMC probabilistic models, MCMC and predictive checks. The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. Only explicitly described method components are Core, including survival rather than the broader molecular catalogue where applicable.","relevanceBasis":"Guide PyMC probabilistic models, MCMC and predictive checks. Limits: Examples and version-specific interfaces were not executed or fully audited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pymc-labs/python-analytics-skills/blob/a69c19530dfa2e3d89b4aba154b5abac0abe755e/skills/pymc-modeling/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"om-scogo/skillsh-scraper — academic-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Plan literature discovery and analyze supplied academic findings.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"om-scogo/skillsh-scraper","website":"GitHub","packages":"data/skills/claude-office-skills-skills/academic-search/Skill.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan literature discovery and analyze supplied academic findings."],"limitation":"Explicitly cannot execute database searches or verify current citation counts. Other discovered, held or excluded components are outside this approval. Excluded from approval — deep-research: Scraped ARS research workflow has concrete stages but unresolved primary publisher attribution in this copy.","url":"https://github.com/om-scogo/skillsh-scraper","primarySourceURLs":["https://github.com/om-scogo/skillsh-scraper/blob/8859218955d9504cd18b59e7892100718039d3b4/data/skills/claude-office-skills-skills/academic-search/Skill.md"],"id":"RWE-2475","relevance":{"id":"RWE-2475","decision":"Core","rationale":"Retain the documented evidence function: Plan literature discovery and analyze supplied academic findings. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Plan literature discovery and analyze supplied academic findings.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/om-scogo/skillsh-scraper","https://github.com/om-scogo/skillsh-scraper/blob/8859218955d9504cd18b59e7892100718039d3b4/data/skills/claude-office-skills-skills/academic-search/Skill.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dr-dumpling/paper-search-cli — paper-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search bibliographic sources, obtain papers and inspect method snippets.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dr-dumpling/paper-search-cli","website":"GitHub","packages":"skills/paper-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search bibliographic sources, obtain papers and inspect method snippets."],"limitation":"CLI dependencies, source access and optional metadata services not tested.","url":"https://github.com/dr-dumpling/paper-search-cli","primarySourceURLs":["https://github.com/dr-dumpling/paper-search-cli/blob/d2026493d0ddb58639d9d13edbab5a13768869a5/skills/paper-search/SKILL.md"],"id":"RWE-2476","relevance":{"id":"RWE-2476","decision":"Core","rationale":"Retain the documented evidence function: Search bibliographic sources, obtain papers and inspect method snippets. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search bibliographic sources, obtain papers and inspect method snippets.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dr-dumpling/paper-search-cli","https://github.com/dr-dumpling/paper-search-cli/blob/d2026493d0ddb58639d9d13edbab5a13768869a5/skills/paper-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"chenshizhe/paper-reader — paper-discovery","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build traceable paper manifests for literature reviews.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chenshizhe/paper-reader","website":"GitHub","packages":"paper-discovery/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build traceable paper manifests for literature reviews."],"limitation":"Discovery does not itself establish full-text review or complete database coverage.","url":"https://github.com/chenshizhe/paper-reader","primarySourceURLs":["https://github.com/ChenShizhe/paper-reader/blob/6fa4cff4535aa7cd672063bdd274879697e64894/paper-discovery/SKILL.md"],"id":"RWE-2477","relevance":{"id":"RWE-2477","decision":"Core","rationale":"Retain the documented evidence function: Build traceable paper manifests for literature reviews. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build traceable paper manifests for literature reviews.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chenshizhe/paper-reader","https://github.com/ChenShizhe/paper-reader/blob/6fa4cff4535aa7cd672063bdd274879697e64894/paper-discovery/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"vitaclaw/vitaclaw — pubmed-abstract-reader","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve article abstracts and bibliographic details.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vitaclaw/vitaclaw","website":"GitHub","packages":"skills/pubmed-abstract-reader/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve article abstracts and bibliographic details."],"limitation":"Script and live NCBI calls were not executed. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/vitaclaw/vitaclaw","primarySourceURLs":["https://github.com/vitaclaw/vitaclaw/blob/5811c7318b0ca13150a51710292a96c280b312c6/skills/pubmed-abstract-reader/SKILL.md"],"id":"RWE-2478","relevance":{"id":"RWE-2478","decision":"Core","rationale":"Retain the documented evidence function: Retrieve article abstracts and bibliographic details. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve article abstracts and bibliographic details.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vitaclaw/vitaclaw","https://github.com/vitaclaw/vitaclaw/blob/5811c7318b0ca13150a51710292a96c280b312c6/skills/pubmed-abstract-reader/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rudwpahs/shooting-profile-coach-ios — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Plan scholarly reviews, citation snowballing and evidence tables.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rudwpahs/shooting-profile-coach-ios","website":"GitHub","packages":".agents/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan scholarly reviews, citation snowballing and evidence tables."],"limitation":"Adapted component; metadata attribution is retained and no full method validation performed.","url":"https://github.com/rudwpahs/shooting-profile-coach-ios","primarySourceURLs":["https://github.com/Rudwpahs/shooting-profile-coach-ios/blob/075efaa860c6d0aadb403b697abdec2f5a94c5b6/.agents/skills/literature-review/SKILL.md"],"id":"RWE-2479","relevance":{"id":"RWE-2479","decision":"Core","rationale":"Retain the documented evidence function: Plan scholarly reviews, citation snowballing and evidence tables. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Plan scholarly reviews, citation snowballing and evidence tables.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rudwpahs/shooting-profile-coach-ios","https://github.com/Rudwpahs/shooting-profile-coach-ios/blob/075efaa860c6d0aadb403b697abdec2f5a94c5b6/.agents/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"piripocchio8/scientific-writing-superpowers — verify-claims","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Audit citation-bearing claims and emit supported, contested or unverified reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"piripocchio8/scientific-writing-superpowers","website":"GitHub","packages":"skills/verify-claims/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Audit citation-bearing claims and emit supported, contested or unverified reports."],"limitation":"Separate verifier agent required; deferred RAG capability is not included.","url":"https://github.com/piripocchio8/scientific-writing-superpowers","primarySourceURLs":["https://github.com/piripocchio8/scientific-writing-superpowers/blob/87b3618894d6a1b15f2e2392d3576f5b652a10de/skills/verify-claims/SKILL.md"],"id":"RWE-2481","relevance":{"id":"RWE-2481","decision":"Core","rationale":"Retain the documented evidence function: Audit citation-bearing claims and emit supported, contested or unverified reports. 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The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. Only explicitly described method components are Core, including survival rather than the broader molecular catalogue where applicable.","relevanceBasis":"Plan exposure and health outcome studies and identify key design limitations. Limits: Design reference only, not an executed DLNM analysis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ntluong95/agent-skills-dlnm/blob/5d7582b29a2e4d6938d95be09fda61cbd1333c94/skills/epidemiology/study-design/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"tuirk/slr-engine — slr-engine","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Run staged systematic literature review through the repository engine.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tuirk/slr-engine","website":"GitHub","packages":"skills/slr-engine/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Run staged systematic literature review through the repository engine."],"limitation":"Separate engine and human checkpoints required; no coverage or accuracy validation.","url":"https://github.com/tuirk/slr-engine","primarySourceURLs":["https://github.com/tuirk/SLR-Engine/blob/42ce6cdad9a8171360740cbdb0a3a6b79b4d1456/skills/slr-engine/SKILL.md"],"id":"RWE-2484","relevance":{"id":"RWE-2484","decision":"Core","rationale":"Retain the documented evidence function: Run staged systematic literature review through the repository engine. 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Clinical data access, normalization, observational health SQL, cohort definitions or explicit population-health indicators support health evidence workflows; no validation or all-component approval follows.","relevanceBasis":"Access structured clinical observations for downstream data work. Limits: Only the data retrieval subset qualifies; general IT and compliance claims are outside this assessment.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/data/healthcare/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/security/healthcare/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/security/healthcare-personamanagmentlaye-pcl/SKILL.md","https://github.com/majiayu000/claude-skill-registry/blob/92be7c28f9fc1561fcc171cd04510496b89d4d63/skills/domains/healthcare-personamanagmentlaye-pcl-2/SKILL.md","https://github.com/aibot88/sec_skill_store/blob/608120788167d56f99e31449e411e603ed250dc6/skills/claudskills/healthcare/SKILL.md"],"reviewGroup":"clinical-research-data"}},{"name":"angri450/nong.toolkit.net — literature","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search scholarly metadata and manage cached bibliography records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"angri450/nong.toolkit.net","website":"GitHub","packages":"literature/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search scholarly metadata and manage cached bibliography records."],"limitation":"Agricultural context but reusable scholarly retrieval; no live commands verified.","url":"https://github.com/angri450/nong.toolkit.net","primarySourceURLs":["https://github.com/angri450/Nong.Toolkit.Net/blob/4573074de945af7a97c8930ac3564cea5acbc862/literature/SKILL.md"],"id":"RWE-2490","relevance":{"id":"RWE-2490","decision":"Core","rationale":"Retain the documented evidence function: Search scholarly metadata and manage cached bibliography records. 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Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Create structured scholarly reviews with explicit preliminary-survey labeling.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mathews-tom/armory","https://github.com/Mathews-Tom/armory/blob/c0074b2427757716b418e16f130b0804caa280c7/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yar177/medical-chart-review-skill — claims-ml","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Claims-based ML feature and leakage audit guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yar177/medical-chart-review-skill","website":"GitHub","packages":"claims-ml/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Claims-based ML feature and leakage audit guidance","Temporal split and subgroup-calibration review checklist","Claims-ML model-card and predeployment report templates"],"limitation":"Instructional review aid using pseudocode, not a trained model, validated audit engine, actuarial certification or clinical decision system.","url":"https://github.com/yar177/medical-chart-review-skill","primarySourceURLs":["https://github.com/Yar177/medical-chart-review-skill/blob/fc15ff44b45eded39a7c400996eae00ad5883600/claims-ml/SKILL.md"],"id":"RWE-2497","relevance":{"id":"RWE-2497","decision":"Core","rationale":"Retain the documented evidence function: Claims-based ML feature and leakage audit guidance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Claims-based ML feature and leakage audit guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yar177/medical-chart-review-skill","https://github.com/Yar177/medical-chart-review-skill/blob/fc15ff44b45eded39a7c400996eae00ad5883600/claims-ml/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ntizar/mastermind — prisma-systematic-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Coordinate auditable literature reviews with DOI normalization.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ntizar/mastermind","website":"GitHub","packages":"agent/skills/research/prisma-systematic-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Coordinate auditable literature reviews with DOI normalization."],"limitation":"Claimed compliance and publication readiness are not independently certified.","url":"https://github.com/ntizar/mastermind","primarySourceURLs":["https://github.com/Ntizar/MasterMind/blob/b3467c362eec0613b891340bc2d74c93a3ecf1aa/agent/skills/research/prisma-systematic-review/SKILL.md"],"id":"RWE-2498","relevance":{"id":"RWE-2498","decision":"Core","rationale":"Retain the documented evidence function: Coordinate auditable literature reviews with DOI normalization. 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The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. Only explicitly described method components are Core, including survival rather than the broader molecular catalogue where applicable.","relevanceBasis":"Inspect local research data and produce documented statistical summaries. Limits: Generic analysis support; causal inference and Bayesian modeling are explicitly excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Austin-Patrician/Wordless/blob/b75edc93941b290a52a955f3f40a6bdc07120054/apps/desktop/resources/skills/data-analysis/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"haooooyd/claude-flow-extras — academic-researcher","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search scholarly sources and retrieve bibliographic records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"haooooyd/claude-flow-extras","website":"GitHub","packages":"skills/data/academic-researcher/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search scholarly sources and retrieve bibliographic records."],"limitation":"Separate MCP package and authorized source access required; coverage claims unverified.","url":"https://github.com/haooooyd/claude-flow-extras","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/academic-researcher/SKILL.md"],"id":"RWE-2512","relevance":{"id":"RWE-2512","decision":"Core","rationale":"Retain the documented evidence function: Search scholarly sources and retrieve bibliographic records. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search scholarly sources and retrieve bibliographic records.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/haooooyd/claude-flow-extras","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/academic-researcher/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"microsoft/huabu — paper-scout","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Discover related work and compare a research idea against paper candidates.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"microsoft/huabu","website":"GitHub","packages":"agent-teams/paper-scout/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Discover related work and compare a research idea against paper candidates."],"limitation":"Thin wrapper depends on canonical prompt and helper; not an exhaustive systematic review.","url":"https://github.com/microsoft/huabu","primarySourceURLs":["https://github.com/microsoft/Huabu/blob/d83dfde30491283a9b0be04da76838ab4d04e875/agent-teams/paper-scout/SKILL.md"],"id":"RWE-2514","relevance":{"id":"RWE-2514","decision":"Core","rationale":"Retain the documented evidence function: Discover related work and compare a research idea against paper candidates. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Discover related work and compare a research idea against paper candidates.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/microsoft/huabu","https://github.com/microsoft/Huabu/blob/d83dfde30491283a9b0be04da76838ab4d04e875/agent-teams/paper-scout/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"junma98/computer-science-claude-skills — citation-management","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Verify scholarly references and deduplicate bibliographies.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"junma98/computer-science-claude-skills","website":"GitHub","packages":"skills/citation-management/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Verify scholarly references and deduplicate bibliographies."],"limitation":"Instruction support; live metadata correctness not tested.","url":"https://github.com/junma98/computer-science-claude-skills","primarySourceURLs":["https://github.com/JunMA98/Computer-science-claude-skills/blob/0a00ae77b7e5fb8bdba119b95f0ab71bb5613632/skills/citation-management/SKILL.md"],"id":"RWE-2515","relevance":{"id":"RWE-2515","decision":"Core","rationale":"Retain the documented evidence function: Verify scholarly references and deduplicate bibliographies. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Verify scholarly references and deduplicate bibliographies.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/junma98/computer-science-claude-skills","https://github.com/JunMA98/Computer-science-claude-skills/blob/0a00ae77b7e5fb8bdba119b95f0ab71bb5613632/skills/citation-management/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tinyhumansai/opencompany — trial-protocol","kind":"Skill","category":"Trials & Study Design","summary":"Draft a structured clinical study protocol outline.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tinyhumansai/opencompany","website":"GitHub","packages":"companies/agentic_pharma_startup/skills/trial-protocol/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Draft a structured clinical study protocol outline."],"limitation":"Short planning template; no statistical design or clinical safety validation.","url":"https://github.com/tinyhumansai/opencompany","primarySourceURLs":["https://github.com/tinyhumansai/opencompany/blob/bab3a17d188a964c80c251b8233a9ce44757b9fa/companies/agentic_pharma_startup/skills/trial-protocol/SKILL.md"],"id":"RWE-2516","relevance":{"id":"RWE-2516","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Draft a structured clinical study protocol outline.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tinyhumansai/opencompany/blob/bab3a17d188a964c80c251b8233a9ce44757b9fa/companies/agentic_pharma_startup/skills/trial-protocol/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"kristjansolvi/team-13 — corti-agentic-assistant","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Connect biomedical literature and trial retrieval experts into an agent interface.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kristjansolvi/team-13","website":"GitHub","packages":".agents/skills/corti-agentic-assistant/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Connect biomedical literature and trial retrieval experts into an agent interface."],"limitation":"Only evidence retrieval integration qualifies; UI build and clinical answer validity are outside review.","url":"https://github.com/kristjansolvi/team-13","primarySourceURLs":["https://github.com/KristjanSolvi/Team-13/blob/dd9ba30d4956f47108dcf64ca33d2ff42f27beed/.agents/skills/corti-agentic-assistant/SKILL.md"],"id":"RWE-2517","relevance":{"id":"RWE-2517","decision":"Core","rationale":"Retain the documented evidence function: Connect biomedical literature and trial retrieval experts into an agent interface. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Connect biomedical literature and trial retrieval experts into an agent interface.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kristjansolvi/team-13","https://github.com/KristjanSolvi/Team-13/blob/dd9ba30d4956f47108dcf64ca33d2ff42f27beed/.agents/skills/corti-agentic-assistant/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"marielynneblock/arcanum-artifex — arxiv-database","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Find and retrieve scholarly preprints by author, identifier or category.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"marielynneblock/arcanum-artifex","website":"GitHub","packages":"skills/scientific/arxiv-database/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Find and retrieve scholarly preprints by author, identifier or category."],"limitation":"Preprints are not necessarily peer reviewed; live tool behavior untested.","url":"https://github.com/marielynneblock/arcanum-artifex","primarySourceURLs":["https://github.com/MarieLynneBlock/arcanum-artifex/blob/89a6328cdd5dbf7b8b3c7fe320dbd5b255961ce3/skills/scientific/arxiv-database/SKILL.md"],"id":"RWE-2518","relevance":{"id":"RWE-2518","decision":"Core","rationale":"Retain the documented evidence function: Find and retrieve scholarly preprints by author, identifier or category. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Find and retrieve scholarly preprints by author, identifier or category.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/marielynneblock/arcanum-artifex","https://github.com/MarieLynneBlock/arcanum-artifex/blob/89a6328cdd5dbf7b8b3c7fe320dbd5b255961ce3/skills/scientific/arxiv-database/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rockandrolla13/creditmacro — backdoor-identifiability-gate","kind":"Skill","category":"Causal Inference & Analytics","summary":"Assess whether proposed causal effects satisfy a documented identification gate.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rockandrolla13/creditmacro","website":"GitHub","packages":".claude/skills/backdoor-identifiability-gate/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Assess whether proposed causal effects satisfy a documented identification gate."],"limitation":"Financial application context; identification reasoning only, not effect estimation or validated causal claims.","url":"https://github.com/rockandrolla13/creditmacro","primarySourceURLs":["https://github.com/rockandrolla13/creditmacro/blob/9d67d02d99bf8e6f2cd457d88cb3be035cb320a6/.claude/skills/backdoor-identifiability-gate/SKILL.md"],"id":"RWE-2519","relevance":{"id":"RWE-2519","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Assess whether proposed causal effects satisfy a documented identification gate.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rockandrolla13/creditmacro/blob/9d67d02d99bf8e6f2cd457d88cb3be035cb320a6/.claude/skills/backdoor-identifiability-gate/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"xy-pubmed-pdf-downloader — xy-pubmed-pdf-downloader","kind":"Skill","category":"RWE Data & Analytics","summary":"Open-access PMC/Europe PMC PDF retrieval command reference","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"GitHub","packages":"public/skills/xuyuan0805/xy-pubmed-pdf-downloader/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Open-access PMC/Europe PMC PDF retrieval command reference"],"limitation":"Documentation-level review only; referenced scripts and external APIs not runtime-tested. API response includes version 1.0.0. No license claim; citation completeness, terminology suitability and retrieval coverage are not validated.","url":"https://github.com/Demerzels-lab/elsamultiskillagent/blob/f45fcb5e73f2335658ba629bf17887f5895c7ccf/public/skills/xuyuan0805/xy-pubmed-pdf-downloader/SKILL.md","primarySourceURLs":["https://github.com/Demerzels-lab/elsamultiskillagent/blob/f45fcb5e73f2335658ba629bf17887f5895c7ccf/public/skills/xuyuan0805/xy-pubmed-pdf-downloader/SKILL.md"],"id":"RWE-2521","relevance":{"id":"RWE-2521","decision":"Core","rationale":"Open-access PMC/Europe PMC PDF retrieval command reference. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Open-access PMC/Europe PMC PDF retrieval command reference Limits: Documentation-level review only; referenced scripts and external APIs not runtime-tested. API response includes version 1.0.0. No license claim; citation completeness, terminology suitability and retrieval coverage are not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Demerzels-lab/elsamultiskillagent/blob/f45fcb5e73f2335658ba629bf17887f5895c7ccf/public/skills/xuyuan0805/xy-pubmed-pdf-downloader/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"linliu0210/academic-deep-research-skill — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Investigate scholarly landscapes and report source-supported research gaps.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"linliu0210/academic-deep-research-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Investigate scholarly landscapes and report source-supported research gaps."],"limitation":"Evidence-chain framing is not validation of completeness or feasibility.","url":"https://github.com/linliu0210/academic-deep-research-skill","primarySourceURLs":["https://github.com/linliu0210/academic-deep-research-skill/blob/c1b7f4fcd81d071d1a6648d2cba138bf545fa7a5/SKILL.md"],"id":"RWE-2522","relevance":{"id":"RWE-2522","decision":"Core","rationale":"Retain the documented evidence function: Investigate scholarly landscapes and report source-supported research gaps. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Investigate scholarly landscapes and report source-supported research gaps.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/linliu0210/academic-deep-research-skill","https://github.com/linliu0210/academic-deep-research-skill/blob/c1b7f4fcd81d071d1a6648d2cba138bf545fa7a5/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"edeerflavio/skill-leteratura — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Synthesize biomedical literature and guidelines into evidence summaries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"edeerflavio/skill-leteratura","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Synthesize biomedical literature and guidelines into evidence summaries."],"limitation":"Requires source access and clinician review; private library content is not assumed available.","url":"https://github.com/edeerflavio/skill-leteratura","primarySourceURLs":["https://github.com/edeerflavio/Skill-leteratura/blob/3fa0368fbf89bcfd29c74171f61a4653958fabdd/SKILL.md"],"id":"RWE-2524","relevance":{"id":"RWE-2524","decision":"Core","rationale":"Retain the documented evidence function: Synthesize biomedical literature and guidelines into evidence summaries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Synthesize biomedical literature and guidelines into evidence summaries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/edeerflavio/skill-leteratura","https://github.com/edeerflavio/Skill-leteratura/blob/3fa0368fbf89bcfd29c74171f61a4653958fabdd/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"prismer-ai/prismer — paper-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Find papers and retrieve readable scholarly content.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"prismer-ai/prismer","website":"GitHub","packages":"docker/templates/academic-researcher/skills/paper-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Find papers and retrieve readable scholarly content."],"limitation":"Separate built-in search and conversion tools required; coverage unverified.","url":"https://github.com/prismer-ai/prismer","primarySourceURLs":["https://github.com/Prismer-AI/Prismer/blob/2dbe71feebeb53e2a54c708cac676835e08c2f24/docker/templates/academic-researcher/skills/paper-search/SKILL.md"],"id":"RWE-2525","relevance":{"id":"RWE-2525","decision":"Core","rationale":"Retain the documented evidence function: Find papers and retrieve readable scholarly content. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Find papers and retrieve readable scholarly content.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/prismer-ai/prismer","https://github.com/Prismer-AI/Prismer/blob/2dbe71feebeb53e2a54c708cac676835e08c2f24/docker/templates/academic-researcher/skills/paper-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"adbertram/cli-tools — mychart-cli","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Retrieve patient FHIR resources and clinical summaries.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"adbertram/cli-tools","website":"GitHub","packages":"_repo/skills/mychart-cli/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Retrieve patient FHIR resources and clinical summaries."],"limitation":"Authorized patient access required; no research inference or clinical validation included.","url":"https://github.com/adbertram/cli-tools","primarySourceURLs":["https://github.com/adbertram/cli-tools/blob/0e7f22a7e4481c67b3d9bf8a69105bbcd2d56c95/_repo/skills/mychart-cli/SKILL.md"],"id":"RWE-2526","relevance":{"id":"RWE-2526","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Retrieve patient FHIR resources and clinical summaries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/adbertram/cli-tools/blob/0e7f22a7e4481c67b3d9bf8a69105bbcd2d56c95/_repo/skills/mychart-cli/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"gopivikranth28/dataclaw-agent — causal_inference","kind":"Skill","category":"RWE Data & Analytics","summary":"Plan and assess observational treatment or policy effect analyses.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gopivikranth28/dataclaw-agent","website":"GitHub","packages":"openclaw-plugins/dataclaw/skills/causal_inference/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Plan and assess observational treatment or policy effect analyses."],"limitation":"Instructions do not independently establish assumptions or causal validity.","url":"https://github.com/gopivikranth28/dataclaw-agent","primarySourceURLs":["https://github.com/gopivikranth28/DATACLAW-AGENT/blob/e9bda7143caca2937adb21e0e1b4d0146c5a9c72/openclaw-plugins/dataclaw/skills/causal_inference/SKILL.md"],"id":"RWE-2527","relevance":{"id":"RWE-2527","decision":"Core","rationale":"Plan and assess observational treatment or policy effect analyses. The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. Only explicitly described method components are Core, including survival rather than the broader molecular catalogue where applicable.","relevanceBasis":"Plan and assess observational treatment or policy effect analyses. Limits: Instructions do not independently establish assumptions or causal validity.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gopivikranth28/DATACLAW-AGENT/blob/e9bda7143caca2937adb21e0e1b4d0146c5a9c72/openclaw-plugins/dataclaw/skills/causal_inference/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"yangchuansheng/browser-harness-rust — pubmed","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search biomedical citations and obtain structured article metadata.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yangchuansheng/browser-harness-rust","website":"GitHub","packages":"domains/pubmed/skill.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search biomedical citations and obtain structured article metadata."],"limitation":"Retained examples and endpoint behavior not executed.","url":"https://github.com/yangchuansheng/browser-harness-rust","primarySourceURLs":["https://github.com/yangchuansheng/browser-harness-rust/blob/e72baf1ddc1351aa269442fa83fbdb7a62107d2b/domains/pubmed/skill.md"],"id":"RWE-2528","relevance":{"id":"RWE-2528","decision":"Core","rationale":"Retain the documented evidence function: Search biomedical citations and obtain structured article metadata. 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Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Plan causal policy analyses and model specifications.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/CuellarC05/vera-economic-intelligence/blob/2633354f2d351fd0b6c142f0a2775b0990dd1a21/economics/advanced-econometrics.SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"logicface/codex-local-skills — universal-literature-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve and map scholarly literature with explicit access limitations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"logicface/codex-local-skills","website":"GitHub","packages":"global-skills/universal-literature-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve and map scholarly literature with explicit access limitations."],"limitation":"Source coverage and verification depend on execution.","url":"https://github.com/logicface/codex-local-skills","primarySourceURLs":["https://github.com/logicface/codex-local-skills/blob/19c5560770ab4194ff0f1ea1d00b11bff428c18a/global-skills/universal-literature-search/SKILL.md"],"id":"RWE-2530","relevance":{"id":"RWE-2530","decision":"Core","rationale":"Retain the documented evidence function: Retrieve and map scholarly literature with explicit access limitations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve and map scholarly literature with explicit access limitations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/logicface/codex-local-skills","https://github.com/logicface/codex-local-skills/blob/19c5560770ab4194ff0f1ea1d00b11bff428c18a/global-skills/universal-literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"drdeepanshdubey/kisunla-launch-strategist — root skill","kind":"Skill","category":"Trials & Study Design","summary":"Collect trial design, efficacy and safety facts with source metadata.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drdeepanshdubey/kisunla-launch-strategist","website":"GitHub","packages":"SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Collect trial design, efficacy and safety facts with source metadata."],"limitation":"Only clinical evidence collection qualifies; commercial scores and go/no-go decisions are not validated research results.","url":"https://github.com/drdeepanshdubey/kisunla-launch-strategist","primarySourceURLs":["https://github.com/drdeepanshdubey/kisunla-launch-strategist/blob/0d4bc21a1aa5891ec676fecce3d45ab17102d942/SKILL.md"],"id":"RWE-2531","relevance":{"id":"RWE-2531","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Collect trial design, efficacy and safety facts with source metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/drdeepanshdubey/kisunla-launch-strategist/blob/0d4bc21a1aa5891ec676fecce3d45ab17102d942/SKILL.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"tasdemir-lab/tlab-research — lit-all","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search scholarly sources and local Zotero holdings into thematic reviews.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tasdemir-lab/tlab-research","website":"GitHub","packages":"skills/lit-all/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search scholarly sources and local Zotero holdings into thematic reviews."],"limitation":"Actual available sources and run logs determine coverage, not the all-database label.","url":"https://github.com/tasdemir-lab/tlab-research","primarySourceURLs":["https://github.com/tasdemir-lab/tlab-research/blob/7d7c923d053a876300d75df91df4116fb986b11b/skills/lit-all/SKILL.md"],"id":"RWE-2535","relevance":{"id":"RWE-2535","decision":"Core","rationale":"Retain the documented evidence function: Search scholarly sources and local Zotero holdings into thematic reviews. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search scholarly sources and local Zotero holdings into thematic reviews.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tasdemir-lab/tlab-research","https://github.com/tasdemir-lab/tlab-research/blob/7d7c923d053a876300d75df91df4116fb986b11b/skills/lit-all/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ruichenrui/citation-verification — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Check that scholarly citations exist and support attached claims.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ruichenrui/citation-verification","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Check that scholarly citations exist and support attached claims."],"limitation":"Instructions require actual source access and cannot guarantee error elimination.","url":"https://github.com/ruichenrui/citation-verification","primarySourceURLs":["https://github.com/ruichenrui/citation-verification/blob/61f42ae438afa93fcb3eeb1302f5f4ef7f59e32f/SKILL.md"],"id":"RWE-2538","relevance":{"id":"RWE-2538","decision":"Core","rationale":"Retain the documented evidence function: Check that scholarly citations exist and support attached claims. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Check that scholarly citations exist and support attached claims.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ruichenrui/citation-verification","https://github.com/ruichenrui/citation-verification/blob/61f42ae438afa93fcb3eeb1302f5f4ef7f59e32f/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aiskillstore/marketplace — arxiv-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Find scholarly preprints including computational biology literature.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aiskillstore/marketplace","website":"GitHub","packages":"skills/dougtrajano/arxiv-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Find scholarly preprints including computational biology literature."],"limitation":"Script not executed; preprint status and source limitations remain.","url":"https://github.com/aiskillstore/marketplace","primarySourceURLs":["https://github.com/aiskillstore/marketplace/blob/1f941d2774b0b61df3415ecc4f2c98fa437ad92b/skills/dougtrajano/arxiv-search/SKILL.md"],"id":"RWE-2539","relevance":{"id":"RWE-2539","decision":"Core","rationale":"Retain the documented evidence function: Find scholarly preprints including computational biology literature. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Find scholarly preprints including computational biology literature.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aiskillstore/marketplace","https://github.com/aiskillstore/marketplace/blob/1f941d2774b0b61df3415ecc4f2c98fa437ad92b/skills/dougtrajano/arxiv-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rimagination/scansci-pi — nature-academic-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build source-aware literature search sets and verify citation metadata.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rimagination/scansci-pi","website":"GitHub","packages":"src/scansci_html/builtin_skill_assets/nature-academic-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build source-aware literature search sets and verify citation metadata."],"limitation":"Adapted packaging and configured providers limit scope; metadata is not full-text review.","url":"https://github.com/rimagination/scansci-pi","primarySourceURLs":["https://github.com/Rimagination/scansci-pi/blob/99bf792307ab8cbcd0d7c17d5085236e8c3224a0/src/scansci_html/builtin_skill_assets/nature-academic-search/SKILL.md"],"id":"RWE-2540","relevance":{"id":"RWE-2540","decision":"Core","rationale":"Retain the documented evidence function: Build source-aware literature search sets and verify citation metadata. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build source-aware literature search sets and verify citation metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rimagination/scansci-pi","https://github.com/Rimagination/scansci-pi/blob/99bf792307ab8cbcd0d7c17d5085236e8c3224a0/src/scansci_html/builtin_skill_assets/nature-academic-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"scitedotai/scite-ai-skills — academic-dashboard","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Visualize supporting, contrasting and mentioning scholarly citation evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scitedotai/scite-ai-skills","website":"GitHub","packages":"skills/academic-dashboard/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Visualize supporting, contrasting and mentioning scholarly citation evidence."],"limitation":"Visualization does not determine whether a scientific claim is true.","url":"https://github.com/scitedotai/scite-ai-skills","primarySourceURLs":["https://github.com/scitedotai/scite-ai-skills/blob/aae90a3351937bdf6a0381db53ee007c38bbd397/skills/academic-dashboard/SKILL.md"],"id":"RWE-2542","relevance":{"id":"RWE-2542","decision":"Core","rationale":"Retain the documented evidence function: Visualize supporting, contrasting and mentioning scholarly citation evidence. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Visualize supporting, contrasting and mentioning scholarly citation evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/scitedotai/scite-ai-skills","https://github.com/scitedotai/scite-ai-skills/blob/aae90a3351937bdf6a0381db53ee007c38bbd397/skills/academic-dashboard/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"insightpulseai/odoo — doing-meta-analysis-r","kind":"Skill","category":"RWE Data & Analytics","summary":"Prepare effect-size pooling and heterogeneity visualizations using R packages.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"insightpulseai/odoo","website":"GitHub","packages":"agents/skills/research/doing-meta-analysis-r/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Prepare effect-size pooling and heterogeneity visualizations using R packages."],"limitation":"Examples and statistical assumptions not fully audited; broad method inventory not individually approved.","url":"https://github.com/insightpulseai/odoo","primarySourceURLs":["https://github.com/Insightpulseai/odoo/blob/18c919d7d9512768e83d4ff7b4f0fc6fc9e33f48/agents/skills/research/doing-meta-analysis-r/SKILL.md"],"id":"RWE-2544","relevance":{"id":"RWE-2544","decision":"Core","rationale":"Prepare effect-size pooling and heterogeneity visualizations using R packages. The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. Only explicitly described method components are Core, including survival rather than the broader molecular catalogue where applicable.","relevanceBasis":"Prepare effect-size pooling and heterogeneity visualizations using R packages. Limits: Examples and statistical assumptions not fully audited; broad method inventory not individually approved.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Insightpulseai/odoo/blob/18c919d7d9512768e83d4ff7b4f0fc6fc9e33f48/agents/skills/research/doing-meta-analysis-r/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"romanmesicek/agent-skills — academic-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build scholarly search queries and source-backed synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"romanmesicek/agent-skills","website":"GitHub","packages":"skills/data/academic-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build scholarly search queries and source-backed synthesis."],"limitation":"Source-priority rules alone do not resolve conflicting study quality.","url":"https://github.com/romanmesicek/agent-skills","primarySourceURLs":["https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/academic-research/SKILL.md"],"id":"RWE-2546","relevance":{"id":"RWE-2546","decision":"Core","rationale":"Retain the documented evidence function: Build scholarly search queries and source-backed synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build scholarly search queries and source-backed synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/romanmesicek/agent-skills","https://github.com/majiayu000/claude-skill-registry/blob/50a687710e3a360055ab0f358755698220b9e7af/skills/data/academic-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hiraethecho/aikit — math-deep-research","kind":"Skill","category":"RWE Data & Analytics","summary":"Coordinate academic evidence searching and synthesis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hiraethecho/aikit","website":"GitHub","packages":"modules/research/skills/math-deep-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Coordinate academic evidence searching and synthesis."],"limitation":"Malformed description and team-count inconsistency limit packaging quality, but retained workflow is concrete; runtime untested.","url":"https://github.com/hiraethecho/aikit","primarySourceURLs":["https://github.com/HiraethEcho/AiKit/blob/a42372a5645ed11467621a812e7d94287a0d0d0b/modules/research/skills/math-deep-research/SKILL.md","https://github.com/HiraethEcho/AiKit/blob/a42372a5645ed11467621a812e7d94287a0d0d0b/opt/mrs/research/math-deep-research/SKILL.md"],"id":"RWE-2547","relevance":{"id":"RWE-2547","decision":"Core","rationale":"Coordinate academic evidence searching and synthesis. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Coordinate academic evidence searching and synthesis. Limits: Malformed description and team-count inconsistency limit packaging quality, but retained workflow is concrete; runtime untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/HiraethEcho/AiKit/blob/a42372a5645ed11467621a812e7d94287a0d0d0b/modules/research/skills/math-deep-research/SKILL.md","https://github.com/HiraethEcho/AiKit/blob/a42372a5645ed11467621a812e7d94287a0d0d0b/opt/mrs/research/math-deep-research/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"josera13/tfm — mapper","kind":"Skill","category":"RWE Data & Analytics","summary":"Guide research dataset harmonization into standardized clinical data models.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"josera13/tfm","website":"GitHub","packages":".opencode/skills/mapper/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide research dataset harmonization into standardized clinical data models."],"limitation":"Mapping code and vocabulary correctness require validation; no data transformation executed.","url":"https://github.com/josera13/tfm","primarySourceURLs":["https://github.com/JoseRa13/TFM/blob/e5a2a6f48d1e5cdbdb120ab093dc160bba7c3277/.opencode/skills/mapper/SKILL.md"],"id":"RWE-2548","relevance":{"id":"RWE-2548","decision":"Core","rationale":"Guide research dataset harmonization into standardized clinical data models. Clinical data access, normalization, observational health SQL, cohort definitions or explicit population-health indicators support health evidence workflows; no validation or all-component approval follows.","relevanceBasis":"Guide research dataset harmonization into standardized clinical data models. Limits: Mapping code and vocabulary correctness require validation; no data transformation executed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/JoseRa13/TFM/blob/e5a2a6f48d1e5cdbdb120ab093dc160bba7c3277/.opencode/skills/mapper/SKILL.md"],"reviewGroup":"clinical-research-data"}},{"name":"mswinds/yuri-skills — ruthless-paper-reviewer","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Critique scholarly papers for unsupported conclusions and design limitations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mswinds/yuri-skills","website":"GitHub","packages":"skills/ruthless-paper-reviewer/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Critique scholarly papers for unsupported conclusions and design limitations."],"limitation":"Model critique requires source-grounded judgment and does not replace peer review.","url":"https://github.com/mswinds/yuri-skills","primarySourceURLs":["https://github.com/MSWinds/yuri-skills/blob/d7d32b5d47e354662932be029790b9be527a77dc/skills/ruthless-paper-reviewer/SKILL.md"],"id":"RWE-2549","relevance":{"id":"RWE-2549","decision":"Core","rationale":"Retain the documented evidence function: Critique scholarly papers for unsupported conclusions and design limitations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Critique scholarly papers for unsupported conclusions and design limitations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mswinds/yuri-skills","https://github.com/MSWinds/yuri-skills/blob/d7d32b5d47e354662932be029790b9be527a77dc/skills/ruthless-paper-reviewer/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wanjian325/chatbot_skill — pubmed","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search biomedical papers and retrieve article metadata.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wanjian325/chatbot_skill","website":"GitHub","packages":".agents/skills/pubmed/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search biomedical papers and retrieve article metadata."],"limitation":"Remote service and PDF availability not verified; source access limits apply.","url":"https://github.com/wanjian325/chatbot_skill","primarySourceURLs":["https://github.com/wanjian325/chatbot_skill/blob/6d950f63fd0c22bcea81661d294cd7bf11c4ae9c/.agents/skills/pubmed/SKILL.md"],"id":"RWE-2550","relevance":{"id":"RWE-2550","decision":"Core","rationale":"Retain the documented evidence function: Search biomedical papers and retrieve article metadata. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search biomedical papers and retrieve article metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wanjian325/chatbot_skill","https://github.com/wanjian325/chatbot_skill/blob/6d950f63fd0c22bcea81661d294cd7bf11c4ae9c/.agents/skills/pubmed/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wvdberge/claude-econ-skills — literature-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Map scholarly methods and research gaps.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wvdberge/claude-econ-skills","website":"GitHub","packages":"literature-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Map scholarly methods and research gaps."],"limitation":"Novelty and identification labels require independent judgment.","url":"https://github.com/wvdberge/claude-econ-skills","primarySourceURLs":["https://github.com/wvdberge/claude-econ-skills/blob/c65f36c44c4840ca6c3356ef3fc424f2ebd72e03/literature-search/SKILL.md"],"id":"RWE-2551","relevance":{"id":"RWE-2551","decision":"Core","rationale":"Retain the documented evidence function: Map scholarly methods and research gaps. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Map scholarly methods and research gaps.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wvdberge/claude-econ-skills","https://github.com/wvdberge/claude-econ-skills/blob/c65f36c44c4840ca6c3356ef3fc424f2ebd72e03/literature-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"expectedparrot/vernon — literature-review","kind":"Skill","category":"RWE Data & Analytics","summary":"Search and summarize research evidence for survey and analysis planning.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"expectedparrot/vernon","website":"GitHub","packages":"macaw/ep-agent/skills/literature-review/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Search and summarize research evidence for survey and analysis planning."],"limitation":"Instruction-level support; actual source verification required.","url":"https://github.com/expectedparrot/vernon","primarySourceURLs":["https://github.com/expectedparrot/vernon/blob/46a93d37255c0329e60fb7a912e53daa1ca540b1/macaw/ep-agent/skills/literature-review/SKILL.md"],"id":"RWE-2553","relevance":{"id":"RWE-2553","decision":"Core","rationale":"Search and summarize research evidence for survey and analysis planning. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Search and summarize research evidence for survey and analysis planning. Limits: Instruction-level support; actual source verification required.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/expectedparrot/vernon/blob/46a93d37255c0329e60fb7a912e53daa1ca540b1/macaw/ep-agent/skills/literature-review/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"avaivartika/jiaoleaf-ai — clinical-research","kind":"Skill","category":"Causal Inference & Analytics","summary":"Critique health research reporting and unsupported safety or causal claims.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"avaivartika/jiaoleaf-ai","website":"GitHub","packages":"public/skills/science/clinical-research/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Critique health research reporting and unsupported safety or causal claims."],"limitation":"Brief instruction checklist, not independent study validation.","url":"https://github.com/avaivartika/jiaoleaf-ai","primarySourceURLs":["https://github.com/Avaivartika/jiaoleaf-ai/blob/cc5786576fa12c43485525960eb7bbc3a3874bb0/public/skills/science/clinical-research/SKILL.md"],"id":"RWE-2554","relevance":{"id":"RWE-2554","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Critique health research reporting and unsupported safety or causal claims.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Avaivartika/jiaoleaf-ai/blob/cc5786576fa12c43485525960eb7bbc3a3874bb0/public/skills/science/clinical-research/SKILL.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"joe-jns/claude-report — report-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Gather scholarly evidence into cited research memos.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"joe-jns/claude-report","website":"GitHub","packages":"skills/report-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Gather scholarly evidence into cited research memos."],"limitation":"Only academic evidence stage qualifies; financial research and freshness heuristics are outside validation.","url":"https://github.com/joe-jns/claude-report","primarySourceURLs":["https://github.com/joe-jns/claude-report/blob/b2448024eed7ef192b83473eefc01e0d1378056f/skills/report-research/SKILL.md"],"id":"RWE-2555","relevance":{"id":"RWE-2555","decision":"Core","rationale":"Retain the documented evidence function: Gather scholarly evidence into cited research memos. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Gather scholarly evidence into cited research memos.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/joe-jns/claude-report","https://github.com/joe-jns/claude-report/blob/b2448024eed7ef192b83473eefc01e0d1378056f/skills/report-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"erdemhan/experimental-skills — literature-review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Plan reproducible scholarly reviews and related-work sections.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"erdemhan/experimental-skills","website":"GitHub","packages":"_global/skills/literature-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan reproducible scholarly reviews and related-work sections."],"limitation":"Explicitly requires a separate retrieval tool; method is PRISMA-inspired.","url":"https://github.com/erdemhan/experimental-skills","primarySourceURLs":["https://github.com/Erdemhan/Experimental-Skills/blob/86babda16774d13b6c358c891ddff9c10b0c1149/_global/skills/literature-review/SKILL.md"],"id":"RWE-2556","relevance":{"id":"RWE-2556","decision":"Core","rationale":"Retain the documented evidence function: Plan reproducible scholarly reviews and related-work sections. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Plan reproducible scholarly reviews and related-work sections.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/erdemhan/experimental-skills","https://github.com/Erdemhan/Experimental-Skills/blob/86babda16774d13b6c358c891ddff9c10b0c1149/_global/skills/literature-review/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cuevasclemente/mypi — gut-health-supplement-evidence-review","kind":"Skill","category":"Regulatory & Product Data","summary":"Compare documented clinical evidence for gut-health products.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cuevasclemente/mypi","website":"GitHub","packages":"skills/gut-health-supplement-evidence-review/SKILL.md","workflowFit":["Regulatory & Product Data"],"capabilities":["Compare documented clinical evidence for gut-health products."],"limitation":"Only evidence review qualifies; personal supplement trial advice is not validated research. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/cuevasclemente/mypi","primarySourceURLs":["https://github.com/cuevasclemente/mypi/blob/ab1e4a7506fc7334b2817b6f1ecf150113ec614c/skills/gut-health-supplement-evidence-review/SKILL.md"],"id":"RWE-2557","relevance":{"id":"RWE-2557","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Compare documented clinical evidence for gut-health products.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cuevasclemente/mypi/blob/ab1e4a7506fc7334b2817b6f1ecf150113ec614c/skills/gut-health-supplement-evidence-review/SKILL.md"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"fffq2219/skills — literature-intelligence","kind":"Skill","category":"RWE Data & Analytics","summary":"Organize research corpora and synthesize source-backed findings.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fffq2219/skills","website":"GitHub","packages":"skills/literature-intelligence/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Organize research corpora and synthesize source-backed findings."],"limitation":"Journal-tier exclusion can bias searches and does not establish study quality.","url":"https://github.com/fffq2219/skills","primarySourceURLs":["https://github.com/FFFq2219/Skills/blob/a0ef1622c04a6ebbdae688b652ee0ed4dcea297e/skills/literature-intelligence/SKILL.md"],"id":"RWE-2558","relevance":{"id":"RWE-2558","decision":"Core","rationale":"Organize research corpora and synthesize source-backed findings. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Organize research corpora and synthesize source-backed findings. Limits: Journal-tier exclusion can bias searches and does not establish study quality.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/FFFq2219/Skills/blob/a0ef1622c04a6ebbdae688b652ee0ed4dcea297e/skills/literature-intelligence/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"cuny-ai-lab/agent-studio — pubmed","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve biomedical citations using E-utilities and MeSH filters.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cuny-ai-lab/agent-studio","website":"GitHub","packages":".claude/skills/pubmed/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve biomedical citations using E-utilities and MeSH filters."],"limitation":"Examples and database counts not runtime verified.","url":"https://github.com/cuny-ai-lab/agent-studio","primarySourceURLs":["https://github.com/CUNY-AI-Lab/agent-studio/blob/2e447d35aecdb40bd822d98f4955d4a8d1b12ab1/.claude/skills/pubmed/SKILL.md"],"id":"RWE-2560","relevance":{"id":"RWE-2560","decision":"Core","rationale":"Retain the documented evidence function: Retrieve biomedical citations using E-utilities and MeSH filters. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve biomedical citations using E-utilities and MeSH filters.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cuny-ai-lab/agent-studio","https://github.com/CUNY-AI-Lab/agent-studio/blob/2e447d35aecdb40bd822d98f4955d4a8d1b12ab1/.claude/skills/pubmed/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mindbreaker81/medzotero-skills — synthesize-collection, compare-guidelines","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reviewed components: skills/synthesize-collection/SKILL.md: Synthesize supplied papers and identify evidence gaps.; skills/compare-guidelines/SKILL.md: Organize paper-to-guideline comparisons with named recommendation versions, quotations, source URLs and unresolved alignment differences.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mindbreaker81/medzotero-skills","website":"GitHub","packages":"skills/synthesize-collection/SKILL.md; skills/compare-guidelines/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/synthesize-collection/SKILL.md: Synthesize supplied papers and identify evidence gaps.","skills/compare-guidelines/SKILL.md: Organize paper-to-guideline comparisons with named recommendation versions, quotations, source URLs and unresolved alignment differences."],"limitation":"synthesize-collection: Abstract-first economy limits full-text appraisal; practice implications require expert review. compare-guidelines: Evidence-context documentation only; no clinical action recommendation or automated relative-certainty approval. Model-memory guidance must be checked against current primary guidelines.","url":"https://github.com/mindbreaker81/medzotero-skills","primarySourceURLs":["https://github.com/Mindbreaker81/medzotero-skills/blob/451321a69b23f4ee99abb5af211b54e030940884/skills/synthesize-collection/SKILL.md","https://github.com/Mindbreaker81/medzotero-skills/blob/451321a69b23f4ee99abb5af211b54e030940884/skills/compare-guidelines/SKILL.md","https://api.github.com/repos/Mindbreaker81/medzotero-skills/git/blobs/9b6bced7a646a9e5c9e57ce3916edaf9676b59ac"],"id":"RWE-2562","relevance":{"id":"RWE-2562","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/synthesize-collection/SKILL.md: Synthesize supplied papers and identify evidence gaps.; skills/compare-guidelines/SKILL.md: Organize paper-to-guideline comparisons with named recommendation versions, quotations, source URLs and unresolved alignment differences. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: skills/synthesize-collection/SKILL.md: Synthesize supplied papers and identify evidence gaps.; skills/compare-guidelines/SKILL.md: Organize paper-to-guideline comparisons with named recommendation versions, quotations, source URLs and unresolved alignment differences.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mindbreaker81/medzotero-skills","https://github.com/Mindbreaker81/medzotero-skills/blob/451321a69b23f4ee99abb5af211b54e030940884/skills/synthesize-collection/SKILL.md","https://github.com/Mindbreaker81/medzotero-skills/blob/451321a69b23f4ee99abb5af211b54e030940884/skills/compare-guidelines/SKILL.md","https://api.github.com/repos/Mindbreaker81/medzotero-skills/git/blobs/9b6bced7a646a9e5c9e57ce3916edaf9676b59ac"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"peachnireat-ship-it/secretary_test — academic-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Find scholarly papers and record search scope and findings.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"peachnireat-ship-it/secretary_test","website":"GitHub","packages":".claude/skills/academic-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Find scholarly papers and record search scope and findings."],"limitation":"Short search instruction, not comprehensive review or citation-count validation.","url":"https://github.com/peachnireat-ship-it/secretary_test","primarySourceURLs":["https://github.com/peachnireat-ship-it/secretary_test/blob/946d7d873a984b912257e7c4fe0c197b4c06b3aa/.claude/skills/academic-search/SKILL.md"],"id":"RWE-2563","relevance":{"id":"RWE-2563","decision":"Core","rationale":"Retain the documented evidence function: Find scholarly papers and record search scope and findings. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Find scholarly papers and record search scope and findings.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/peachnireat-ship-it/secretary_test","https://github.com/peachnireat-ship-it/secretary_test/blob/946d7d873a984b912257e7c4fe0c197b4c06b3aa/.claude/skills/academic-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jhuphila/hiv-run — ncbi-edirect","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve biomedical literature and biological database records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jhuphila/hiv-run","website":"GitHub","packages":".cursor/skills/damlab-skills/skills/ncbi-edirect/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve biomedical literature and biological database records."],"limitation":"Separate CLI tools required; no commands executed.","url":"https://github.com/jhuphila/hiv-run","primarySourceURLs":["https://github.com/jhuphila/hiv-run/blob/17290ed509951229082ff9c76d93146757faaba1/.cursor/skills/damlab-skills/skills/ncbi-edirect/SKILL.md"],"id":"RWE-2564","relevance":{"id":"RWE-2564","decision":"Core","rationale":"Retain the documented evidence function: Biomedical literature retrieval only; general biological database functions excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biomedical literature retrieval only; general biological database functions excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jhuphila/hiv-run","https://github.com/jhuphila/hiv-run/blob/17290ed509951229082ff9c76d93146757faaba1/.cursor/skills/damlab-skills/skills/ncbi-edirect/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"prathviraj-jadhav/nexgen-elit-website — aminer-open-academic","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve scholarly literature and bibliographic context.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"prathviraj-jadhav/nexgen-elit-website","website":"GitHub","packages":".agent/skills/aminer-open-academic/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve scholarly literature and bibliographic context."],"limitation":"Packaging provenance and live API behavior require separate reconciliation. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/prathviraj-jadhav/nexgen-elit-website","primarySourceURLs":["https://github.com/Prathviraj-jadhav/nexgen-elit-website/blob/32b91c9cc33934e31e115a6cdcde71cb15eb8728/.agent/skills/aminer-open-academic/SKILL.md"],"id":"RWE-2565","relevance":{"id":"RWE-2565","decision":"Core","rationale":"Retain the documented evidence function: Retrieve scholarly literature and bibliographic context. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve scholarly literature and bibliographic context.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/prathviraj-jadhav/nexgen-elit-website","https://github.com/Prathviraj-jadhav/nexgen-elit-website/blob/32b91c9cc33934e31e115a6cdcde71cb15eb8728/.agent/skills/aminer-open-academic/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"coreyone/software-maestro — data-science-causal-inference","kind":"Skill","category":"RWE Data & Analytics","summary":"Plan quasi-experimental impact analyses and check assumptions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"coreyone/software-maestro","website":"GitHub","packages":"data-and-api/data-science-causal-inference/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Plan quasi-experimental impact analyses and check assumptions."],"limitation":"Product context but explicit transferable methods; no estimator validation.","url":"https://github.com/coreyone/software-maestro","primarySourceURLs":["https://github.com/coreyone/software-maestro/blob/7bb14e29e533a2fff4579b4e8ea483b2572163c4/data-and-api/data-science-causal-inference/SKILL.md"],"id":"RWE-2566","relevance":{"id":"RWE-2566","decision":"Core","rationale":"Plan quasi-experimental impact analyses and check assumptions. The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. Only explicitly described method components are Core, including survival rather than the broader molecular catalogue where applicable.","relevanceBasis":"Plan quasi-experimental impact analyses and check assumptions. Limits: Product context but explicit transferable methods; no estimator validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/coreyone/software-maestro/blob/7bb14e29e533a2fff4579b4e8ea483b2572163c4/data-and-api/data-science-causal-inference/SKILL.md"],"reviewGroup":"statistical-method"}},{"name":"rafae2k/rafoflow — market-research","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Collect scholarly health technology evidence into source-backed briefs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rafae2k/rafoflow","website":"GitHub","packages":"plugins/shapeup/skills/market-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Collect scholarly health technology evidence into source-backed briefs."],"limitation":"Only academic evidence subset qualifies; market conclusions are not health research findings.","url":"https://github.com/rafae2k/rafoflow","primarySourceURLs":["https://github.com/rafae2k/rafoflow/blob/ed09adbeab26f23f0b9718793d982c84887d75b1/plugins/shapeup/skills/market-research/SKILL.md"],"id":"RWE-2567","relevance":{"id":"RWE-2567","decision":"Core","rationale":"Retain the documented evidence function: Scholarly health-technology evidence collection only; market research excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly health-technology evidence collection only; market research excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rafae2k/rafoflow","https://github.com/rafae2k/rafoflow/blob/ed09adbeab26f23f0b9718793d982c84887d75b1/plugins/shapeup/skills/market-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gary-sanders-jr/taku-skill-adaptations — interview-insight-evidence-synthesis","kind":"Skill","category":"RWE Data & Analytics","summary":"Organize supplied qualitative interview evidence with uncertainty labels.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gary-sanders-jr/taku-skill-adaptations","website":"GitHub","packages":"skills/interview-insight-evidence-synthesis/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Organize supplied qualitative interview evidence with uncertainty labels."],"limitation":"Narrow sanitized-input method; not recruitment, transcription or validated qualitative coding. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/gary-sanders-jr/taku-skill-adaptations","primarySourceURLs":["https://github.com/gary-sanders-jr/taku-skill-adaptations/blob/93d76ec1eae5804a9e262e0975f324ff585ab790/skills/interview-insight-evidence-synthesis/SKILL.md"],"id":"RWE-2568","relevance":{"id":"RWE-2568","decision":"Core","rationale":"Organize supplied qualitative interview evidence with uncertainty labels. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Organize supplied qualitative interview evidence with uncertainty labels. Limits: Narrow sanitized-input method; not recruitment, transcription or validated qualitative coding. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gary-sanders-jr/taku-skill-adaptations/blob/93d76ec1eae5804a9e262e0975f324ff585ab790/skills/interview-insight-evidence-synthesis/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"zengsihang/ehr-qa-skill — root skill","kind":"Skill","category":"OMOP & terminology","summary":"Search and summarize patient records across FHIR, OMOP and mixed documents.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zengsihang/ehr-qa-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["Search and summarize patient records across FHIR, OMOP and mixed documents."],"limitation":"Authorized local data required; QA outputs are not validated clinical conclusions.","url":"https://github.com/zengsihang/ehr-qa-skill","primarySourceURLs":["https://github.com/zengsihang/EHR-QA-Skill/blob/04f6e3c83c5bda8206f96da62ee6b5c45e5f3b14/SKILL.md"],"id":"RWE-2571","relevance":{"id":"RWE-2571","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Search and summarize patient records across FHIR, OMOP and mixed documents.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zengsihang/EHR-QA-Skill/blob/04f6e3c83c5bda8206f96da62ee6b5c45e5f3b14/SKILL.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"alvgeppetto/loom — medical-claims-verification","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Audit biomedical search claims and prevent unsupported literature gap assertions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alvgeppetto/loom","website":"GitHub","packages":".github/skills/medical-claims-verification/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Audit biomedical search claims and prevent unsupported literature gap assertions."],"limitation":"Repository-specific workflow; no universal claim correctness guarantee.","url":"https://github.com/alvgeppetto/loom","primarySourceURLs":["https://github.com/alvgeppetto/loom/blob/62f111d1ff71bfb21bbf1aa1ffb8142c17571d0a/.github/skills/medical-claims-verification/SKILL.md"],"id":"RWE-2572","relevance":{"id":"RWE-2572","decision":"Core","rationale":"Retain the documented evidence function: Audit biomedical search claims and prevent unsupported literature gap assertions. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Audit biomedical search claims and prevent unsupported literature gap assertions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alvgeppetto/loom","https://github.com/alvgeppetto/loom/blob/62f111d1ff71bfb21bbf1aa1ffb8142c17571d0a/.github/skills/medical-claims-verification/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"milamanzarek/baza-skills — consensus","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve and summarize research-paper results through Consensus MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"milamanzarek/baza-skills","website":"GitHub","packages":"_held-for-review/from-CHERDAK-2026-07-06/research-skills/consensus/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve and summarize research-paper results through Consensus MCP."],"limitation":"Separate service required; database size and all-peer-reviewed framing unverified.","url":"https://github.com/milamanzarek/baza-skills","primarySourceURLs":["https://github.com/milamanzarek/baza-skills/blob/a373fec48980439cae0f8fb9ce53ee1ad003f5d4/_held-for-review/from-CHERDAK-2026-07-06/research-skills/consensus/SKILL.md"],"id":"RWE-2574","relevance":{"id":"RWE-2574","decision":"Core","rationale":"Retain the documented evidence function: Retrieve and summarize research-paper results through Consensus MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve and summarize research-paper results through Consensus MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/milamanzarek/baza-skills","https://github.com/milamanzarek/baza-skills/blob/a373fec48980439cae0f8fb9ce53ee1ad003f5d4/_held-for-review/from-CHERDAK-2026-07-06/research-skills/consensus/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wuhaotian0508/nutrimaster — rag_answer","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"PubMed/local-gene evidence retrieval orchestration guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wuhaotian0508/nutrimaster","website":"GitHub","packages":"src/nutrimaster/agent/skills/shared/rag_answer/skill.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed/local-gene evidence retrieval orchestration guidance"],"limitation":"Tool implementation and local-library quality not evaluated; abstract retrieval is not full-text evidence.","url":"https://github.com/wuhaotian0508/nutrimaster","primarySourceURLs":["https://github.com/wuhaotian0508/NutriMaster/blob/028fd053ad782d869836b7634a16ab1fd8d3eb44/src/nutrimaster/agent/skills/shared/rag_answer/skill.md"],"id":"RWE-2576","relevance":{"id":"RWE-2576","decision":"Core","rationale":"Retain the documented evidence function: PubMed source retrieval only; local molecular gene functions excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed source retrieval only; local molecular gene functions excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wuhaotian0508/nutrimaster","https://github.com/wuhaotian0508/NutriMaster/blob/028fd053ad782d869836b7634a16ab1fd8d3eb44/src/nutrimaster/agent/skills/shared/rag_answer/skill.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aizech/halo-core — clinical-reasoning","kind":"Skill","category":"RWE Data & Analytics","summary":"Structure clinical evidence appraisal and guideline comparison.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aizech/halo-core","website":"GitHub","packages":"skills/clinical-reasoning/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Structure clinical evidence appraisal and guideline comparison."],"limitation":"Only evidence appraisal support qualifies; patient decision recommendations not validated. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/aizech/halo-core","primarySourceURLs":["https://github.com/aizech/halo-core/blob/44d2c79287c7e85bf57a958023b40e6bdb321424/skills/clinical-reasoning/SKILL.md"],"id":"RWE-2578","relevance":{"id":"RWE-2578","decision":"Core","rationale":"Structure clinical evidence appraisal and guideline comparison. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Structure clinical evidence appraisal and guideline comparison. Limits: Only evidence appraisal support qualifies; patient decision recommendations not validated. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aizech/halo-core/blob/44d2c79287c7e85bf57a958023b40e6bdb321424/skills/clinical-reasoning/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"alfredzhang98/research-obsidian-skill — paper-search","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search scholarly sources and obtain paper text through paper-search CLI.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alfredzhang98/research-obsidian-skill","website":"GitHub","packages":"skills/paper-search/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search scholarly sources and obtain paper text through paper-search CLI."],"limitation":"Dependency path must be configured; wrapper is distinct packaging, not independent retrieval implementation.","url":"https://github.com/alfredzhang98/research-obsidian-skill","primarySourceURLs":["https://github.com/alfredzhang98/research-obsidian-skill/blob/05f99a276af45e4f7a430e2bf8a2a6b44365ee03/skills/paper-search/SKILL.md"],"id":"RWE-2579","relevance":{"id":"RWE-2579","decision":"Core","rationale":"Retain the documented evidence function: Search scholarly sources and obtain paper text through paper-search CLI. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search scholarly sources and obtain paper text through paper-search CLI.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alfredzhang98/research-obsidian-skill","https://github.com/alfredzhang98/research-obsidian-skill/blob/05f99a276af45e4f7a430e2bf8a2a6b44365ee03/skills/paper-search/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"scispark-ai/meta_analyst — meta-analyst","kind":"Skill","category":"RWE Data & Analytics","summary":"Organize RCT evidence and prepare meta-analysis reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scispark-ai/meta_analyst","website":"GitHub","packages":"skills/meta-analyst/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Organize RCT evidence and prepare meta-analysis reports."],"limitation":"Statistical pooling and GRADE correctness were not independently audited; separate evaluator required.","url":"https://github.com/scispark-ai/meta_analyst","primarySourceURLs":["https://github.com/SciSpark-ai/meta_analyst/blob/f0c8292389a4c924e4448dbf296280a3c4117bd6/skills/meta-analyst/SKILL.md"],"id":"RWE-2580","relevance":{"id":"RWE-2580","decision":"Core","rationale":"Organize RCT evidence and prepare meta-analysis reports. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Organize RCT evidence and prepare meta-analysis reports. Limits: Statistical pooling and GRADE correctness were not independently audited; separate evaluator required.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/SciSpark-ai/meta_analyst/blob/f0c8292389a4c924e4448dbf296280a3c4117bd6/skills/meta-analyst/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"andurilcode/craftwork — evidence-synthesis","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Integrate scholarly study findings with explicit gaps and uncertainty.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"andurilcode/craftwork","website":"GitHub","packages":"skills/evidence-synthesis/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Integrate scholarly study findings with explicit gaps and uncertainty."],"limitation":"Appraisal instructions and confidence judgments are not validated quantitative synthesis. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/andurilcode/craftwork","primarySourceURLs":["https://github.com/AndurilCode/craftwork/blob/26b1d3fa35ee76f3553fc2317e09dcef38a7b2ca/skills/evidence-synthesis/SKILL.md"],"id":"RWE-2581","relevance":{"id":"RWE-2581","decision":"Core","rationale":"Retain the documented evidence function: Integrate scholarly study findings with explicit gaps and uncertainty. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Integrate scholarly study findings with explicit gaps and uncertainty.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/andurilcode/craftwork","https://github.com/AndurilCode/craftwork/blob/26b1d3fa35ee76f3553fc2317e09dcef38a7b2ca/skills/evidence-synthesis/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kinandigital/scientific-agent-skills — exa-search","kind":"Skill","category":"RWE Data & Analytics","summary":"Search and retrieve academic sources through Exa SDK wrappers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kinandigital/scientific-agent-skills","website":"GitHub","packages":"skills/exa-search/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Search and retrieve academic sources through Exa SDK wrappers."],"limitation":"Requires API credentials; live interface and coverage untested.","url":"https://github.com/kinandigital/scientific-agent-skills","primarySourceURLs":["https://github.com/kinandigital/scientific-agent-skills/blob/36fd74c052b019eebeb8e195d566a00a07fc05b0/skills/exa-search/SKILL.md"],"id":"RWE-2582","relevance":{"id":"RWE-2582","decision":"Core","rationale":"Search and retrieve academic sources through Exa SDK wrappers. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Search and retrieve academic sources through Exa SDK wrappers. Limits: Requires API credentials; live interface and coverage untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kinandigital/scientific-agent-skills/blob/36fd74c052b019eebeb8e195d566a00a07fc05b0/skills/exa-search/SKILL.md"],"reviewGroup":"scholarly-evidence"}},{"name":"arustydev/agents — search-term-matrices","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Build structured scholarly search strategies and fallback queries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arustydev/agents","website":"GitHub","packages":"content/skills/search-term-matrices/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build structured scholarly search strategies and fallback queries."],"limitation":"Planning support only; no actual search completeness established. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/arustydev/agents","primarySourceURLs":["https://github.com/aRustyDev/agents/blob/70b280c5bc83e9e092d34b025f97661b85c735c3/content/skills/search-term-matrices/SKILL.md"],"id":"RWE-2583","relevance":{"id":"RWE-2583","decision":"Core","rationale":"Retain the documented evidence function: Build structured scholarly search strategies and fallback queries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build structured scholarly search strategies and fallback queries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/arustydev/agents","https://github.com/aRustyDev/agents/blob/70b280c5bc83e9e092d34b025f97661b85c735c3/content/skills/search-term-matrices/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ohdsi/picard — picard-capr-cohorts","kind":"Skill","category":"RWE Data & Analytics","summary":"Build observational study cohort definitions and concept sets.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ohdsi/picard","website":"GitHub","packages":"inst/agent/skills/picard-capr-cohorts/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Build observational study cohort definitions and concept sets."],"limitation":"Requires study-specific vocabularies and validation; placeholders are not approved phenotypes.","url":"https://github.com/ohdsi/picard","primarySourceURLs":["https://github.com/OHDSI/Picard/blob/93c02bff6bb25fb9257a6ba71ced74c0af13cd09/inst/agent/skills/picard-capr-cohorts/SKILL.md"],"id":"RWE-2584","relevance":{"id":"RWE-2584","decision":"Core","rationale":"Build observational study cohort definitions and concept sets. Clinical data access, normalization, observational health SQL, cohort definitions or explicit population-health indicators support health evidence workflows; no validation or all-component approval follows.","relevanceBasis":"Build observational study cohort definitions and concept sets. Limits: Requires study-specific vocabularies and validation; placeholders are not approved phenotypes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/OHDSI/Picard/blob/93c02bff6bb25fb9257a6ba71ced74c0af13cd09/inst/agent/skills/picard-capr-cohorts/SKILL.md"],"reviewGroup":"clinical-research-data"}},{"name":"l2461090/literature-monitor-skills — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Track newly observed scholarly articles with verified identifiers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"l2461090/literature-monitor-skills","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Track newly observed scholarly articles with verified identifiers."],"limitation":"Monitoring scope is configured journals and observed availability, not universal latest coverage.","url":"https://github.com/l2461090/literature-monitor-skills","primarySourceURLs":["https://github.com/l2461090/Literature-monitor-skills/blob/43766bdac182debcc9e469ac32375c28900bf6dc/SKILL.md"],"id":"RWE-2585","relevance":{"id":"RWE-2585","decision":"Core","rationale":"Retain the documented evidence function: Track newly observed scholarly articles with verified identifiers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Track newly observed scholarly articles with verified identifiers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/l2461090/literature-monitor-skills","https://github.com/l2461090/Literature-monitor-skills/blob/43766bdac182debcc9e469ac32375c28900bf6dc/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rmgpanw/claude-skills — zotero-refs","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Import biomedical bibliography records into Zotero using source identifiers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rmgpanw/claude-skills","website":"GitHub","packages":"plugins/zotero/skills/zotero-refs/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Import biomedical bibliography records into Zotero using source identifiers."],"limitation":"Requires authorized library access; no external write or API validation performed.","url":"https://github.com/rmgpanw/claude-skills","primarySourceURLs":["https://github.com/rmgpanw/claude-skills/blob/1ab6956974ef634d47c65d2e7c32202b1de160d2/plugins/zotero/skills/zotero-refs/SKILL.md"],"id":"RWE-2586","relevance":{"id":"RWE-2586","decision":"Core","rationale":"Retain the documented evidence function: Import biomedical bibliography records into Zotero using source identifiers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Import biomedical bibliography records into Zotero using source identifiers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rmgpanw/claude-skills","https://github.com/rmgpanw/claude-skills/blob/1ab6956974ef634d47c65d2e7c32202b1de160d2/plugins/zotero/skills/zotero-refs/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aliakseit/heor-skills — eurhta-report","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reviewed components: plugins/heor/skills/eurhta-report/SKILL.md: Draft HTA dossier chapters from supplied included-study evidence and existing economic-model outputs; preserve manual edits and report gaps.; https://github.com/AliakseiT/heor-skills: PRISMA review protocol/search/screening/synthesis and HEOR tooling.","tags":["Health economics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aliakseit/heor-skills","website":"GitHub","packages":"plugins/heor/skills/eurhta-report/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["plugins/heor/skills/eurhta-report/SKILL.md: Draft HTA dossier chapters from supplied included-study evidence and existing economic-model outputs; preserve manual edits and report gaps.","https://github.com/AliakseiT/heor-skills: PRISMA review protocol/search/screening/synthesis and HEOR tooling."],"limitation":"eurhta-report: Report-drafting guidance only; no engine calculations, PRISMA selection method, regulatory conformity or economic validity audited. Existing project; additional exact component evidence. https://github.com/AliakseiT/heor-skills: Pre-release/not marketplace-published; no validated autonomous review or economic model claim.","url":"https://github.com/aliakseit/heor-skills","primarySourceURLs":["https://github.com/AliakseiT/heor-skills/blob/7401300518daf4e3a1c67229ac13d2ba45fac9cd/plugins/heor/skills/eurhta-report/SKILL.md","https://raw.githubusercontent.com/AliakseiT/heor-skills/HEAD/README.md","https://github.com/AliakseiT/heor-skills","https://api.github.com/repos/AliakseiT/heor-skills/git/blobs/3c7b7e0af1adcac459d10013a28a74b963a26475"],"id":"RWE-2587","relevance":{"id":"RWE-2587","decision":"Core","rationale":"Keep the explicitly documented PRISMA search, screening and synthesis workflow. HTA chapter drafting from supplied model outputs alone is not the Core basis, and the wider HEOR package is not collectively validated.","relevanceBasis":"Reviewed components: plugins/heor/skills/eurhta-report/SKILL.md: Draft HTA dossier chapters from supplied included-study evidence and existing economic-model outputs; preserve manual edits and report gaps.; https://github.com/AliakseiT/heor-skills: PRISMA review protocol/search/screening/synthesis and HEOR tooling. Limits: eurhta-report: Report-drafting guidance only; no engine calculations, PRISMA selection method, regulatory conformity or economic validity audited. Existing project; additional exact component evidence. https://github.com/AliakseiT/heor-skills: Pre-release/not marketplace-published; no validated autonomous review or economic model claim.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/AliakseiT/heor-skills/blob/7401300518daf4e3a1c67229ac13d2ba45fac9cd/plugins/heor/skills/eurhta-report/SKILL.md","https://raw.githubusercontent.com/AliakseiT/heor-skills/HEAD/README.md","https://github.com/AliakseiT/heor-skills","https://api.github.com/repos/AliakseiT/heor-skills/git/blobs/3c7b7e0af1adcac459d10013a28a74b963a26475"],"reviewGroup":"mixed-core-evidence-subset"}},{"name":"medizininformatik-initiative/askmiianything — ask-mii","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Reviewed components: .claude/skills/ask-mii/SKILL.md: Guide KDS module discovery, FDPG query generation, code/value-set validation and reporting of unmappable research criteria.; https://github.com/medizininformatik-initiative/AskMIIAnything: AskMIIAnything assists MII Core Dataset research by finding modules/FHIR profiles and generating FDPG cohort queries.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"medizininformatik-initiative/askmiianything","website":"GitHub","packages":".claude/skills/ask-mii/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":[".claude/skills/ask-mii/SKILL.md: Guide KDS module discovery, FDPG query generation, code/value-set validation and reporting of unmappable research criteria.","https://github.com/medizininformatik-initiative/AskMIIAnything: AskMIIAnything assists MII Core Dataset research by finding modules/FHIR profiles and generating FDPG cohort queries."],"limitation":"ask-mii: Requires parent MCP/terminology services and site data; no actual cohort or code-server calls tested. Feasibility cannot implement all longitudinal criteria. Existing project; exact component evidence. https://github.com/medizininformatik-initiative/AskMIIAnything: Generated cohort definitions need validation against intended study and deployed data; profile docs are not patient-data access.","url":"https://github.com/medizininformatik-initiative/askmiianything","primarySourceURLs":["https://github.com/medizininformatik-initiative/AskMIIAnything/blob/084bd0dfdb05a438aa7782acf8a0a1fed6efbc12/.claude/skills/ask-mii/SKILL.md","https://raw.githubusercontent.com/medizininformatik-initiative/AskMIIAnything/main/README.md","https://github.com/medizininformatik-initiative/AskMIIAnything","https://api.github.com/repos/medizininformatik-initiative/AskMIIAnything/git/blobs/a4d856c3927d9bdd20c40a4be28beee1681d7cb8"],"id":"RWE-2588","relevance":{"id":"RWE-2588","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":".claude/skills/ask-mii/SKILL.md: Guide KDS module discovery, FDPG query generation, code/value-set validation and reporting of unmappable research criteria.; https://github.com/medizininformatik-initiative/AskMIIAnything: AskMIIAnything assists MII Core Dataset research by finding modules/FHIR profiles and generating FDPG cohort queries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/medizininformatik-initiative/AskMIIAnything/blob/084bd0dfdb05a438aa7782acf8a0a1fed6efbc12/.claude/skills/ask-mii/SKILL.md","https://raw.githubusercontent.com/medizininformatik-initiative/AskMIIAnything/main/README.md","https://github.com/medizininformatik-initiative/AskMIIAnything","https://api.github.com/repos/medizininformatik-initiative/AskMIIAnything/git/blobs/a4d856c3927d9bdd20c40a4be28beee1681d7cb8"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"fokanu/claude-skills — clinical-recommendation-extractor","kind":"Skill","category":"RWE Data & Analytics","summary":"Organize supplied clinical guidance into an implementation planning brief with assumptions, owners, resources and measurable adoption questions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fokanu/claude-skills","website":"GitHub","packages":"skills/clinical-recommendation-extractor/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Organize supplied clinical guidance into an implementation planning brief with assumptions, owners, resources and measurable adoption questions."],"limitation":"Its high/medium/low evidence-confidence labels indicate source explicitness, not certainty of effects or GRADE quality. Inferred recommendations and clinical KPIs require expert verification; no treatment recommendation approval.","url":"https://github.com/fokanu/claude-skills","primarySourceURLs":["https://github.com/FOKanu/Claude-Skills/blob/13e2e89a3325c9b0dc5b12961be6686847451a24/skills/clinical-recommendation-extractor/SKILL.md","https://api.github.com/repos/FOKanu/Claude-Skills/git/blobs/4c72a812d700cf5cd0072c1d1494b8b7c8a0c2f9"],"id":"RWE-2589","relevance":{"id":"RWE-2589","decision":"Core","rationale":"Organize supplied clinical guidance into an implementation planning brief with assumptions, owners, resources and measurable adoption questions. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Organize supplied clinical guidance into an implementation planning brief with assumptions, owners, resources and measurable adoption questions. Limits: Its high/medium/low evidence-confidence labels indicate source explicitness, not certainty of effects or GRADE quality. Inferred recommendations and clinical KPIs require expert verification; no treatment recommendation approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/FOKanu/Claude-Skills/blob/13e2e89a3325c9b0dc5b12961be6686847451a24/skills/clinical-recommendation-extractor/SKILL.md","https://api.github.com/repos/FOKanu/Claude-Skills/git/blobs/4c72a812d700cf5cd0072c1d1494b8b7c8a0c2f9"],"reviewGroup":"scholarly-evidence"}},{"name":"writer/skills — sdoh-risk-identifier, variation-of-care-analysis","kind":"Skill collection","category":"RWE Data & Analytics","summary":"Reviewed components: skills/sdoh-risk-identifier/SKILL.md: Organize supplied social-needs screening responses, map resource eligibility/location/language, track referral completion and aggregate descriptive needs by cohort/geography.; skills/variation-of-care-analysis/SKILL.md: Plan and report descriptive provider/area utilization variation with stated case-mix and denominator requirements.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"writer/skills","website":"GitHub","packages":"skills/sdoh-risk-identifier/SKILL.md; skills/variation-of-care-analysis/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["skills/sdoh-risk-identifier/SKILL.md: Organize supplied social-needs screening responses, map resource eligibility/location/language, track referral completion and aggregate descriptive needs by cohort/geography.","skills/variation-of-care-analysis/SKILL.md: Plan and report descriptive provider/area utilization variation with stated case-mix and denominator requirements."],"limitation":"sdoh-risk-identifier: Do not approve its undefined five-level severity score, instrument administration fidelity, current ICD code completeness, causal clinical-impact claims or validated risk prediction. No resources queried or patient data processed. variation-of-care-analysis: Residual risk-adjusted differences do not establish unwarranted care or causal provider effects. Fixed CV/EQ/SCV thresholds and hypothetical savings/outcome improvements are not validated; no model, calculation or intervention recommendation approved. Other discovered, held or excluded components are outside this approval. Excluded from approval — no-show-risk-predictor: Predictive-model recipe names a temporal split and calibration check, but operational probability tiers, AUC minimum and 0.5–0.8 overbooking factor lack validation or decision-cost rationale; no trained model/calibration evidence supports recommended operational thresholds. Excluded from approval — readmission-risk-explanation: Instruction directly maps score bands to approximate readmission probabilities and intervention urgency without a identified calibration cohort/version or probability derivation; clinical predictive interpretation is not supported by this document alone.","url":"https://github.com/writer/skills","primarySourceURLs":["https://github.com/writer/skills/blob/f0f1f39161f87ebb53d29d717e90b50fb19f59ee/skills/sdoh-risk-identifier/SKILL.md","https://github.com/writer/skills/blob/f0f1f39161f87ebb53d29d717e90b50fb19f59ee/skills/variation-of-care-analysis/SKILL.md","https://api.github.com/repos/writer/skills/git/blobs/42d08ad83504d32d0d6acf61551bec54c717890e","https://api.github.com/repos/writer/skills/git/blobs/a3cd71b0544c505400614cfe91383d017da619e9"],"id":"RWE-2590","relevance":{"id":"RWE-2590","decision":"Core","rationale":"skills/sdoh-risk-identifier/SKILL.md: Organize supplied social-needs screening responses, map resource eligibility/location/language, track referral completion and…. The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. Only explicitly described method components are Core, including survival rather than the broader molecular catalogue where applicable.","relevanceBasis":"Reviewed components: skills/sdoh-risk-identifier/SKILL.md: Organize supplied social-needs screening responses, map resource eligibility/location/language, track referral completion and aggregate descriptive needs by cohort/geography.; skills/variation-of-care-analysis/SKILL.md: Plan and report descriptive provider/area utilization variation with stated case-mix and denominator requirements. Limits: sdoh-risk-identifier: Do not approve its undefined five-level severity score, instrument administration fidelity, current ICD code completeness, causal clinical-impact claims or validated risk prediction. No resources queried or patient data processed. variation-of-care-analysis: Residual risk-adjusted differences do not establish unwarranted care or causal provider effects. Fixed CV/EQ/SCV thresholds and hypothetical savings/outcome improvements are not validated; no model, calculation or intervention recommendation approved. Other discovered, held or excluded components are outside this approval. Excluded from approval — no-show-risk-predictor: Predictive-model recipe names a temporal split and calibration check, but operational probability tiers, AUC minimum and 0.5–0.8 overbooking factor lack validation or decision-cost rationale; no trained model/calibration evidence supports recommended operational thresholds. Excluded from approval — readmission-risk-explanation: Instruction directly maps score bands to approximate readmission probabilities and intervention urgency without a identified calibration cohort/version or probability derivation; clinical predictive interpretation is not supported by this document alone.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/writer/skills/blob/f0f1f39161f87ebb53d29d717e90b50fb19f59ee/skills/sdoh-risk-identifier/SKILL.md","https://github.com/writer/skills/blob/f0f1f39161f87ebb53d29d717e90b50fb19f59ee/skills/variation-of-care-analysis/SKILL.md","https://api.github.com/repos/writer/skills/git/blobs/42d08ad83504d32d0d6acf61551bec54c717890e","https://api.github.com/repos/writer/skills/git/blobs/a3cd71b0544c505400614cfe91383d017da619e9"],"reviewGroup":"statistical-method"}},{"name":"3shn/baywright — model-building","kind":"Skill","category":"Causal Inference & Analytics","summary":"Structure a generative-model/estimand ledger and flag inappropriate interpretation of adjustment coefficients or post-treatment conditioning.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"3shn/baywright","website":"GitHub","packages":"skills/model-building/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Structure a generative-model/estimand ledger and flag inappropriate interpretation of adjustment coefficients or post-treatment conditioning."],"limitation":"Reasoning guidance only, no fitted Bayesian model or causal identification validation. The heading conflates post-treatment conditioning with collider conditioning; preserve as a warning to inspect causal structure, not a universal equivalence. Only this component reviewed.","url":"https://github.com/3shn/baywright","primarySourceURLs":["https://github.com/3shn/baywright/blob/48f960fb83666aeec92f644ed5555a1fcec64ef3/skills/model-building/SKILL.md","https://api.github.com/repos/3shn/baywright/git/blobs/3d32fc0c5b58935714bee361d203fa4d0386bf56"],"id":"RWE-2591","relevance":{"id":"RWE-2591","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Structure a generative-model/estimand ledger and flag inappropriate interpretation of adjustment coefficients or post-treatment conditioning.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/3shn/baywright/blob/48f960fb83666aeec92f644ed5555a1fcec64ef3/skills/model-building/SKILL.md","https://api.github.com/repos/3shn/baywright/git/blobs/3d32fc0c5b58935714bee361d203fa4d0386bf56"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"fabio-rovai/open-ontologies — root skill","kind":"Skill","category":"OMOP & terminology","summary":"Look up supplied clinical crosswalk mappings and inspect/serialize ontology mappings and validation results through named MCP tools.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fabio-rovai/open-ontologies","website":"GitHub","packages":"SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["Look up supplied clinical crosswalk mappings and inspect/serialize ontology mappings and validation results through named MCP tools."],"limitation":"Mapping coverage/source versions and semantic equivalence accuracy not verified. skos:exactMatch or weighted alignment does not establish clinical validity; feedback self-calibration is not validated probability calibration. No tools run.","url":"https://github.com/fabio-rovai/open-ontologies","primarySourceURLs":["https://github.com/fabio-rovai/open-ontologies/blob/ad7535c4b5000e371f9ff75867797bc3ee003eaa/SKILL.md","https://api.github.com/repos/fabio-rovai/open-ontologies/git/blobs/513bac164d7aef5e3d45dc8a581b318bd0bc754f"],"id":"RWE-2592","relevance":{"id":"RWE-2592","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Look up supplied clinical crosswalk mappings and inspect/serialize ontology mappings and validation results through named MCP tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fabio-rovai/open-ontologies/blob/ad7535c4b5000e371f9ff75867797bc3ee003eaa/SKILL.md","https://api.github.com/repos/fabio-rovai/open-ontologies/git/blobs/513bac164d7aef5e3d45dc8a581b318bd0bc754f"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"alanthisis/ena-metadata-harmonization — harmonize","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Retrieve and inspect microbiome study/sample metadata with source accession and paper identifiers; export source evidence for human cohort review.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alanthisis/ena-metadata-harmonization","website":"GitHub","packages":"plugins/microbiome-harmonization/skills/harmonize/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve and inspect microbiome study/sample metadata with source accession and paper identifiers; export source evidence for human cohort review."],"limitation":"Do not approve cohort classification from count elimination or ambiguous alias patterns, fixed 1/2 sex recoding without a source dictionary, or high/medium/low confidence validity. 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Advertised component identity/output inconsistent.","url":"https://github.com/programdoc/therubricgenerator","primarySourceURLs":["https://github.com/ProgramDoc/TheRubricGenerator/blob/5669d80aa5cfbaa28797c9d199a9c993402dbae8/obsidian_vault/skills/generator/SKILL.md","https://api.github.com/repos/ProgramDoc/TheRubricGenerator/git/blobs/32ad157ec5181117e694e78607692f5111f8539c"],"id":"RWE-2594","relevance":{"id":"RWE-2594","decision":"Core","rationale":"Retain the documented evidence function: Draft paper-grounded clinical research comprehension/appraisal questions and scoring rubrics for expert review. 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Two components consolidate under one Paper-Reach project.","url":"https://github.com/dai0-2/paper_reach","primarySourceURLs":["https://github.com/Dai0-2/Paper_Reach/blob/9429f5917094f60340f61dadaf01e92fce08bf2f/skills/paper-reader/SKILL.md","https://github.com/Dai0-2/Paper_Reach/blob/9429f5917094f60340f61dadaf01e92fce08bf2f/SKILL.md","https://api.github.com/repos/Dai0-2/Paper_Reach/git/blobs/5dfcca5ba54bc3fafb4b775666dbe654e5cb5fcb","https://api.github.com/repos/Dai0-2/Paper_Reach/git/blobs/beabb7d995cefd02929d79e528fce39b03cdd04c"],"id":"RWE-2595","relevance":{"id":"RWE-2595","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: skills/paper-reader/SKILL.md: Coordinate candidate screening and structured paper evidence extraction, preserving abstract-versus-full-text availability and manual-review flags.; SKILL.md: Coordinate candidate screening and structured paper evidence extraction, preserving abstract-versus-full-text availability and manual-review flags. 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Companion CAS journal-ranking eligibility/quality filtering is not approved.","url":"https://github.com/63243254/codex-wos-cas-skills","primarySourceURLs":["https://github.com/63243254/codex-wos-cas-skills/blob/be1c0600be7d5f6c304ec4dcfcd3dc74efa322f8/skills/wos-search/SKILL.md","https://api.github.com/repos/63243254/codex-wos-cas-skills/git/blobs/1f02c5809c9dd50bc49a6675c7cc68ac5951ea8a"],"id":"RWE-2596","relevance":{"id":"RWE-2596","decision":"Core","rationale":"Retain the documented evidence function: Design and document reproducible Web of Science searches and bibliographic deduplication/screening exports. 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No causal interpretation or review completeness approved.","url":"https://github.com/vivace98/paper-glance-demography","primarySourceURLs":["https://github.com/Vivace98/paper-glance-demography/blob/c5f4ff1e2fec8d5865df2f7919d3506b7274df62/skills/paper-matrix-extract/SKILL.md","https://api.github.com/repos/Vivace98/paper-glance-demography/git/blobs/3ef3603b5578cb52e3396040042afb7445d564fd"],"id":"RWE-2597","relevance":{"id":"RWE-2597","decision":"Core","rationale":"Retain the documented evidence function: Extract a descriptive demography literature matrix entry with explicit unreported fields. 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No reader/runtime tests.","url":"https://github.com/zhuyingqin/aris","primarySourceURLs":["https://github.com/zhuyingqin/Aris/blob/652125ff8254789c242625bff86877587fee8997/crates/runtime/assets/skills/literature-evidence/SKILL.md","https://api.github.com/repos/zhuyingqin/Aris/git/blobs/f1bad86f3c2c9d323dff15b10d46d3e37ed6f4d1"],"id":"RWE-2600","relevance":{"id":"RWE-2600","decision":"Core","rationale":"Retain the documented evidence function: Create page-grounded evidence briefs and answer chains from human-confirmed papers. 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Parser completeness, script execution and extraction fidelity untested.","url":"https://github.com/zzzaurak/research-literature-pipeline","primarySourceURLs":["https://github.com/Zzzaurak/research-literature-pipeline/blob/56aad253afeca5b72ce68288e0722aafc2749758/skills/research-literature-pipeline/SKILL.md","https://api.github.com/repos/Zzzaurak/research-literature-pipeline/git/blobs/df70d3475253d86a5b5d326e662c1dfd1b9ba439"],"id":"RWE-2601","relevance":{"id":"RWE-2601","decision":"Core","rationale":"Retain the documented evidence function: Organize a selected research literature collection, preserve parsed-paper provenance and export bibliographic artifacts. 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No executed implementation, formal risk-of-bias instrument, meta-analysis method, exhaustive retrieval or clinical validity established.","url":"https://github.com/chandrashekhar-hegde/open-research","primarySourceURLs":["https://github.com/Chandrashekhar-Hegde/open-research/blob/6237f13fdd6b554a773701119deed34b9c7c441d/skills/evidence-synthesis/SKILL.md","https://api.github.com/repos/Chandrashekhar-Hegde/open-research/git/blobs/4c995a41d287a8cb06764412e7fb9a8c4166545f"],"id":"RWE-6793","relevance":{"id":"RWE-6793","decision":"Core","rationale":"Retain the documented evidence function: Guides a bounded evidence-synthesis workflow with exact search records, source-location evidence ledger, linked claim ledger and explicit coverage/contradiction reporting. 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Boolean drafts need database-specific field/wildcard checks; outcome blocks and date/language restrictions can reduce sensitivity. MeSH labels and translations need source verification; proposed counts and author/year examples are placeholders. Extraction counts, sample sizes and repeated limitations do not establish quality, causal effects or gap strength. Gap logs cover selected evidence (including the 5–15-paper companion workflow), not global novelty or exhaustive absence; strong/weak significance rankings are unapproved. COREQ-as-quality-appraisal, risk-of-bias implementation, meta-analysis validity and PRISMA compliance are outside approval. Held screening guide sang-loc-tai-lieu.md confuses reports not retrieved with full-text exclusions, same-dataset companion reports with duplicates, and record/report/study counting units. Its peer-review/language/full-text restrictions and optional second-reviewer sampling do not establish a valid systematic-review protocol. Other repository components are not approved.","url":"https://github.com/cesglobal-vn/ai-agent-for-research-hocvien","primarySourceURLs":["https://raw.githubusercontent.com/cesglobal-vn/ai-agent-for-research-hocvien/92b66b564e4f8e03e9e4bff0b2ec38ae6bca2222/bo-skill/literature-review/quy-trinh/lap-chuoi-tim-kiem.md","https://raw.githubusercontent.com/cesglobal-vn/ai-agent-for-research-hocvien/92b66b564e4f8e03e9e4bff0b2ec38ae6bca2222/bo-skill/literature-review/quy-trinh/ma-tran-tai-lieu.md","https://raw.githubusercontent.com/cesglobal-vn/ai-agent-for-research-hocvien/92b66b564e4f8e03e9e4bff0b2ec38ae6bca2222/bo-skill/literature-review/quy-trinh/tao-tu-khoa.md","https://raw.githubusercontent.com/cesglobal-vn/ai-agent-for-research-hocvien/92b66b564e4f8e03e9e4bff0b2ec38ae6bca2222/bo-skill/literature-review/quy-trinh/tim-khoang-trong.md","https://raw.githubusercontent.com/cesglobal-vn/ai-agent-for-research-hocvien/92b66b564e4f8e03e9e4bff0b2ec38ae6bca2222/bo-skill/critical-review/quy-trinh/tim-research-gap.md"],"id":"RWE-6878","relevance":{"id":"RWE-6878","decision":"Core","rationale":"Retain the documented evidence function: Reviewed Vietnamese instructions for search planning, descriptive extraction and evidence-bounded gap logs; screening and appraisal claims remain outside approval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed Vietnamese instructions for search planning, descriptive extraction and evidence-bounded gap logs; screening and appraisal claims remain outside approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cesglobal-vn/ai-agent-for-research-hocvien","https://raw.githubusercontent.com/cesglobal-vn/ai-agent-for-research-hocvien/92b66b564e4f8e03e9e4bff0b2ec38ae6bca2222/bo-skill/literature-review/quy-trinh/lap-chuoi-tim-kiem.md","https://raw.githubusercontent.com/cesglobal-vn/ai-agent-for-research-hocvien/92b66b564e4f8e03e9e4bff0b2ec38ae6bca2222/bo-skill/literature-review/quy-trinh/ma-tran-tai-lieu.md","https://raw.githubusercontent.com/cesglobal-vn/ai-agent-for-research-hocvien/92b66b564e4f8e03e9e4bff0b2ec38ae6bca2222/bo-skill/literature-review/quy-trinh/tao-tu-khoa.md","https://raw.githubusercontent.com/cesglobal-vn/ai-agent-for-research-hocvien/92b66b564e4f8e03e9e4bff0b2ec38ae6bca2222/bo-skill/literature-review/quy-trinh/tim-khoang-trong.md","https://raw.githubusercontent.com/cesglobal-vn/ai-agent-for-research-hocvien/92b66b564e4f8e03e9e4bff0b2ec38ae6bca2222/bo-skill/critical-review/quy-trinh/tim-research-gap.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"alisalman-et-al/rob2-kit — rob2-assess","kind":"MCP server","category":"Trials & Study Design","summary":"Reviewed components: src/rob2_kit/skills/rob2-assess/SKILL.md: Guide outcome-specific RoB2 assessment with exact evidence passages, trial/result identities, domain answer provenance and revision-aware workflow state.; https://github.com/AliSalman-et-al/rob2-kit: rob2-assess skill and MCP capture trial dossiers, search/read source pages, select evidence, checkpoint proposed result mappings and domain drafts, and export verifiable assessment bundles.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alisalman-et-al/rob2-kit","website":"GitHub","packages":"src/rob2_kit/skills/rob2-assess/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["src/rob2_kit/skills/rob2-assess/SKILL.md: Guide outcome-specific RoB2 assessment with exact evidence passages, trial/result identities, domain answer provenance and revision-aware workflow state.","https://github.com/AliSalman-et-al/rob2-kit: rob2-assess skill and MCP capture trial dossiers, search/read source pages, select evidence, checkpoint proposed result mappings and domain drafts, and export verifiable assessment bundles."],"limitation":"rob2-assess: Documentation-level tool workflow review only; server algorithms, scientific reference packs and assessment accuracy not independently validated. Researcher review remains necessary. https://github.com/AliSalman-et-al/rob2-kit: Researcher result approval and source availability required; integrity/hash verification is not RoB 2 methodological correctness. No independent assessment-accuracy test performed; same outcome concept per batch.","url":"https://github.com/alisalman-et-al/rob2-kit","primarySourceURLs":["https://github.com/AliSalman-et-al/rob2-kit/blob/f2304ede9a2579f708cc6374e0ee06959980527c/src/rob2_kit/skills/rob2-assess/SKILL.md","https://github.com/AliSalman-et-al/rob2-kit/blob/main/README.md","https://github.com/AliSalman-et-al/rob2-kit","https://api.github.com/repos/AliSalman-et-al/rob2-kit/git/blobs/d91942ae16a2c00769c62593ceed60896bca80a8"],"id":"RWE-6483","relevance":{"id":"RWE-6483","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"src/rob2_kit/skills/rob2-assess/SKILL.md: Guide outcome-specific RoB2 assessment with exact evidence passages, trial/result identities, domain answer provenance and revision-aware workflow state.; https://github.com/AliSalman-et-al/rob2-kit: rob2-assess skill and MCP capture trial dossiers, search/read source pages, select evidence, checkpoint proposed result mappings and domain drafts, and export verifiable assessment bundles.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/AliSalman-et-al/rob2-kit/blob/f2304ede9a2579f708cc6374e0ee06959980527c/src/rob2_kit/skills/rob2-assess/SKILL.md","https://github.com/AliSalman-et-al/rob2-kit/blob/main/README.md","https://github.com/AliSalman-et-al/rob2-kit","https://api.github.com/repos/AliSalman-et-al/rob2-kit/git/blobs/d91942ae16a2c00769c62593ceed60896bca80a8"],"reviewGroup":"clinical-trial-workflow"}},{"name":"jluo41/tools — haipipe-ideation, haipipe-idea-pressure-test, haipipe-journal-fit and other reviewed components","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: plugins/haipipe-toolkit/skills/ideation/haipipe-ideation/SKILL.md: Organize internal results and retrieved evidence into research-direction and idea cards; retain claim-level source pointers, contradictions and gaps; document human selection and paper-handoff boundaries.; plugins/haipipe-toolkit/skills/ideation/2_test/haipipe-idea-pressure-test/SKILL.md: Document falsifiability, confounding/selection/construct threats, data-access and feasibility constraints, and a minimum experiment with population, exposure, comparator, outcome, estimator/rule and failure interpretation.; plugins/haipipe-toolkit/skills/ideation/2_test/haipipe-journal-fit/SKILL.md: Structure broad audience/article-family screening and a current-official-source comparison of named journal/category requirements, evidence gaps and desk-mismatch risks. Additional reviewed component details are listed below.","tags":["Literature & Evidence Synthesis","Research planning"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jluo41/tools","website":"GitHub","packages":"plugins/haipipe-toolkit/skills/ideation/haipipe-ideation/SKILL.md; plugins/haipipe-toolkit/skills/ideation/2_test/haipipe-idea-pressure-test/SKILL.md; plugins/haipipe-toolkit/skills/ideation/2_test/haipipe-journal-fit/SKILL.md; plugins/haipipe-toolkit/skills/ideation/2_test/haipipe-novelty-check/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["plugins/haipipe-toolkit/skills/ideation/haipipe-ideation/SKILL.md: Organize internal results and retrieved evidence into research-direction and idea cards; retain claim-level source pointers, contradictions and gaps; document human selection and paper-handoff boundaries.","plugins/haipipe-toolkit/skills/ideation/2_test/haipipe-idea-pressure-test/SKILL.md: Document falsifiability, confounding/selection/construct threats, data-access and feasibility constraints, and a minimum experiment with population, exposure, comparator, outcome, estimator/rule and failure interpretation.","plugins/haipipe-toolkit/skills/ideation/2_test/haipipe-journal-fit/SKILL.md: Structure broad audience/article-family screening and a current-official-source comparison of named journal/category requirements, evidence gaps and desk-mismatch risks.","plugins/haipipe-toolkit/skills/ideation/2_test/haipipe-novelty-check/SKILL.md: Prepare claim-specific query families and channel coverage, record closest-work reading depth, compare research question/mechanism/design/outcome, and retain adversarial overlap/delta assessments."],"limitation":"haipipe-ideation: Instruction workflow only; depends on separately owned Task/Discovery artifacts and referenced schemas. Does not retrieve evidence, perform internal analyses, validate novelty or scientific claims, or create a manuscript. Other toolkit components and local execution are not independently approved. haipipe-idea-pressure-test: Planning/red-team instruction only, not a valid study-design certificate or executed analysis. Credibility labels depend on user evidence and expert judgment; pilots require separately owned execution receipts. No candidate instructions executed, external searching performed by this candidate, or whole toolkit approval. haipipe-journal-fit: Editorial planning only, not an acceptance-probability or journal-quality model. Current official rules must be retrieved independently; local fit readings remain subjective and unknown requirements remain open. No candidate instructions executed, external searching performed by this candidate, or whole toolkit approval. haipipe-novelty-check: Search execution is delegated to Discovery; no exhaustive novelty, originality, patentability or causal-validity guarantee. Full-text unavailable results remain partial/inconclusive; qualitative confidence is not calibrated. No candidate instructions executed, external searching performed by this candidate, or whole toolkit approval. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/jluo41/tools","primarySourceURLs":["https://github.com/jluo41/Tools/blob/213ec247df46f7cd869f809a419b249ced166e00/plugins/haipipe-toolkit/skills/ideation/haipipe-ideation/SKILL.md","https://raw.githubusercontent.com/jluo41/Tools/029de6ac4057e6eeb8ace06526e51fb7e56e5f29/plugins/haipipe-toolkit/skills/ideation/2_test/haipipe-idea-pressure-test/SKILL.md","https://raw.githubusercontent.com/jluo41/Tools/029de6ac4057e6eeb8ace06526e51fb7e56e5f29/plugins/haipipe-toolkit/skills/ideation/2_test/haipipe-journal-fit/SKILL.md","https://raw.githubusercontent.com/jluo41/Tools/029de6ac4057e6eeb8ace06526e51fb7e56e5f29/plugins/haipipe-toolkit/skills/ideation/2_test/haipipe-novelty-check/SKILL.md","https://api.github.com/repos/jluo41/Tools/git/blobs/5f2936c50fac5d2e342ea6e030b7da2a8efda7eb"],"id":"RWE-6674","relevance":{"id":"RWE-6674","decision":"Core","rationale":"Retain the documented evidence function: Confounding/selection/construct threats, population/exposure/comparator/outcome and estimator planning plus source-specific novelty search records only; generic idea cards and journal-fit planning excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Confounding/selection/construct threats, population/exposure/comparator/outcome and estimator planning plus source-specific novelty search records only; generic idea cards and journal-fit planning excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jluo41/tools","https://github.com/jluo41/Tools/blob/213ec247df46f7cd869f809a419b249ced166e00/plugins/haipipe-toolkit/skills/ideation/haipipe-ideation/SKILL.md","https://raw.githubusercontent.com/jluo41/Tools/029de6ac4057e6eeb8ace06526e51fb7e56e5f29/plugins/haipipe-toolkit/skills/ideation/2_test/haipipe-idea-pressure-test/SKILL.md","https://raw.githubusercontent.com/jluo41/Tools/029de6ac4057e6eeb8ace06526e51fb7e56e5f29/plugins/haipipe-toolkit/skills/ideation/2_test/haipipe-journal-fit/SKILL.md","https://raw.githubusercontent.com/jluo41/Tools/029de6ac4057e6eeb8ace06526e51fb7e56e5f29/plugins/haipipe-toolkit/skills/ideation/2_test/haipipe-novelty-check/SKILL.md","https://api.github.com/repos/jluo41/Tools/git/blobs/5f2936c50fac5d2e342ea6e030b7da2a8efda7eb"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jokull/icelandic-data — landlaeknir","kind":"Skill","category":"Public health & surveillance","summary":"Retrieve and retain Icelandic public-health dashboard response snapshots and a dashboard catalogue for mortality, medication use, health services and infectious-disease exploration.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jokull/icelandic-data","website":"GitHub","packages":".agents/skills/landlaeknir/SKILL.md","workflowFit":["Public health & surveillance"],"capabilities":["Retrieve and retain Icelandic public-health dashboard response snapshots and a dashboard catalogue for mortality, medication use, health services and infectious-disease exploration."],"limitation":"Documentation-level instruction review only. Dynamic Power BI schemas, suppressed small cells, rolling mortality baselines and source-specific coverage prevent treating missing cells as zero or assuming direct cross-time comparability. Dashboard count and retrieval runtime unverified.","url":"https://github.com/jokull/icelandic-data","primarySourceURLs":["https://github.com/jokull/icelandic-data/blob/3c7d3b9649ad6b04edff23177f2993c2add07cb0/.agents/skills/landlaeknir/SKILL.md","https://api.github.com/repos/jokull/icelandic-data/git/blobs/07b76a3f422531c23c9332aebff6c176e98d71ac"],"id":"RWE-6253","relevance":{"id":"RWE-6253","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Retrieve and retain Icelandic public-health dashboard response snapshots and a dashboard catalogue for mortality, medication use, health services and infectious-disease exploration.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jokull/icelandic-data/blob/3c7d3b9649ad6b04edff23177f2993c2add07cb0/.agents/skills/landlaeknir/SKILL.md","https://api.github.com/repos/jokull/icelandic-data/git/blobs/07b76a3f422531c23c9332aebff6c176e98d71ac"],"reviewGroup":"health-product-and-safety-data"}},{"name":"zjunlp/datamind — mimic-iv-patient-analysis","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Explore an authorized MIMIC-IV patient record through documented joins and draft source-grounded research QA pairs across diagnoses, medications, procedures and care trajectories.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zjunlp/datamind","website":"GitHub","packages":"datacope/report_task/skill/checklist/mimic-checklist-skills/mimic-checklist-skill-origin/mimic-iv-patient-analysis/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Explore an authorized MIMIC-IV patient record through documented joins and draft source-grounded research QA pairs across diagnoses, medications, procedures and care trajectories."],"limitation":"QA drafting workflow only; completeness, clinical meaning and answer validity require independent review. Custom prefixed schema and missing-table fallbacks may not match every MIMIC installation; access permissions and privacy controls are prerequisites. No patient data accessed or runtime tested.","url":"https://github.com/zjunlp/datamind","primarySourceURLs":["https://github.com/zjunlp/DataMind/blob/d03c0ab9c6a1af98c2aeff6e1c54b6debbfe1a4b/datacope/report_task/skill/checklist/mimic-checklist-skills/mimic-checklist-skill-origin/mimic-iv-patient-analysis/SKILL.md","https://github.com/consultantQ/wsdm_datacope/blob/7d80270775750ed12327b75766ce88384782961e/report_task/skill/checklist/mimic-checklist-skills/mimic-checklist-skill-origin/mimic-iv-patient-analysis/SKILL.md","https://api.github.com/repos/zjunlp/DataMind/git/blobs/44a22b1f4c8bdac2825dbf6fc1f020cd33645041"],"id":"RWE-6254","relevance":{"id":"RWE-6254","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Explore an authorized MIMIC-IV patient record through documented joins and draft source-grounded research QA pairs across diagnoses, medications, procedures and care trajectories.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zjunlp/DataMind/blob/d03c0ab9c6a1af98c2aeff6e1c54b6debbfe1a4b/datacope/report_task/skill/checklist/mimic-checklist-skills/mimic-checklist-skill-origin/mimic-iv-patient-analysis/SKILL.md","https://github.com/consultantQ/wsdm_datacope/blob/7d80270775750ed12327b75766ce88384782961e/report_task/skill/checklist/mimic-checklist-skills/mimic-checklist-skill-origin/mimic-iv-patient-analysis/SKILL.md","https://api.github.com/repos/zjunlp/DataMind/git/blobs/44a22b1f4c8bdac2825dbf6fc1f020cd33645041"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"agentpmt/agent-skills — global-health-public-health-data","kind":"Skill","category":"RWE Data & Analytics","summary":"Request World Bank health and demographic indicator series through AgentPMT and inspect dated values, units and country metadata.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"agentpmt/agent-skills","website":"GitHub","packages":"skills/global-health-public-health-data/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Request World Bank health and demographic indicator series through AgentPMT and inspect dated values, units and country metadata."],"limitation":"Only indicator retrieval approved. Embedded WHO/SDG target table and meets-target judgments are not validated; notably infant and neonatal mortality thresholds are conflated. Account/wallet access and current schema are required; data gaps and one-to-three-year lag limit comparisons. No paid calls or runtime testing.","url":"https://github.com/agentpmt/agent-skills","primarySourceURLs":["https://github.com/AgentPMT/agent-skills/blob/b3c18134107a35c2de05173d5153181573b4684d/skills/global-health-public-health-data/SKILL.md","https://github.com/AgentPMT/agent-skills/blob/b3683052a84bb1d6df1033fd4d3109b74bed4ee3/skills/global-health-public-health-data/SKILL.md","https://api.github.com/repos/AgentPMT/agent-skills/git/blobs/8ca3bb88e7a2ce77532e2545bc84579ef0d85ebe"],"id":"RWE-6255","relevance":{"id":"RWE-6255","decision":"Core","rationale":"Request World Bank health and demographic indicator series through AgentPMT and inspect dated values, units and country metadata. Clinical data access, normalization, observational health SQL, cohort definitions or explicit population-health indicators support health evidence workflows; no validation or all-component approval follows.","relevanceBasis":"Request World Bank health and demographic indicator series through AgentPMT and inspect dated values, units and country metadata. Limits: Only indicator retrieval approved. Embedded WHO/SDG target table and meets-target judgments are not validated; notably infant and neonatal mortality thresholds are conflated. Account/wallet access and current schema are required; data gaps and one-to-three-year lag limit comparisons. No paid calls or runtime testing.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/AgentPMT/agent-skills/blob/b3c18134107a35c2de05173d5153181573b4684d/skills/global-health-public-health-data/SKILL.md","https://github.com/AgentPMT/agent-skills/blob/b3683052a84bb1d6df1033fd4d3109b74bed4ee3/skills/global-health-public-health-data/SKILL.md","https://api.github.com/repos/AgentPMT/agent-skills/git/blobs/8ca3bb88e7a2ce77532e2545bc84579ef0d85ebe"],"reviewGroup":"clinical-research-data"}},{"name":"satcherinstitute/health-equity-tracker — review","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Review Health Equity Tracker data changes for population/time/geography alignment, source-category consistency, suppression handling and source-methodology attribution.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"satcherinstitute/health-equity-tracker","website":"GitHub","packages":".claude/skills/review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Review Health Equity Tracker data changes for population/time/geography alignment, source-category consistency, suppression handling and source-methodology attribution."],"limitation":"Project-specific checklist only; policy thresholds and grouping rules are not universal statistical standards. Generic code review, communications and accessibility components are outside this scoped approval. No dataset outputs or runtime independently validated. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/satcherinstitute/health-equity-tracker","primarySourceURLs":["https://github.com/SatcherInstitute/health-equity-tracker/blob/56b89bfefdc83eb5e5ee7c0ce2679e159b2c357d/.claude/skills/review/SKILL.md","https://api.github.com/repos/SatcherInstitute/health-equity-tracker/git/blobs/7434c90ca4fddd57ecf64466d6ac23ae8820fa12"],"id":"RWE-6256","relevance":{"id":"RWE-6256","decision":"Core","rationale":"Retain the documented evidence function: Review Health Equity Tracker data changes for population/time/geography alignment, source-category consistency, suppression handling and source-methodology attribution. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Review Health Equity Tracker data changes for population/time/geography alignment, source-category consistency, suppression handling and source-methodology attribution.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/satcherinstitute/health-equity-tracker","https://github.com/SatcherInstitute/health-equity-tracker/blob/56b89bfefdc83eb5e5ee7c0ce2679e159b2c357d/.claude/skills/review/SKILL.md","https://api.github.com/repos/SatcherInstitute/health-equity-tracker/git/blobs/7434c90ca4fddd57ecf64466d6ac23ae8820fa12"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jswest/bartleby — skill","kind":"Skill","category":"RWE Data & Analytics","summary":"Search an ingested document corpus, inspect complete cited chunks, and save findings with stable chunk references and research-run provenance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jswest/bartleby","website":"GitHub","packages":"bartleby/skill/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Search an ingested document corpus, inspect complete cited chunks, and save findings with stable chunk references and research-run provenance."],"limitation":"Corpus-bound retrieval and evidence organization only; existing chunk IDs do not establish entailment or scientific validity. Summary-derived dates, search truncation and incomplete corpus coverage require explicit checking. No runtime or retrieval-quality benchmark performed.","url":"https://github.com/jswest/bartleby","primarySourceURLs":["https://github.com/jswest/bartleby/blob/1e43d9147b3f3fee819d3153288e43a075aca4f3/bartleby/skill/SKILL.md","https://api.github.com/repos/jswest/bartleby/git/blobs/5e8dcd0386449000b86e7a269452f9246723c39e"],"id":"RWE-6257","relevance":{"id":"RWE-6257","decision":"Core","rationale":"Search an ingested document corpus, inspect complete cited chunks, and save findings with stable chunk references and research-run provenance. The selected workflow directly retrieves or organizes scholarly/clinical sources, appraises evidence, or supports health-study reporting; unreviewed methods and confidence claims remain excluded.","relevanceBasis":"Search an ingested document corpus, inspect complete cited chunks, and save findings with stable chunk references and research-run provenance. Limits: Corpus-bound retrieval and evidence organization only; existing chunk IDs do not establish entailment or scientific validity. Summary-derived dates, search truncation and incomplete corpus coverage require explicit checking. No runtime or retrieval-quality benchmark performed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jswest/bartleby/blob/1e43d9147b3f3fee819d3153288e43a075aca4f3/bartleby/skill/SKILL.md","https://api.github.com/repos/jswest/bartleby/git/blobs/5e8dcd0386449000b86e7a269452f9246723c39e"],"reviewGroup":"scholarly-evidence"}},{"name":"medatasci/agent_skills — clinical-statistical-expert, mrrate-medical-workflow-reviewer","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: plugins/agent-skills/skills/clinical-statistical-expert/SKILL.md: Organize source-backed disease research chapters and record source/figure provenance, assumptions and uncertainty relevant to proposed cohort labels or endpoints.; plugins/agent-skills/skills/mrrate-medical-workflow-reviewer/SKILL.md: Review MR-RATE research workflow summaries for cohort/label consistency, leakage, missingness, uncertainty and evaluation questions; produce evidence requests and unresolved-risk records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"medatasci/agent_skills","website":"GitHub","packages":"plugins/agent-skills/skills/clinical-statistical-expert/SKILL.md; plugins/agent-skills/skills/mrrate-medical-workflow-reviewer/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["plugins/agent-skills/skills/clinical-statistical-expert/SKILL.md: Organize source-backed disease research chapters and record source/figure provenance, assumptions and uncertainty relevant to proposed cohort labels or endpoints.","plugins/agent-skills/skills/mrrate-medical-workflow-reviewer/SKILL.md: Review MR-RATE research workflow summaries for cohort/label consistency, leakage, missingness, uncertainty and evaluation questions; produce evidence requests and unresolved-risk records."],"limitation":"clinical-statistical-expert: Only research documentation and design-question organization approved. Image interpretation, diagnosis, extracted clinical labels, disease references, statistical recommendations and publication-readiness scoring are not independently validated. Template conformance does not establish scientific correctness; no runtime or private clinical data access. mrrate-medical-workflow-reviewer: Checklist guidance only, not clinical validation or diagnosis. MR-RATE source-specific commands, label correctness and model performance remain unverified; no raw patient data, downloads or inference performed.","url":"https://github.com/medatasci/agent_skills","primarySourceURLs":["https://github.com/medatasci/agent_skills/blob/ae5087d837ee34126aecbfaf3f8bf06082682f62/plugins/agent-skills/skills/clinical-statistical-expert/SKILL.md","https://github.com/medatasci/agent_skills/blob/ae5087d837ee34126aecbfaf3f8bf06082682f62/skills/clinical-statistical-expert/SKILL.md","https://github.com/medatasci/agent_skills/blob/ae5087d837ee34126aecbfaf3f8bf06082682f62/plugins/agent-skills/skills/mrrate-medical-workflow-reviewer/SKILL.md","https://github.com/medatasci/agent_skills/blob/ae5087d837ee34126aecbfaf3f8bf06082682f62/skills/mrrate-medical-workflow-reviewer/SKILL.md","https://api.github.com/repos/medatasci/agent_skills/git/blobs/bfa39d2fe2f07540c41996df3728cc9045f7943c"],"id":"RWE-6258","relevance":{"id":"RWE-6258","decision":"Core","rationale":"Retain the documented evidence function: Cohort/label consistency, leakage and missingness review questions only; disease chapter writing and image interpretation excluded. 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No scientific design choices may be inferred from missing metadata.","url":"https://github.com/zerostwo/shennong-os","primarySourceURLs":["https://github.com/zerostwo/shennong-os/blob/34b411fb19c4dfc7203ad13154735ab892897cd1/skills/initialize-biomedical-project/SKILL.md","https://api.github.com/repos/zerostwo/shennong-os/git/blobs/f716aa366a303ead91426c1c674574cae1b0dd47"],"id":"RWE-6259","relevance":{"id":"RWE-6259","decision":"Core","rationale":"Initialize a biomedical analysis plan with explicit cohort/design identifiers, raw-input preservation, environment/random-seed records and unresolved-assumption tracking. The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. Only explicitly described method components are Core, including survival rather than the broader molecular catalogue where applicable.","relevanceBasis":"Initialize a biomedical analysis plan with explicit cohort/design identifiers, raw-input preservation, environment/random-seed records and unresolved-assumption tracking. Limits: Planning and provenance guidance only; analysis correctness and plan.propose runtime contract not independently tested. No scientific design choices may be inferred from missing metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zerostwo/shennong-os/blob/34b411fb19c4dfc7203ad13154735ab892897cd1/skills/initialize-biomedical-project/SKILL.md","https://api.github.com/repos/zerostwo/shennong-os/git/blobs/f716aa366a303ead91426c1c674574cae1b0dd47"],"reviewGroup":"statistical-method"}},{"name":"zerostwo/shennong-db — shennong-db","kind":"Skill","category":"RWE Data & Analytics","summary":"Discover and inspect ShennongDB biomedical resources, resolve gene identifiers and request only declared expression/survival operations with project context and provenance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zerostwo/shennong-db","website":"GitHub","packages":".agents/skills/shennong-db/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Discover and inspect ShennongDB biomedical resources, resolve gene identifiers and request only declared expression/survival operations with project context and provenance."],"limitation":"Interface guidance only; downstream analysis validity, resource availability, authorization configuration and normalization compatibility require separate verification. Resource presence does not establish analysis readiness. No runtime or private data access.","url":"https://github.com/zerostwo/shennong-db","primarySourceURLs":["https://github.com/zerostwo/shennong-db/blob/c8f79b220aa482809c9062de020ee21cba4c5f4f/.agents/skills/shennong-db/SKILL.md","https://api.github.com/repos/zerostwo/shennong-db/git/blobs/1158c00eb74368246a0218066859621b24095ea5"],"id":"RWE-6260","relevance":{"id":"RWE-6260","decision":"Core","rationale":"Discover and inspect ShennongDB biomedical resources, resolve gene identifiers and request only declared expression/survival operations with project context and…. The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. 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No runtime or private data access.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zerostwo/shennong-db/blob/c8f79b220aa482809c9062de020ee21cba4c5f4f/.agents/skills/shennong-db/SKILL.md","https://api.github.com/repos/zerostwo/shennong-db/git/blobs/1158c00eb74368246a0218066859621b24095ea5"],"reviewGroup":"statistical-method"}},{"name":"ever-works/orgs — clinical-data-analysis, peer-review","kind":"Skill collection","category":"Literature & Evidence Synthesis","summary":"Reviewed components: companies/helix-research-institute/skills/clinical-data-analysis/SKILL.md: Draft a clinical-data analysis brief specifying cohort flow, index date, missing-data approach, time-to-event handling, model assumptions and uncertainty reporting.; companies/helix-research-institute/skills/peer-review/SKILL.md: Scientific peer-review checklist outputs located claim-evidence objections, bias checks and reproducibility questions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ever-works/orgs","website":"GitHub","packages":"companies/helix-research-institute/skills/clinical-data-analysis/SKILL.md; companies/helix-research-institute/skills/peer-review/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["companies/helix-research-institute/skills/clinical-data-analysis/SKILL.md: Draft a clinical-data analysis brief specifying cohort flow, index date, missing-data approach, time-to-event handling, model assumptions and uncertainty reporting.","companies/helix-research-institute/skills/peer-review/SKILL.md: Scientific peer-review checklist outputs located claim-evidence objections, bias checks and reproducibility questions."],"limitation":"clinical-data-analysis: Methodological planning checklist only; no implemented estimator or validated analysis. Specific missingness, confounding, censoring and model assumptions must be justified for each dataset; no patient data or runtime tested. peer-review: Instruction workflow only; rejection/acceptance recommendation is not validated scientific assessment.","url":"https://github.com/ever-works/orgs","primarySourceURLs":["https://github.com/ever-works/orgs/blob/d24467c4ebac7197cfa10e4a99ca4d82500216ed/companies/helix-research-institute/skills/clinical-data-analysis/SKILL.md","https://github.com/ever-works/orgs/blob/d24467c4ebac7197cfa10e4a99ca4d82500216ed/companies/helix-research-institute/skills/peer-review/SKILL.md","https://api.github.com/repos/ever-works/orgs/git/blobs/7166fae645b4c813e95747332cc38d1aa97aa63c","https://api.github.com/repos/ever-works/orgs/git/blobs/3076e12027442c8e11f42d29fc4dba66cbc481da"],"id":"RWE-6262","relevance":{"id":"RWE-6262","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: companies/helix-research-institute/skills/clinical-data-analysis/SKILL.md: Draft a clinical-data analysis brief specifying cohort flow, index date, missing-data approach, time-to-event handling, model assumptions and uncertainty reporting.; companies/helix-research-institute/skills/peer-review/SKILL.md: Scientific peer-review checklist outputs located claim-evidence objections, bias checks and reproducibility questions. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: companies/helix-research-institute/skills/clinical-data-analysis/SKILL.md: Draft a clinical-data analysis brief specifying cohort flow, index date, missing-data approach, time-to-event handling, model assumptions and uncertainty reporting.; companies/helix-research-institute/skills/peer-review/SKILL.md: Scientific peer-review checklist outputs located claim-evidence objections, bias checks and reproducibility questions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ever-works/orgs","https://github.com/ever-works/orgs/blob/d24467c4ebac7197cfa10e4a99ca4d82500216ed/companies/helix-research-institute/skills/clinical-data-analysis/SKILL.md","https://github.com/ever-works/orgs/blob/d24467c4ebac7197cfa10e4a99ca4d82500216ed/companies/helix-research-institute/skills/peer-review/SKILL.md","https://api.github.com/repos/ever-works/orgs/git/blobs/7166fae645b4c813e95747332cc38d1aa97aa63c","https://api.github.com/repos/ever-works/orgs/git/blobs/3076e12027442c8e11f42d29fc4dba66cbc481da"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wangyouan/codex-personal-kit — stata-regression-workflow","kind":"Skill","category":"RWE Data & Analytics","summary":"Document and reproduce empirical Stata regression workflows with merge/missing-value checks, estimator settings, sample restrictions and cross-software result provenance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wangyouan/codex-personal-kit","website":"GitHub","packages":"skills/stata-regression-workflow/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Document and reproduce empirical Stata regression workflows with merge/missing-value checks, estimator settings, sample restrictions and cross-software result provenance."],"limitation":"Workflow guidance only; numerical equivalence, identification assumptions and estimator-specific finite-sample corrections must be checked. A two-way fixed-effects coefficient is not automatically causal; no Stata or other runtime executed.","url":"https://github.com/wangyouan/codex-personal-kit","primarySourceURLs":["https://github.com/wangyouan/codex-personal-kit/blob/d1c4a5d8531cae9ab2c7fb624d113debcb241868/skills/stata-regression-workflow/SKILL.md","https://api.github.com/repos/wangyouan/codex-personal-kit/git/blobs/6cbe7722ac5dc472b1b96a8689befc17a66e053c"],"id":"RWE-6264","relevance":{"id":"RWE-6264","decision":"Core","rationale":"Document and reproduce empirical Stata regression workflows with merge/missing-value checks, estimator settings, sample restrictions and cross-software result provenance. The actual statistical, survival, causal, meta-analytic, qualitative, study-design or health-utilization method supports RWE/evidence generation. Only explicitly described method components are Core, including survival rather than the broader molecular catalogue where applicable.","relevanceBasis":"Document and reproduce empirical Stata regression workflows with merge/missing-value checks, estimator settings, sample restrictions and cross-software result provenance. Limits: Workflow guidance only; numerical equivalence, identification assumptions and estimator-specific finite-sample corrections must be checked. A two-way fixed-effects coefficient is not automatically causal; no Stata or other runtime executed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wangyouan/codex-personal-kit/blob/d1c4a5d8531cae9ab2c7fb624d113debcb241868/skills/stata-regression-workflow/SKILL.md","https://api.github.com/repos/wangyouan/codex-personal-kit/git/blobs/6cbe7722ac5dc472b1b96a8689befc17a66e053c"],"reviewGroup":"statistical-method"}},{"name":"diekunstderfug/skills — same-method-new-cohort","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Adapt a previously reviewed R research workflow to a new cohort while documenting intentional changes, preserving source methods and checking target-specific identifiers, missingness and outputs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"diekunstderfug/skills","website":"GitHub","packages":"research/same-method-new-cohort/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Adapt a previously reviewed R research workflow to a new cohort while documenting intentional changes, preserving source methods and checking target-specific identifiers, missingness and outputs."],"limitation":"Migration and provenance guidance only; prior review does not establish validity for the new cohort. Scientific applicability, calibration and missing-feature assumptions still need review; no execution performed.","url":"https://github.com/diekunstderfug/skills","primarySourceURLs":["https://github.com/Diekunstderfug/skills/blob/6b1b7c472202326050859abf2884314e75b60db6/research/same-method-new-cohort/SKILL.md","https://github.com/Diekunstderfug/skills/blob/d0f152b9d8c002ddea56cc9800f970f6c9069320/research/same-method-new-cohort/SKILL.md","https://github.com/Diekunstderfug/skills/blob/a3c71af18577dc74fdf0f1db78bc330a0ffe373f/research/same-method-new-cohort/SKILL.md","https://api.github.com/repos/Diekunstderfug/skills/git/blobs/ac3a002ae8acdf44e5ada13fdb015f749877178f"],"id":"RWE-6267","relevance":{"id":"RWE-6267","decision":"Core","rationale":"Retain the documented evidence function: Adapt a previously reviewed R research workflow to a new cohort while documenting intentional changes, preserving source methods and checking target-specific identifiers, missingness and outputs. 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Propstore helper runtime and extracted assumptions untested.","url":"https://github.com/ctoth/research-papers-plugin","primarySourceURLs":["https://github.com/ctoth/research-papers-plugin/blob/00ca9ce21d3330bef4b88d3f18803621a0b7725d/plugins/research-papers/skills/author-context/SKILL.md","https://api.github.com/repos/ctoth/research-papers-plugin/git/blobs/6f7c82f91f17afb52603776f693090cf49e6c5e6"],"id":"RWE-6268","relevance":{"id":"RWE-6268","decision":"Core","rationale":"Retain the documented evidence function: Record a paper's population, intervention, follow-up, design assumptions and perspective as a named context linked to extracted claims. 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Weighted30/25/20/15/10 confidence index is unsupported calibration; meta-analysis and automatic claim confidence updates are not approved.","url":"https://github.com/badmarsh/posterapp","primarySourceURLs":["https://github.com/badmarsh/PosterApp/blob/30dbc0adba4d749a4713860dde4151d605c24283/skills/custom/posterapp-literature-sentinel/SKILL.md","https://api.github.com/repos/badmarsh/PosterApp/git/blobs/1d0bc7a5e1a6fa626925ef9aa2159d4b726fede4"],"id":"RWE-6273","relevance":{"id":"RWE-6273","decision":"Core","rationale":"Retain the documented evidence function: Poster literature sentinel extracts card claims and runs affirmative/negative arXiv/Semantic Scholar source sweeps with retained evidence. 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Domain judgments require methodological review. risk-of-bias-rob2: Documentation template only; simplified worst-domain overall rule is not the full RoB2 algorithm and is excluded from approval.","url":"https://github.com/mahirkurt/metaanaliz","primarySourceURLs":["https://github.com/mahirkurt/metaanaliz/blob/b7b7becf5a9baf1e3b1fba3ae92d949e954a568b/skills/grade-sof/SKILL.md","https://github.com/mahirkurt/metaanaliz/blob/b7b7becf5a9baf1e3b1fba3ae92d949e954a568b/skills/risk-of-bias-robins-i/SKILL.md","https://github.com/mahirkurt/metaanaliz/blob/b7b7becf5a9baf1e3b1fba3ae92d949e954a568b/skills/risk-of-bias-rob2/SKILL.md","https://api.github.com/repos/mahirkurt/metaanaliz/git/blobs/f40aeb11c443641188cc63ff40087f4375a4f3d5","https://api.github.com/repos/mahirkurt/metaanaliz/git/blobs/929451aa52548a13f1134ce0249a6a549bf62053"],"id":"RWE-6275","relevance":{"id":"RWE-6275","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. 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Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research-methodology instruction defines answerable questions, primary-result verification, bidirectional citation chasing and reproducibility logs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/codehalwell/fable-skills","https://github.com/CodeHalwell/fable-skills/blob/1a4cef570a65c98fcac0e3ab22363b1ea6285f90/skills/research-methodology/SKILL.md","https://api.github.com/repos/CodeHalwell/fable-skills/git/blobs/d890de9f9575b63358a7d60dbdc7c517579916de"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"alaa-gnt/anonymisation-proarchive — experiment-design","kind":"Skill","category":"RWE Data & Analytics","summary":"Experimental planning template records hypotheses, units, intervention/control arms and preregistered analysis artifacts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alaa-gnt/anonymisation-proarchive","website":"GitHub","packages":".opencode/skills/experiment-design/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Experimental planning template records hypotheses, units, intervention/control arms and preregistered analysis artifacts."],"limitation":"Planning artifacts only. Text incorrectly treats p<0.05 as proving an effect is real; no statistical decision rules or validity claims approved.","url":"https://github.com/alaa-gnt/anonymisation-proarchive","primarySourceURLs":["https://github.com/alaa-gnt/anonymisation-ProArchive/blob/c60db3148c7a3c2e50d909e60374c521fcde928f/.opencode/skills/experiment-design/SKILL.md","https://github.com/alaa-gnt/opencode-config/blob/b72d8acf5922ed4ed007e920439ca0f55ff1a365/.opencode/skills/experiment-design/SKILL.md","https://github.com/alaa-gnt/Majesty-perso/blob/639e80c5cdfeae7946e0cec3d0c6f1fbbf5a4fa2/S-NOC-complaints-segmentaion/.opencode/skills/experiment-design/SKILL.md","https://api.github.com/repos/alaa-gnt/anonymisation-ProArchive/git/blobs/90b1b91e6d5974445f98d5862dcbc01e36c8eaa1"],"id":"RWE-6284","relevance":{"id":"RWE-6284","decision":"Core","rationale":"Experimental planning template records hypotheses, units, intervention/control arms and preregistered analysis artifacts. The actual experimental, meta-analytic, Bayesian, survey, survival, spatial-epidemiologic or health-data analysis method is explicitly relevant, subject to the recorded inferential limits.","relevanceBasis":"Experimental planning template records hypotheses, units, intervention/control arms and preregistered analysis artifacts. Limits: Planning artifacts only. Text incorrectly treats p<0.05 as proving an effect is real; no statistical decision rules or validity claims approved.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alaa-gnt/anonymisation-ProArchive/blob/c60db3148c7a3c2e50d909e60374c521fcde928f/.opencode/skills/experiment-design/SKILL.md","https://github.com/alaa-gnt/opencode-config/blob/b72d8acf5922ed4ed007e920439ca0f55ff1a365/.opencode/skills/experiment-design/SKILL.md","https://github.com/alaa-gnt/Majesty-perso/blob/639e80c5cdfeae7946e0cec3d0c6f1fbbf5a4fa2/S-NOC-complaints-segmentaion/.opencode/skills/experiment-design/SKILL.md","https://api.github.com/repos/alaa-gnt/anonymisation-ProArchive/git/blobs/90b1b91e6d5974445f98d5862dcbc01e36c8eaa1"],"reviewGroup":"statistical-method"}},{"name":"choxos/bayesianagent — meta-analysis","kind":"Skill","category":"RWE Data & Analytics","summary":"Selected fixed/random-effects normal-likelihood meta-analysis templates in Stan/JAGS accept study estimates and standard errors.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"choxos/bayesianagent","website":"GitHub","packages":"plugins/bayesian-modeling/skills/meta-analysis/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Selected fixed/random-effects normal-likelihood meta-analysis templates in Stan/JAGS accept study estimates and standard errors."],"limitation":"Only fixed/random-effects template sections reviewed. Priors and compatibility need statistical checking; NMA and selection/publication-bias models outside this approval.","url":"https://github.com/choxos/bayesianagent","primarySourceURLs":["https://github.com/choxos/BayesianAgent/blob/4ebc0b01648eafacf9b3a3582b61af678cd5b532/plugins/bayesian-modeling/skills/meta-analysis/SKILL.md","https://api.github.com/repos/choxos/BayesianAgent/git/blobs/153c148688f11b49ce6c6636e07d1954acb7564d"],"id":"RWE-6285","relevance":{"id":"RWE-6285","decision":"Core","rationale":"Selected fixed/random-effects normal-likelihood meta-analysis templates in Stan/JAGS accept study estimates and standard errors. The actual experimental, meta-analytic, Bayesian, survey, survival, spatial-epidemiologic or health-data analysis method is explicitly relevant, subject to the recorded inferential limits.","relevanceBasis":"Selected fixed/random-effects normal-likelihood meta-analysis templates in Stan/JAGS accept study estimates and standard errors. Limits: Only fixed/random-effects template sections reviewed. Priors and compatibility need statistical checking; NMA and selection/publication-bias models outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/choxos/BayesianAgent/blob/4ebc0b01648eafacf9b3a3582b61af678cd5b532/plugins/bayesian-modeling/skills/meta-analysis/SKILL.md","https://api.github.com/repos/choxos/BayesianAgent/git/blobs/153c148688f11b49ce6c6636e07d1954acb7564d"],"reviewGroup":"statistical-method"}},{"name":"xufengduan/huangdi_claw — r-stats","kind":"Skill","category":"Trials & Study Design","summary":"Selected prospective R power-analysis templates use pwr for declared test families and effect-size inputs.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xufengduan/huangdi_claw","website":"GitHub","packages":"workspaces/liubu/xingbu/skills/r-stats/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Selected prospective R power-analysis templates use pwr for declared test families and effect-size inputs."],"limitation":"Only power-template section; user must justify effects/design assumptions. Data-cleaning cutoffs, broader estimators/SEM/meta-analysis and automated APA conclusions outside approval.","url":"https://github.com/xufengduan/huangdi_claw","primarySourceURLs":["https://github.com/xufengduan/Huangdi_claw/blob/843906bb37a54aa8de395154565a3f8cd1deecc3/workspaces/liubu/xingbu/skills/r-stats/SKILL.md","https://api.github.com/repos/xufengduan/Huangdi_claw/git/blobs/37bda9da26be4e29b0c9472e091739c1ef1eadbd"],"id":"RWE-6286","relevance":{"id":"RWE-6286","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Selected prospective R power-analysis templates use pwr for declared test families and effect-size inputs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xufengduan/Huangdi_claw/blob/843906bb37a54aa8de395154565a3f8cd1deecc3/workspaces/liubu/xingbu/skills/r-stats/SKILL.md","https://api.github.com/repos/xufengduan/Huangdi_claw/git/blobs/37bda9da26be4e29b0c9472e091739c1ef1eadbd"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"cognitus-lab/axim-skills — scientific-research-mode","kind":"Skill","category":"RWE Data & Analytics","summary":"Scientific research-mode instruction preserves query/eligibility provenance, preregistration, artifact logs and source-linked claim limits.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cognitus-lab/axim-skills","website":"GitHub","packages":"plugins/scientific-research-mode/skills/scientific-research-mode/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Scientific research-mode instruction preserves query/eligibility provenance, preregistration, artifact logs and source-linked claim limits."],"limitation":"Root workflow only; specialized HCI instruments, governance/consent and statistical branches not blanket validated.","url":"https://github.com/cognitus-lab/axim-skills","primarySourceURLs":["https://github.com/Cognitus-Lab/Axim-Skills/blob/27c2576f1f399838fb84fe76c7c5192753af88a7/plugins/scientific-research-mode/skills/scientific-research-mode/SKILL.md","https://api.github.com/repos/Cognitus-Lab/Axim-Skills/git/blobs/4fda0ccf03a89ad1291d2fb1d5a2a903e2d90791"],"id":"RWE-6287","relevance":{"id":"RWE-6287","decision":"Core","rationale":"Scientific research-mode instruction preserves query/eligibility provenance, preregistration, artifact logs and source-linked claim limits. The selected source-provenance, evidence-appraisal, retrieval-query or bias-diagnostic function is a concrete evidence-method support; heuristic judgments are not validity certification.","relevanceBasis":"Scientific research-mode instruction preserves query/eligibility provenance, preregistration, artifact logs and source-linked claim limits. Limits: Root workflow only; specialized HCI instruments, governance/consent and statistical branches not blanket validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Cognitus-Lab/Axim-Skills/blob/27c2576f1f399838fb84fe76c7c5192753af88a7/plugins/scientific-research-mode/skills/scientific-research-mode/SKILL.md","https://api.github.com/repos/Cognitus-Lab/Axim-Skills/git/blobs/4fda0ccf03a89ad1291d2fb1d5a2a903e2d90791"],"reviewGroup":"evidence-appraisal"}},{"name":"xylix/dotfiles — paper-review-SKILL","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Single-paper appraisal workflow maps supported claims, measurement/internal validity, alternative explanations and reproducibility questions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xylix/dotfiles","website":"GitHub","packages":"llms/skills/paper-review-SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Single-paper appraisal workflow maps supported claims, measurement/internal validity, alternative explanations and reproducibility questions."],"limitation":"Editorial judgment only; optional scores not validated evidence grades, and review-time estimates are not completeness guarantees.","url":"https://github.com/xylix/dotfiles","primarySourceURLs":["https://github.com/xylix/dotfiles/blob/091ab4f30e727b885d1e03ea7940a682ada72323/llms/skills/paper-review-SKILL.md","https://api.github.com/repos/xylix/dotfiles/git/blobs/e93d766b4b2114981faae153f732c7df393e3539"],"id":"RWE-6288","relevance":{"id":"RWE-6288","decision":"Core","rationale":"Retain the documented evidence function: Single-paper appraisal workflow maps supported claims, measurement/internal validity, alternative explanations and reproducibility questions. 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No runtime test or approval of every test-family shortcut. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/rocklambros/rcs","primarySourceURLs":["https://github.com/rocklambros/rcs/blob/6942cdae78a5a4ae558c61a11f06e96ae225d6f5/skills/ml-datasci/running-power-analysis/SKILL.md","https://api.github.com/repos/rocklambros/rcs/git/blobs/05ffd5e902eadfacaf09594f2a49978a606ff8e1"],"id":"RWE-6289","relevance":{"id":"RWE-6289","decision":"Core","rationale":"Prospective power workflow accepts user-justified test/effect assumptions and records calculation code plus sensitivity tables. The actual experimental, meta-analytic, Bayesian, survey, survival, spatial-epidemiologic or health-data analysis method is explicitly relevant, subject to the recorded inferential limits.","relevanceBasis":"Prospective power workflow accepts user-justified test/effect assumptions and records calculation code plus sensitivity tables. Limits: Narrow supplied-effect planning only; pilot-percentile rule is questionable and excluded. No runtime test or approval of every test-family shortcut. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rocklambros/rcs/blob/6942cdae78a5a4ae558c61a11f06e96ae225d6f5/skills/ml-datasci/running-power-analysis/SKILL.md","https://api.github.com/repos/rocklambros/rcs/git/blobs/05ffd5e902eadfacaf09594f2a49978a606ff8e1"],"reviewGroup":"statistical-method"}},{"name":"liyuanbo1024/ft50-empirical-writing — root skill","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Empirical manuscript planning documents identification assumptions, equations, source/sample construction and robustness-reporting artifacts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"liyuanbo1024/ft50-empirical-writing","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Empirical manuscript planning documents identification assumptions, equations, source/sample construction and robustness-reporting artifacts."],"limitation":"Writing/design documentation only. No blanket approval of causal estimators, matching/bootstrap advice, mediation inference or journal acceptance claims.","url":"https://github.com/liyuanbo1024/ft50-empirical-writing","primarySourceURLs":["https://github.com/liyuanbo1024/ft50-empirical-writing/blob/343d78d416b1121ea6d8da3b6e6fa93339906f61/SKILL.md","https://api.github.com/repos/liyuanbo1024/ft50-empirical-writing/git/blobs/6a0171b2a2a05df883be5bf6f4366090b0feb54b"],"id":"RWE-6290","relevance":{"id":"RWE-6290","decision":"Core","rationale":"Retain the documented evidence function: Empirical manuscript planning documents identification assumptions, equations, source/sample construction and robustness-reporting artifacts. 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Convergence does not establish model adequacy or causal identification.","url":"https://github.com/jackwzt/eam-modeling-skill","primarySourceURLs":["https://github.com/jackwzt/eam-modeling-skill/blob/b52c17e3a6c11c9be42034b108e0530604758b2a/eam-modeling/SKILL.md","https://api.github.com/repos/jackwzt/eam-modeling-skill/git/blobs/84a57cd739766f28b2c4c624df835714e5e7c43a"],"id":"RWE-6351","relevance":{"id":"RWE-6351","decision":"Core","rationale":"Plan cognitive-model data coding, prior-predictive checks, recovery and calibration diagnostics, posterior-predictive checks and reproducible analysis exports. The actual experimental, meta-analytic, Bayesian, survey, survival, spatial-epidemiologic or health-data analysis method is explicitly relevant, subject to the recorded inferential limits.","relevanceBasis":"Plan cognitive-model data coding, prior-predictive checks, recovery and calibration diagnostics, posterior-predictive checks and reproducible analysis exports. Limits: Documentation-level teaching and analysis guidance; referenced estimators, packages and simulator coverage were not executed or validated. Convergence does not establish model adequacy or causal identification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackwzt/eam-modeling-skill/blob/b52c17e3a6c11c9be42034b108e0530604758b2a/eam-modeling/SKILL.md","https://api.github.com/repos/jackwzt/eam-modeling-skill/git/blobs/84a57cd739766f28b2c4c624df835714e5e7c43a"],"reviewGroup":"statistical-method"}},{"name":"lancegui/causal-powers — predictive-modeling","kind":"Skill","category":"RWE Data & Analytics","summary":"Document prediction time, feature availability, label regime, temporal/grouped evaluation splits, calibration requirements and decision-linked baselines before predictive analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lancegui/causal-powers","website":"GitHub","packages":"skills/predictive-modeling/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Document prediction time, feature availability, label regime, temporal/grouped evaluation splits, calibration requirements and decision-linked baselines before predictive analysis."],"limitation":"Instruction guidance also uses commercial examples; approval is limited to research prediction-evaluation planning. Metrics do not establish clinical utility, causal effects or performance beyond the labeled population; no model was tested.","url":"https://github.com/lancegui/causal-powers","primarySourceURLs":["https://github.com/lancegui/causal-powers/blob/9b36794fa65b756174f0c995a199e8a474634aae/skills/predictive-modeling/SKILL.md","https://api.github.com/repos/lancegui/causal-powers/git/blobs/3d994afc701531a685bc04724da4ee7c735a49f2"],"id":"RWE-6352","relevance":{"id":"RWE-6352","decision":"Core","rationale":"Document prediction time, feature availability, label regime, temporal/grouped evaluation splits, calibration requirements and decision-linked baselines before…. The actual experimental, meta-analytic, Bayesian, survey, survival, spatial-epidemiologic or health-data analysis method is explicitly relevant, subject to the recorded inferential limits.","relevanceBasis":"Document prediction time, feature availability, label regime, temporal/grouped evaluation splits, calibration requirements and decision-linked baselines before predictive analysis. Limits: Instruction guidance also uses commercial examples; approval is limited to research prediction-evaluation planning. Metrics do not establish clinical utility, causal effects or performance beyond the labeled population; no model was tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lancegui/causal-powers/blob/9b36794fa65b756174f0c995a199e8a474634aae/skills/predictive-modeling/SKILL.md","https://api.github.com/repos/lancegui/causal-powers/git/blobs/3d994afc701531a685bc04724da4ee7c735a49f2"],"reviewGroup":"statistical-method"}},{"name":"pymc-labs/pathmc — pathmc","kind":"Skill","category":"RWE Data & Analytics","summary":"Guide observed-variable path-model specification, graph introspection, prior-predictive checks, fitting and documented intervention/effect queries in PathMC.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pymc-labs/pathmc","website":"GitHub","packages":"pathmc/skills/pathmc/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide observed-variable path-model specification, graph introspection, prior-predictive checks, fitting and documented intervention/effect queries in PathMC."],"limitation":"Documentation review only; no estimator, identification claim or calibrated refutation claim was validated. Latent measurement models and several categorical/multilevel effect cases are explicitly outside the documented automatic workflow.","url":"https://github.com/pymc-labs/pathmc","primarySourceURLs":["https://github.com/pymc-labs/pathmc/blob/61275b3d4a9d9c3ad81df51746cf821ab5d2cb01/pathmc/skills/pathmc/SKILL.md","https://api.github.com/repos/pymc-labs/pathmc/git/blobs/e5f58c1bda9dea6860b920e017bc9cf1885d579e"],"id":"RWE-6353","relevance":{"id":"RWE-6353","decision":"Core","rationale":"Guide observed-variable path-model specification, graph introspection, prior-predictive checks, fitting and documented intervention/effect queries in PathMC. The actual experimental, meta-analytic, Bayesian, survey, survival, spatial-epidemiologic or health-data analysis method is explicitly relevant, subject to the recorded inferential limits.","relevanceBasis":"Guide observed-variable path-model specification, graph introspection, prior-predictive checks, fitting and documented intervention/effect queries in PathMC. Limits: Documentation review only; no estimator, identification claim or calibrated refutation claim was validated. Latent measurement models and several categorical/multilevel effect cases are explicitly outside the documented automatic workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pymc-labs/pathmc/blob/61275b3d4a9d9c3ad81df51746cf821ab5d2cb01/pathmc/skills/pathmc/SKILL.md","https://api.github.com/repos/pymc-labs/pathmc/git/blobs/e5f58c1bda9dea6860b920e017bc9cf1885d579e"],"reviewGroup":"statistical-method"}},{"name":"cgmoreh/bayes-workflow-r — bayes-workflow-r","kind":"Skill","category":"RWE Data & Analytics","summary":"Plan R Bayesian modeling iterations with prior/posterior predictive checks, computational diagnostics, model-comparison caveats and recorded model changes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cgmoreh/bayes-workflow-r","website":"GitHub","packages":"skills/bayes-workflow-r/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Plan R Bayesian modeling iterations with prior/posterior predictive checks, computational diagnostics, model-comparison caveats and recorded model changes."],"limitation":"Reviewed the main routing instruction and workflow gates only; linked detailed reference files and bundled scripts are not separately approved or executed. Diagnostic thresholds are screening guidance, not proof of model adequacy or causal validity.","url":"https://github.com/cgmoreh/bayes-workflow-r","primarySourceURLs":["https://github.com/CGMoreh/bayes-workflow-r/blob/a8f617b39a0fef2042877c8c940e957e8e781fe5/skills/bayes-workflow-r/SKILL.md","https://api.github.com/repos/CGMoreh/bayes-workflow-r/git/blobs/bad3535abb5dcdda996631dd927ce9b00de68283"],"id":"RWE-6354","relevance":{"id":"RWE-6354","decision":"Core","rationale":"Plan R Bayesian modeling iterations with prior/posterior predictive checks, computational diagnostics, model-comparison caveats and recorded model changes. The actual experimental, meta-analytic, Bayesian, survey, survival, spatial-epidemiologic or health-data analysis method is explicitly relevant, subject to the recorded inferential limits.","relevanceBasis":"Plan R Bayesian modeling iterations with prior/posterior predictive checks, computational diagnostics, model-comparison caveats and recorded model changes. Limits: Reviewed the main routing instruction and workflow gates only; linked detailed reference files and bundled scripts are not separately approved or executed. Diagnostic thresholds are screening guidance, not proof of model adequacy or causal validity.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/CGMoreh/bayes-workflow-r/blob/a8f617b39a0fef2042877c8c940e957e8e781fe5/skills/bayes-workflow-r/SKILL.md","https://api.github.com/repos/CGMoreh/bayes-workflow-r/git/blobs/bad3535abb5dcdda996631dd927ce9b00de68283"],"reviewGroup":"statistical-method"}},{"name":"sequoia-port/codes — snomed-codes","kind":"Skill","category":"OMOP & terminology","summary":"Search SNOMED concepts and retrieve identifiers, preferred terms, active status and documented cross-map fields through Sequoia Codes.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sequoia-port/codes","website":"GitHub","packages":"skills/snomed-codes/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["Search SNOMED concepts and retrieve identifiers, preferred terms, active status and documented cross-map fields through Sequoia Codes."],"limitation":"Documentation-level interface review; authentication, current terminology release and mapping correctness were not tested. Search similarity is not clinical equivalence.","url":"https://github.com/sequoia-port/codes","primarySourceURLs":["https://github.com/Sequoia-Port/codes/blob/d1f75921e3952b3507b8d372a718407ecc5097ec/skills/snomed-codes/SKILL.md","https://api.github.com/repos/Sequoia-Port/codes/git/blobs/452ad693e61f277141f3f399af1c7bcf7fdb37dd"],"id":"RWE-6357","relevance":{"id":"RWE-6357","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Search SNOMED concepts and retrieve identifiers, preferred terms, active status and documented cross-map fields through Sequoia Codes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Sequoia-Port/codes/blob/d1f75921e3952b3507b8d372a718407ecc5097ec/skills/snomed-codes/SKILL.md","https://api.github.com/repos/Sequoia-Port/codes/git/blobs/452ad693e61f277141f3f399af1c7bcf7fdb37dd"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"chrishuffman5/awscliskills — comprehendmedical","kind":"Skill","category":"RWE Data & Analytics","summary":"Guide clinical-text entity extraction and code-inference calls, and plan batch extraction inputs, output storage and job-status checks using AWS Comprehend Medical CLI.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chrishuffman5/awscliskills","website":"GitHub","packages":"skills/aws-cli/comprehendmedical/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide clinical-text entity extraction and code-inference calls, and plan batch extraction inputs, output storage and job-status checks using AWS Comprehend Medical CLI."],"limitation":"Third-party command guidance only, not AWS-authored skill or tested service integration. PHI detection does not establish complete de-identification; no compliance or extraction-accuracy claim is approved.","url":"https://github.com/chrishuffman5/awscliskills","primarySourceURLs":["https://github.com/chrishuffman5/awscliskills/blob/ddab56be22be966ed9ba1b4b831526f95e3c801b/skills/aws-cli/comprehendmedical/SKILL.md","https://github.com/chrishuffman5/powershell/blob/012b4163c3fd9004581e650774ec0424b14e6dac/.codex/skills/aws-cli/comprehendmedical/SKILL.md","https://api.github.com/repos/chrishuffman5/awscliskills/git/blobs/2a6e12fd727d5cbbfa2d2c10fd33cbf4d0baf83d"],"id":"RWE-6358","relevance":{"id":"RWE-6358","decision":"Core","rationale":"Guide clinical-text entity extraction and code-inference calls, and plan batch extraction inputs, output storage and job-status checks using AWS Comprehend Medical CLI. Clinical text extraction or concept normalization directly supports preparation and retrieval of health evidence data; accuracy and privacy remain unvalidated.","relevanceBasis":"Guide clinical-text entity extraction and code-inference calls, and plan batch extraction inputs, output storage and job-status checks using AWS Comprehend Medical CLI. Limits: Third-party command guidance only, not AWS-authored skill or tested service integration. PHI detection does not establish complete de-identification; no compliance or extraction-accuracy claim is approved.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chrishuffman5/awscliskills/blob/ddab56be22be966ed9ba1b4b831526f95e3c801b/skills/aws-cli/comprehendmedical/SKILL.md","https://github.com/chrishuffman5/powershell/blob/012b4163c3fd9004581e650774ec0424b14e6dac/.codex/skills/aws-cli/comprehendmedical/SKILL.md","https://api.github.com/repos/chrishuffman5/awscliskills/git/blobs/2a6e12fd727d5cbbfa2d2c10fd33cbf4d0baf83d"],"reviewGroup":"clinical-data"}},{"name":"patolojiai/pathology-report-checker-skill — pathology-report-checker","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Organize supported cancer pathology narratives into synoptic fields and review missing report elements for human QA.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"patolojiai/pathology-report-checker-skill","website":"GitHub","packages":"skills/pathology-report-checker/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Organize supported cancer pathology narratives into synoptic fields and review missing report elements for human QA."],"limitation":"Only documentation and structured-report QA workflow approved. CAP/ICCR compliance, AJCC stage validation, code suggestions and severity scoring were not validated; source references must be checked and pathologist sign-out remains necessary.","url":"https://github.com/patolojiai/pathology-report-checker-skill","primarySourceURLs":["https://github.com/patolojiAI/pathology-report-checker-skill/blob/a8077ce877b7e69801d6ecb6e1b3cdb78a17c426/skills/pathology-report-checker/SKILL.md","https://github.com/patolojiAI/pathology-skills-collection/blob/878f79777ee064c3731e24d43460e266c757fee1/pathology-skills/pathology-report-checker/SKILL.md","https://api.github.com/repos/patolojiAI/pathology-report-checker-skill/git/blobs/4b42edcf5b8a4439dcf8d7a33ee3fba0cb450deb"],"id":"RWE-6359","relevance":{"id":"RWE-6359","decision":"Core","rationale":"Retain the documented evidence function: Organize supported cancer pathology narratives into synoptic fields and review missing report elements for human QA. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Organize supported cancer pathology narratives into synoptic fields and review missing report elements for human QA.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/patolojiai/pathology-report-checker-skill","https://github.com/patolojiAI/pathology-report-checker-skill/blob/a8077ce877b7e69801d6ecb6e1b3cdb78a17c426/skills/pathology-report-checker/SKILL.md","https://github.com/patolojiAI/pathology-skills-collection/blob/878f79777ee064c3731e24d43460e266c757fee1/pathology-skills/pathology-report-checker/SKILL.md","https://api.github.com/repos/patolojiAI/pathology-report-checker-skill/git/blobs/4b42edcf5b8a4439dcf8d7a33ee3fba0cb450deb"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"imohealth/solution-accelerators — imo-mcp-connect","kind":"Skill","category":"RWE Data & Analytics","summary":"Document connection requirements and the IMO Health clinical concept search, normalization and knowledge-graph tool interface.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"imohealth/solution-accelerators","website":"GitHub","packages":"MCP-Claude-Code/skills/imo-mcp-connect/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Document connection requirements and the IMO Health clinical concept search, normalization and knowledge-graph tool interface."],"limitation":"Connection and tool-inventory documentation only; no authenticated requests, mapping accuracy or broader solution-accelerator components tested. Credential-printing examples are not endorsed.","url":"https://github.com/imohealth/solution-accelerators","primarySourceURLs":["https://github.com/imohealth/solution-accelerators/blob/281b608a304aaff0dca8beb76df1404702c136a5/MCP-Claude-Code/skills/imo-mcp-connect/SKILL.md","https://api.github.com/repos/imohealth/solution-accelerators/git/blobs/50f5be0138b194acd8cbcfacb656d543c372e6e0"],"id":"RWE-6360","relevance":{"id":"RWE-6360","decision":"Core","rationale":"Document connection requirements and the IMO Health clinical concept search, normalization and knowledge-graph tool interface. Clinical text extraction or concept normalization directly supports preparation and retrieval of health evidence data; accuracy and privacy remain unvalidated.","relevanceBasis":"Document connection requirements and the IMO Health clinical concept search, normalization and knowledge-graph tool interface. Limits: Connection and tool-inventory documentation only; no authenticated requests, mapping accuracy or broader solution-accelerator components tested. Credential-printing examples are not endorsed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/imohealth/solution-accelerators/blob/281b608a304aaff0dca8beb76df1404702c136a5/MCP-Claude-Code/skills/imo-mcp-connect/SKILL.md","https://api.github.com/repos/imohealth/solution-accelerators/git/blobs/50f5be0138b194acd8cbcfacb656d543c372e6e0"],"reviewGroup":"clinical-data"}},{"name":"moss-001/rag_ — med-std","kind":"Skill","category":"OMOP & terminology","summary":"Route informal clinical terminology to candidate standardized concept labels and identifiers through the documented StdService search interface.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"moss-001/rag_","website":"GitHub","packages":"backend/skills/med-std/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["Route informal clinical terminology to candidate standardized concept labels and identifiers through the documented StdService search interface."],"limitation":"Only routing instruction reviewed; service implementation and terminology release were not inspected. Nearest vector result is a candidate, not a validated equivalent concept or definitive clinical code.","url":"https://github.com/moss-001/rag_","primarySourceURLs":["https://github.com/Moss-001/RAG_/blob/6019fbb0a96ed28e1bda10ab39dc6c33f1ecec3b/backend/skills/med-std/SKILL.md","https://api.github.com/repos/Moss-001/RAG_/git/blobs/32fbc88f6a17d54568df5cf2a71a157ee9661bea"],"id":"RWE-6361","relevance":{"id":"RWE-6361","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Route informal clinical terminology to candidate standardized concept labels and identifiers through the documented StdService search interface.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Moss-001/RAG_/blob/6019fbb0a96ed28e1bda10ab39dc6c33f1ecec3b/backend/skills/med-std/SKILL.md","https://api.github.com/repos/Moss-001/RAG_/git/blobs/32fbc88f6a17d54568df5cf2a71a157ee9661bea"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"nithin-sudarsan/skills — academic-citation-verifier","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Organize citation-worthy claims, opened primary sources, evidence locations and unresolved support gaps in a citation log and bibliography.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nithin-sudarsan/skills","website":"GitHub","packages":"skills/academic-citation-verifier/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Organize citation-worthy claims, opened primary sources, evidence locations and unresolved support gaps in a citation log and bibliography."],"limitation":"Instruction workflow only; does not guarantee citation correctness, exhaustive coverage or source validity without human review.","url":"https://github.com/nithin-sudarsan/skills","primarySourceURLs":["https://github.com/nithin-sudarsan/skills/blob/c887e392dd9a7bddc5c2033f02752dc43b72ffe9/skills/academic-citation-verifier/SKILL.md","https://api.github.com/repos/nithin-sudarsan/skills/git/blobs/d0859f42d4073b33e541e9122fad06306a6afbca"],"id":"RWE-6362","relevance":{"id":"RWE-6362","decision":"Core","rationale":"Retain the documented evidence function: Organize citation-worthy claims, opened primary sources, evidence locations and unresolved support gaps in a citation log and bibliography. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Organize citation-worthy claims, opened primary sources, evidence locations and unresolved support gaps in a citation log and bibliography.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nithin-sudarsan/skills","https://github.com/nithin-sudarsan/skills/blob/c887e392dd9a7bddc5c2033f02752dc43b72ffe9/skills/academic-citation-verifier/SKILL.md","https://api.github.com/repos/nithin-sudarsan/skills/git/blobs/d0859f42d4073b33e541e9122fad06306a6afbca"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"garethdaine/agent — clinical-document-processor","kind":"Skill","category":"RWE Data & Analytics","summary":"Structure machine-readable clinical narrative into source-stated diagnoses, medications, allergies and follow-up fields with contradiction flags.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"garethdaine/agent","website":"GitHub","packages":"skill-library/skills/clinical-document-processor/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Structure machine-readable clinical narrative into source-stated diagnoses, medications, allergies and follow-up fields with contradiction flags."],"limitation":"English text-only instruction, no de-identification or clinical appropriateness validation. Codes are extracted only if stated; no inferred diagnoses or coding approval. Multi-document completeness is limited by context.","url":"https://github.com/garethdaine/agent","primarySourceURLs":["https://github.com/garethdaine/agent/blob/93ca4cb551ea17f3ac9c0effe1ecb1df14652c07/skill-library/skills/clinical-document-processor/SKILL.md","https://api.github.com/repos/garethdaine/agent/git/blobs/4644edb49dcd035a4bd54f1700e924fc3d8a19bc"],"id":"RWE-6363","relevance":{"id":"RWE-6363","decision":"Core","rationale":"Structure machine-readable clinical narrative into source-stated diagnoses, medications, allergies and follow-up fields with contradiction flags. Clinical text extraction or concept normalization directly supports preparation and retrieval of health evidence data; accuracy and privacy remain unvalidated.","relevanceBasis":"Structure machine-readable clinical narrative into source-stated diagnoses, medications, allergies and follow-up fields with contradiction flags. Limits: English text-only instruction, no de-identification or clinical appropriateness validation. Codes are extracted only if stated; no inferred diagnoses or coding approval. Multi-document completeness is limited by context.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/garethdaine/agent/blob/93ca4cb551ea17f3ac9c0effe1ecb1df14652c07/skill-library/skills/clinical-document-processor/SKILL.md","https://api.github.com/repos/garethdaine/agent/git/blobs/4644edb49dcd035a4bd54f1700e924fc3d8a19bc"],"reviewGroup":"clinical-data"}},{"name":"ysgao/snomed-ai-author — template_syntax, editorial_guide","kind":"Skill collection","category":"OMOP & terminology","summary":"Reviewed components: .agent/skills/template_syntax/SKILL.md: Guide SNOMED-style template slot notation and explicit identifier constraints during clinical-model authoring.; .agent/skills/editorial_guide/SKILL.md: Locate and read topic-specific SNOMED editorial documentation before clinical terminology authoring review.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ysgao/snomed-ai-author","website":"GitHub","packages":".agent/skills/template_syntax/SKILL.md; .agent/skills/editorial_guide/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":[".agent/skills/template_syntax/SKILL.md: Guide SNOMED-style template slot notation and explicit identifier constraints during clinical-model authoring.",".agent/skills/editorial_guide/SKILL.md: Locate and read topic-specific SNOMED editorial documentation before clinical terminology authoring review."],"limitation":"template_syntax: Syntax guidance only; supplied regex is not a complete template parser and no standards-conformance or semantic validation is approved. Separate semantic-tag component remains held for inconsistent definitions. editorial_guide: Only documentation lookup workflow approved. Embedded direct/indirect procedure-site rules contain unresolved wording and overlapping identifiers; the local rule summary is not approved as authoritative terminology validation. Sibling semantic-tag component remains held. Other discovered, held or excluded components are outside this approval. Excluded from approval — semantic_tag: The allowed tag list, JSON and validation regex are inconsistent. Excluded from approval — expression_constraint_language: Definition only; no operational query or workflow contract.","url":"https://github.com/ysgao/snomed-ai-author","primarySourceURLs":["https://github.com/ysgao/Snomed-AI-Author/blob/bfe1e7b782d83c215c2e2ff0cda070816707262b/.agent/skills/template_syntax/SKILL.md","https://github.com/ysgao/Snomed-AI-Author/blob/bfe1e7b782d83c215c2e2ff0cda070816707262b/.agent/skills/editorial_guide/SKILL.md","https://api.github.com/repos/ysgao/Snomed-AI-Author/git/blobs/24daa9469a50e64dbc9e1b12ac25d5356eddb7c3","https://api.github.com/repos/ysgao/Snomed-AI-Author/git/blobs/7d23c4477e3808b222f371f3eed5dfec031ab37f"],"id":"RWE-6365","relevance":{"id":"RWE-6365","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":".agent/skills/template_syntax/SKILL.md: Guide SNOMED-style template slot notation and explicit identifier constraints during clinical-model authoring.; .agent/skills/editorial_guide/SKILL.md: Locate and read topic-specific SNOMED editorial documentation before clinical terminology authoring review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ysgao/Snomed-AI-Author/blob/bfe1e7b782d83c215c2e2ff0cda070816707262b/.agent/skills/template_syntax/SKILL.md","https://github.com/ysgao/Snomed-AI-Author/blob/bfe1e7b782d83c215c2e2ff0cda070816707262b/.agent/skills/editorial_guide/SKILL.md","https://api.github.com/repos/ysgao/Snomed-AI-Author/git/blobs/24daa9469a50e64dbc9e1b12ac25d5356eddb7c3","https://api.github.com/repos/ysgao/Snomed-AI-Author/git/blobs/7d23c4477e3808b222f371f3eed5dfec031ab37f"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"eriksundvall/ehrtslib — openehr-assistant, archetype-authoring","kind":"Skill collection","category":"OMOP & terminology","summary":"Reviewed components: .cursor/skills/openehr-assistant/SKILL.md: Find and reuse openEHR archetypes, consult model/type guides, and plan archetype constraints and terminology bindings with explicit review steps.; .cursor/skills/archetype-authoring/SKILL.md: Find and reuse openEHR archetypes, consult model/type guides, and plan archetype constraints and terminology bindings with explicit review steps.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eriksundvall/ehrtslib","website":"GitHub","packages":".cursor/skills/openehr-assistant/SKILL.md; .cursor/skills/archetype-authoring/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":[".cursor/skills/openehr-assistant/SKILL.md: Find and reuse openEHR archetypes, consult model/type guides, and plan archetype constraints and terminology bindings with explicit review steps.",".cursor/skills/archetype-authoring/SKILL.md: Find and reuse openEHR archetypes, consult model/type guides, and plan archetype constraints and terminology bindings with explicit review steps."],"limitation":"openehr-assistant, archetype-authoring: Selected instruction workflow review only; no MCP runtime, generated ADL conformance or semantic-equivalence validation was tested. Referenced sibling skills and normative lint rules are not independently approved.","url":"https://github.com/eriksundvall/ehrtslib","primarySourceURLs":["https://github.com/ErikSundvall/ehrtslib/blob/a0893694f82005f8077c5b9e759b5ceb9f664b00/.cursor/skills/openehr-assistant/SKILL.md","https://github.com/ErikSundvall/ehrtslib/blob/a0893694f82005f8077c5b9e759b5ceb9f664b00/.cursor/skills/archetype-authoring/SKILL.md","https://api.github.com/repos/ErikSundvall/ehrtslib/git/blobs/a5d58af05222cbe0db40c7e08715bc57919878e7","https://api.github.com/repos/ErikSundvall/ehrtslib/git/blobs/99fe6e44190ff80bf96204b52c7fedc179d5e91e"],"id":"RWE-6366","relevance":{"id":"RWE-6366","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":".cursor/skills/openehr-assistant/SKILL.md: Find and reuse openEHR archetypes, consult model/type guides, and plan archetype constraints and terminology bindings with explicit review steps.; .cursor/skills/archetype-authoring/SKILL.md: Find and reuse openEHR archetypes, consult model/type guides, and plan archetype constraints and terminology bindings with explicit review steps.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ErikSundvall/ehrtslib/blob/a0893694f82005f8077c5b9e759b5ceb9f664b00/.cursor/skills/openehr-assistant/SKILL.md","https://github.com/ErikSundvall/ehrtslib/blob/a0893694f82005f8077c5b9e759b5ceb9f664b00/.cursor/skills/archetype-authoring/SKILL.md","https://api.github.com/repos/ErikSundvall/ehrtslib/git/blobs/a5d58af05222cbe0db40c7e08715bc57919878e7","https://api.github.com/repos/ErikSundvall/ehrtslib/git/blobs/99fe6e44190ff80bf96204b52c7fedc179d5e91e"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"claude-dev-suite/claude-dev-suite — ontology-guided-retrieval","kind":"Skill","category":"RWE Data & Analytics","summary":"Plan ontology-versioned query expansion and concept-filtered text retrieval, with bounded expansion and gold-set comparison against vector-only retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"claude-dev-suite/claude-dev-suite","website":"GitHub","packages":"skills/rag/ontology-guided-retrieval/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Plan ontology-versioned query expansion and concept-filtered text retrieval, with bounded expansion and gold-set comparison against vector-only retrieval."],"limitation":"Architectural instruction and illustrative snippets only; undefined example helpers, inferred treatment relations and mapping accuracy were not tested. No precision/recall improvement or clinical-answer validity is established.","url":"https://github.com/claude-dev-suite/claude-dev-suite","primarySourceURLs":["https://github.com/claude-dev-suite/claude-dev-suite/blob/1b46d6cb04f22c42305939055ab49d6602f180a6/skills/rag/ontology-guided-retrieval/SKILL.md","https://github.com/willyd61/nautobot-v2-custom-metrics-old/blob/1cada91011ea1a915af2c634db0204dc7612518b/.mcp-servers/skill-loader/skills/rag/ontology-guided-retrieval/SKILL.md","https://api.github.com/repos/claude-dev-suite/claude-dev-suite/git/blobs/2e9c10951fd96963efbf528cb1f1a61caf43443a"],"id":"RWE-6367","relevance":{"id":"RWE-6367","decision":"Core","rationale":"Plan ontology-versioned query expansion and concept-filtered text retrieval, with bounded expansion and gold-set comparison against vector-only retrieval. The selected source-provenance, evidence-appraisal, retrieval-query or bias-diagnostic function is a concrete evidence-method support; heuristic judgments are not validity certification.","relevanceBasis":"Plan ontology-versioned query expansion and concept-filtered text retrieval, with bounded expansion and gold-set comparison against vector-only retrieval. Limits: Architectural instruction and illustrative snippets only; undefined example helpers, inferred treatment relations and mapping accuracy were not tested. No precision/recall improvement or clinical-answer validity is established.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/claude-dev-suite/claude-dev-suite/blob/1b46d6cb04f22c42305939055ab49d6602f180a6/skills/rag/ontology-guided-retrieval/SKILL.md","https://github.com/willyd61/nautobot-v2-custom-metrics-old/blob/1cada91011ea1a915af2c634db0204dc7612518b/.mcp-servers/skill-loader/skills/rag/ontology-guided-retrieval/SKILL.md","https://api.github.com/repos/claude-dev-suite/claude-dev-suite/git/blobs/2e9c10951fd96963efbf528cb1f1a61caf43443a"],"reviewGroup":"evidence-appraisal"}},{"name":"ysgao/ontographeditor — authoring-cli","kind":"Skill","category":"OMOP & terminology","summary":"Guide terminology concept and dialect-description authoring with saved-state inspection, tracked batches and explicit validation-status checks.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ysgao/ontographeditor","website":"GitHub","packages":"cli/skills/authoring-cli/SKILL.md","workflowFit":["OMOP & terminology"],"capabilities":["Guide terminology concept and dialect-description authoring with saved-state inspection, tracked batches and explicit validation-status checks."],"limitation":"Selected command workflow and limitations reviewed, no server writes or conformance checks executed. Reported validation/classification behavior and terminology correctness require independent verification.","url":"https://github.com/ysgao/ontographeditor","primarySourceURLs":["https://github.com/ysgao/OntoGraphEditor/blob/31ceb45959af5f1cdf8f65c645da9631da95bcc4/cli/skills/authoring-cli/SKILL.md","https://api.github.com/repos/ysgao/OntoGraphEditor/git/blobs/390f79bed71e6def509874ba5406120790a5d53a"],"id":"RWE-6369","relevance":{"id":"RWE-6369","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Guide terminology concept and dialect-description authoring with saved-state inspection, tracked batches and explicit validation-status checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ysgao/OntoGraphEditor/blob/31ceb45959af5f1cdf8f65c645da9631da95bcc4/cli/skills/authoring-cli/SKILL.md","https://api.github.com/repos/ysgao/OntoGraphEditor/git/blobs/390f79bed71e6def509874ba5406120790a5d53a"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"openimagingdata/findingmodel — manage-anatomic-locations","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Organize sourced anatomical terms and code candidates, preview hierarchy changes and check structured anatomic-location records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openimagingdata/findingmodel","website":"GitHub","packages":".claude/skills/manage-anatomic-locations/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Organize sourced anatomical terms and code candidates, preview hierarchy changes and check structured anatomic-location records."],"limitation":"Main instruction only; helper validators and terminology mappings were not executed or independently validated. Searchability and syntactic checks do not establish anatomical or semantic correctness.","url":"https://github.com/openimagingdata/findingmodel","primarySourceURLs":["https://github.com/openimagingdata/findingmodel/blob/75afd39a400419dcfaf7c8d4a34f065b4d804e0d/.claude/skills/manage-anatomic-locations/SKILL.md","https://api.github.com/repos/openimagingdata/findingmodel/git/blobs/285ad91665cc6785f11396b10452bc31e504a5db"],"id":"RWE-6371","relevance":{"id":"RWE-6371","decision":"Core","rationale":"Retain the documented evidence function: Organize sourced anatomical terms and code candidates, preview hierarchy changes and check structured anatomic-location records. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Organize sourced anatomical terms and code candidates, preview hierarchy changes and check structured anatomic-location records.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/openimagingdata/findingmodel","https://github.com/openimagingdata/findingmodel/blob/75afd39a400419dcfaf7c8d4a34f065b4d804e0d/.claude/skills/manage-anatomic-locations/SKILL.md","https://api.github.com/repos/openimagingdata/findingmodel/git/blobs/285ad91665cc6785f11396b10452bc31e504a5db"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hairbui76/research-harness — slr-writer","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Organize a review corpus, staged outline, evidence cards, citation map and manuscript artifacts with explicit unresolved-evidence checks.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hairbui76/research-harness","website":"GitHub","packages":"skills/slr-writer/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Organize a review corpus, staged outline, evidence cards, citation map and manuscript artifacts with explicit unresolved-evidence checks."],"limitation":"Documentation workflow only; PRISMA-shaped reporting does not establish comprehensive search or systematic-review validity. Abstract-only override weakens evidence depth; publication-grade and anti-hallucination claims are not validated. Other discovered, held or excluded components are outside this approval. Excluded from approval — my-literature-review: Source explicitly states contract-only-until-capabilities-exist and future plugin contract.","url":"https://github.com/hairbui76/research-harness","primarySourceURLs":["https://github.com/hairbui76/research-harness/blob/78d5939bf2c7b6fa3a767c8b53d52d37de8222f0/skills/slr-writer/SKILL.md","https://github.com/hairbui76/research-harness/blob/4a4ccc47da074f011139a123ceb09d686a5bba97/skills/slr-writer/SKILL.md","https://github.com/hairbui76/research-harness/blob/9c63e78273ef49fa9f5982f480ff20e66e5efaad/skills/slr-writer/SKILL.md","https://api.github.com/repos/hairbui76/research-harness/git/blobs/69c8484359f065e260545a5bf397b4ac926763a4"],"id":"RWE-6373","relevance":{"id":"RWE-6373","decision":"Core","rationale":"Retain the documented evidence function: Organize a review corpus, staged outline, evidence cards, citation map and manuscript artifacts with explicit unresolved-evidence checks. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Organize a review corpus, staged outline, evidence cards, citation map and manuscript artifacts with explicit unresolved-evidence checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hairbui76/research-harness","https://github.com/hairbui76/research-harness/blob/78d5939bf2c7b6fa3a767c8b53d52d37de8222f0/skills/slr-writer/SKILL.md","https://github.com/hairbui76/research-harness/blob/4a4ccc47da074f011139a123ceb09d686a5bba97/skills/slr-writer/SKILL.md","https://github.com/hairbui76/research-harness/blob/9c63e78273ef49fa9f5982f480ff20e66e5efaad/skills/slr-writer/SKILL.md","https://api.github.com/repos/hairbui76/research-harness/git/blobs/69c8484359f065e260545a5bf397b4ac926763a4"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yangpluszhu/protocoldesign — resources","kind":"Skill","category":"Trials & Study Design","summary":"Organize a retrospective-cohort protocol into study definitions, prespecified outcome windows, analysis sections and structured DOCX-renderer input.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yangpluszhu/protocoldesign","website":"GitHub","packages":"resources/SKILL.md","workflowFit":["Trials & Study Design"],"capabilities":["Organize a retrospective-cohort protocol into study definitions, prespecified outcome windows, analysis sections and structured DOCX-renderer input."],"limitation":"Document-planning/assembly instruction only; renderer and bundled templates were not executed. Publication-ready wording and fixed reporting horizons do not establish observed follow-up completeness or valid causal design; actual censoring and data availability must remain explicit.","url":"https://github.com/yangpluszhu/protocoldesign","primarySourceURLs":["https://github.com/yangpluszhu/ProtocolDesign/blob/71f77aa10d47f5b39bd2b19082bffa31c7541257/resources/SKILL.md","https://api.github.com/repos/yangpluszhu/ProtocolDesign/git/blobs/8bf41edf9b97ae97e51161fcff60cbd5619f5a84"],"id":"RWE-6467","relevance":{"id":"RWE-6467","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Organize a retrospective-cohort protocol into study definitions, prespecified outcome windows, analysis sections and structured DOCX-renderer input.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yangpluszhu/ProtocolDesign/blob/71f77aa10d47f5b39bd2b19082bffa31c7541257/resources/SKILL.md","https://api.github.com/repos/yangpluszhu/ProtocolDesign/git/blobs/8bf41edf9b97ae97e51161fcff60cbd5619f5a84"],"reviewGroup":"clinical-trial-workflow"}},{"name":"letitbk/claude-academic-setup — survey-analysis","kind":"Skill","category":"RWE Data & Analytics","summary":"Declare documented survey weights, strata and clusters and request weighted descriptive estimates and uncertainty using survey objects.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"letitbk/claude-academic-setup","website":"GitHub","packages":"skills/survey-analysis/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Declare documented survey weights, strata and clusters and request weighted descriptive estimates and uncertainty using survey objects."],"limitation":"Approval excludes automatic trimming and singleton-PSU defaults, the general design-effect claim based only on weight variation, and rebuilding a complex design as unclustered after raking. Scripts not tested.","url":"https://github.com/letitbk/claude-academic-setup","primarySourceURLs":["https://github.com/letitbk/claude-academic-setup/blob/883e5f611166041f16931791dc8712d76d767b7d/skills/survey-analysis/SKILL.md","https://api.github.com/repos/letitbk/claude-academic-setup/git/blobs/591a793dad061f5b17957b4dc93b598b49b69cd5"],"id":"RWE-6468","relevance":{"id":"RWE-6468","decision":"Core","rationale":"Declare documented survey weights, strata and clusters and request weighted descriptive estimates and uncertainty using survey objects. The actual experimental, meta-analytic, Bayesian, survey, survival, spatial-epidemiologic or health-data analysis method is explicitly relevant, subject to the recorded inferential limits.","relevanceBasis":"Declare documented survey weights, strata and clusters and request weighted descriptive estimates and uncertainty using survey objects. Limits: Approval excludes automatic trimming and singleton-PSU defaults, the general design-effect claim based only on weight variation, and rebuilding a complex design as unclustered after raking. Scripts not tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/letitbk/claude-academic-setup/blob/883e5f611166041f16931791dc8712d76d767b7d/skills/survey-analysis/SKILL.md","https://api.github.com/repos/letitbk/claude-academic-setup/git/blobs/591a793dad061f5b17957b4dc93b598b49b69cd5"],"reviewGroup":"statistical-method"}},{"name":"emertondata/glide — watch","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Track literature on prediction-powered inference and proxy-label statistical inference, producing dated paper links and relevance notes.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"emertondata/glide","website":"GitHub","packages":".claude/skills/watch/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Track literature on prediction-powered inference and proxy-label statistical inference, producing dated paper links and relevance notes."],"limitation":"An alert workflow, not exhaustive retrieval; summarized listings and result limits can omit papers. Reported scanned counts are not independently verified.","url":"https://github.com/emertondata/glide","primarySourceURLs":["https://github.com/EmertonData/glide/blob/5af053a1a7b6b71f9e449d60ef5f5213a736568c/.claude/skills/watch/SKILL.md","https://api.github.com/repos/EmertonData/glide/git/blobs/94234b41396cb932311e02f34d033074f99a62d7"],"id":"RWE-6469","relevance":{"id":"RWE-6469","decision":"Core","rationale":"Retain the documented evidence function: Track literature on prediction-powered inference and proxy-label statistical inference, producing dated paper links and relevance notes. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Track literature on prediction-powered inference and proxy-label statistical inference, producing dated paper links and relevance notes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/emertondata/glide","https://github.com/EmertonData/glide/blob/5af053a1a7b6b71f9e449d60ef5f5213a736568c/.claude/skills/watch/SKILL.md","https://api.github.com/repos/EmertonData/glide/git/blobs/94234b41396cb932311e02f34d033074f99a62d7"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"htlin222/survival-pipe — sa-advanced-adjustments","kind":"Skill","category":"RWE Data & Analytics","summary":"Plan delayed-entry risk sets, censoring-weight diagnostics, frailty and cluster-robust survival analysis outputs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"htlin222/survival-pipe","website":"GitHub","packages":"sa-advanced-adjustments/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Plan delayed-entry risk sets, censoring-weight diagnostics, frailty and cluster-robust survival analysis outputs."],"limitation":"Instruction-level planning only; scripts not tested. Positivity and censoring assumptions need separate justification; fixed truncation and ICC thresholds are not validated decision rules, and small frailty variance does not establish absence of clustering.","url":"https://github.com/htlin222/survival-pipe","primarySourceURLs":["https://github.com/htlin222/survival-pipe/blob/b26182a10db6e6cde0a0e8255489881a8a875253/sa-advanced-adjustments/SKILL.md","https://api.github.com/repos/htlin222/survival-pipe/git/blobs/1f0e634929ab63bca6d687b4ebca704946404aae"],"id":"RWE-6470","relevance":{"id":"RWE-6470","decision":"Core","rationale":"Plan delayed-entry risk sets, censoring-weight diagnostics, frailty and cluster-robust survival analysis outputs. The actual experimental, meta-analytic, Bayesian, survey, survival, spatial-epidemiologic or health-data analysis method is explicitly relevant, subject to the recorded inferential limits.","relevanceBasis":"Plan delayed-entry risk sets, censoring-weight diagnostics, frailty and cluster-robust survival analysis outputs. Limits: Instruction-level planning only; scripts not tested. Positivity and censoring assumptions need separate justification; fixed truncation and ICC thresholds are not validated decision rules, and small frailty variance does not establish absence of clustering.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/htlin222/survival-pipe/blob/b26182a10db6e6cde0a0e8255489881a8a875253/sa-advanced-adjustments/SKILL.md","https://api.github.com/repos/htlin222/survival-pipe/git/blobs/1f0e634929ab63bca6d687b4ebca704946404aae"],"reviewGroup":"statistical-method"}},{"name":"tim-krausz/mlstack — plan-stats-review","kind":"Skill","category":"Causal Inference & Analytics","summary":"Structure statistical analysis-plan review around estimands, dependence, validation splits, leakage and unresolved analytical choices.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tim-krausz/mlstack","website":"GitHub","packages":"plan-stats-review/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["Structure statistical analysis-plan review around estimands, dependence, validation splits, leakage and unresolved analytical choices."],"limitation":"Checklist only; no statistical validity certification. Exclude its incorrect claim that StandardScaler assumes Gaussian features and automatic method substitutions based solely on outcome shape.","url":"https://github.com/tim-krausz/mlstack","primarySourceURLs":["https://github.com/tim-krausz/mlstack/blob/7438ba1574a179daa52a6eab991b413e03ef9044/plan-stats-review/SKILL.md","https://api.github.com/repos/tim-krausz/mlstack/git/blobs/237815421a5b5d1b70b816256237b0f2d318f912"],"id":"RWE-6471","relevance":{"id":"RWE-6471","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Structure statistical analysis-plan review around estimands, dependence, validation splits, leakage and unresolved analytical choices.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tim-krausz/mlstack/blob/7438ba1574a179daa52a6eab991b413e03ef9044/plan-stats-review/SKILL.md","https://api.github.com/repos/tim-krausz/mlstack/git/blobs/237815421a5b5d1b70b816256237b0f2d318f912"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"naj2r/claude-econ-paper-template — devils-advocate","kind":"Skill","category":"RWE Data & Analytics","summary":"Generate specific questions about identification, measurement, robustness and interpretation, recording threats, responses and remaining vulnerabilities.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"naj2r/claude-econ-paper-template","website":"GitHub","packages":".claude/skills/devils-advocate/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Generate specific questions about identification, measurement, robustness and interpretation, recording threats, responses and remaining vulnerabilities."],"limitation":"Planning and manuscript critique only; does not establish causal identification or validate results.","url":"https://github.com/naj2r/claude-econ-paper-template","primarySourceURLs":["https://github.com/naj2r/claude-econ-paper-template/blob/31b21ac18ba724b08a7e8f79cf2d216fa830b60e/.claude/skills/devils-advocate/SKILL.md","https://api.github.com/repos/naj2r/claude-econ-paper-template/git/blobs/c1c620d3760ca03e97bdec89b87c3c6685483891"],"id":"RWE-6473","relevance":{"id":"RWE-6473","decision":"Core","rationale":"Generate specific questions about identification, measurement, robustness and interpretation, recording threats, responses and remaining vulnerabilities. The selected source-provenance, evidence-appraisal, retrieval-query or bias-diagnostic function is a concrete evidence-method support; heuristic judgments are not validity certification.","relevanceBasis":"Generate specific questions about identification, measurement, robustness and interpretation, recording threats, responses and remaining vulnerabilities. Limits: Planning and manuscript critique only; does not establish causal identification or validate results.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/naj2r/claude-econ-paper-template/blob/31b21ac18ba724b08a7e8f79cf2d216fa830b60e/.claude/skills/devils-advocate/SKILL.md","https://api.github.com/repos/naj2r/claude-econ-paper-template/git/blobs/c1c620d3760ca03e97bdec89b87c3c6685483891"],"reviewGroup":"evidence-appraisal"}},{"name":"bestagentkits/agency-skills — gis-spatial-data-scientist","kind":"Skill","category":"RWE Data & Analytics","summary":"Plan spatial epidemiology or exposure analyses with documented transformations, spatial-dependence checks and reproducible reporting.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bestagentkits/agency-skills","website":"GitHub","packages":"skills/gis/gis-spatial-data-scientist/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Plan spatial epidemiology or exposure analyses with documented transformations, spatial-dependence checks and reproducible reporting."],"limitation":"Planning checklist only; broad personality claims and the assertion that every non-spatial model on spatial data is invalid are excluded. No fitted models or runtime verified. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/bestagentkits/agency-skills","primarySourceURLs":["https://github.com/bestagentkits/agency-skills/blob/a837f9f81a4dc42b58a9ba87ab65e5110112a9c8/skills/gis/gis-spatial-data-scientist/SKILL.md","https://api.github.com/repos/bestagentkits/agency-skills/git/blobs/3378557f1ab8db99877d7fa85aa5711a31c84aa2"],"id":"RWE-6475","relevance":{"id":"RWE-6475","decision":"Core","rationale":"Plan spatial epidemiology or exposure analyses with documented transformations, spatial-dependence checks and reproducible reporting. The actual experimental, meta-analytic, Bayesian, survey, survival, spatial-epidemiologic or health-data analysis method is explicitly relevant, subject to the recorded inferential limits.","relevanceBasis":"Plan spatial epidemiology or exposure analyses with documented transformations, spatial-dependence checks and reproducible reporting. Limits: Planning checklist only; broad personality claims and the assertion that every non-spatial model on spatial data is invalid are excluded. No fitted models or runtime verified. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bestagentkits/agency-skills/blob/a837f9f81a4dc42b58a9ba87ab65e5110112a9c8/skills/gis/gis-spatial-data-scientist/SKILL.md","https://api.github.com/repos/bestagentkits/agency-skills/git/blobs/3378557f1ab8db99877d7fa85aa5711a31c84aa2"],"reviewGroup":"statistical-method"}},{"name":"farhanrizve/research-tool — paper-analyzer","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Extract paper claims, methods, findings and limitations into a structured record.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"farhanrizve/research-tool","website":"GitHub","packages":".agents/skills/paper-analyzer/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Extract paper claims, methods, findings and limitations into a structured record."],"limitation":"Only extraction schema and workflow reviewed; citation-count-based evidence-quality grading is explicitly excluded, and heuristic fallback may misidentify statements. CLI not tested.","url":"https://github.com/farhanrizve/research-tool","primarySourceURLs":["https://github.com/farhanrizve/research-tool/blob/49ddae8c4dd43dfd02cf910995fc365e18ff7088/.agents/skills/paper-analyzer/SKILL.md","https://api.github.com/repos/farhanrizve/research-tool/git/blobs/decd35076f0e0c36ed075f88ba5c0c6b90a1993d"],"id":"RWE-6476","relevance":{"id":"RWE-6476","decision":"Core","rationale":"Retain the documented evidence function: Extract paper claims, methods, findings and limitations into a structured record. 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No automated certainty or synthesis weighting approval.","url":"https://github.com/woshixiguaweierde/codex-sci-review-agent","primarySourceURLs":["https://github.com/woshixiguaweierde/codex-sci-review-agent/blob/04ae034a3752d7213dda570da9eb2c9e4e340108/.agents/skills/S11-risk-bias-level-assessor/SKILL.md","https://api.github.com/repos/woshixiguaweierde/codex-sci-review-agent/git/blobs/7c2898985af42f6ae980746995eaeb9aac5d7236"],"id":"RWE-6477","relevance":{"id":"RWE-6477","decision":"Core","rationale":"Track risk-of-bias assessment artifacts, input provenance, unresolved evidence and human sign-off. The selected source-provenance, evidence-appraisal, retrieval-query or bias-diagnostic function is a concrete evidence-method support; heuristic judgments are not validity certification.","relevanceBasis":"Track risk-of-bias assessment artifacts, input provenance, unresolved evidence and human sign-off. Limits: Artifact-governance instruction only; generic unclear labels and asserted tool selection do not validate RoB judgments. No automated certainty or synthesis weighting approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/woshixiguaweierde/codex-sci-review-agent/blob/04ae034a3752d7213dda570da9eb2c9e4e340108/.agents/skills/S11-risk-bias-level-assessor/SKILL.md","https://api.github.com/repos/woshixiguaweierde/codex-sci-review-agent/git/blobs/7c2898985af42f6ae980746995eaeb9aac5d7236"],"reviewGroup":"evidence-appraisal"}},{"name":"indalt/reviewbr — synthesis-manuscript","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Assemble review synthesis and manuscript supplements with source-linked claims and PRISMA counts derived from screening logs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"indalt/reviewbr","website":"GitHub","packages":".claude/skills/synthesis-manuscript/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Assemble review synthesis and manuscript supplements with source-linked claims and PRISMA counts derived from screening logs."],"limitation":"Workflow guidance only; tool implementation, pooling choices and bias judgments not tested or validated.","url":"https://github.com/indalt/reviewbr","primarySourceURLs":["https://github.com/Indalt/reviewbr/blob/f946fb5019441362f7f18744ee32d6eee18cc7c4/.claude/skills/synthesis-manuscript/SKILL.md","https://api.github.com/repos/Indalt/reviewbr/git/blobs/8a213564448a345c5315c6cf100183926d43a5b7"],"id":"RWE-6478","relevance":{"id":"RWE-6478","decision":"Core","rationale":"Retain the documented evidence function: Assemble review synthesis and manuscript supplements with source-linked claims and PRISMA counts derived from screening logs. 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The selected source-provenance, evidence-appraisal, retrieval-query or bias-diagnostic function is a concrete evidence-method support; heuristic judgments are not validity certification.","relevanceBasis":"Maintain source-dated claim ledgers, source-independence notes, contested claims and quantitative definitions for research briefs. 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Posterior estimates need justified models.","url":"https://github.com/agentydragon/ducktape","primarySourceURLs":["https://github.com/agentydragon/ducktape/blob/6e5cb7bc0f7a26ac88537ce05f93aeadcfe92cb5/props/specimens/ducktape/2026-05-20-00/code/skills/info_gathering/SKILL.md","https://github.com/agentydragon/ducktape/blob/57afbdfd52da397442ea2ad448023be5f453e1de/props/specimens/ducktape/2026-05-20-00/code/skills/info_gathering/SKILL.md","https://github.com/agentydragon/ducktape/blob/45bba5fd6027000d86879b371b9394c60029965f/props/specimens/ducktape/2026-05-20-00/code/skills/info_gathering/SKILL.md","https://github.com/agentydragon/ducktape/blob/361a4ffd0467d92ae433ce8b71e86aaf8124608a/props/specimens/ducktape/2026-05-20-00/code/skills/info_gathering/SKILL.md","https://api.github.com/repos/agentydragon/ducktape/git/blobs/a0f5e44a4b188e42d209ff58b9067a995d15d191"],"id":"RWE-6481","relevance":{"id":"RWE-6481","decision":"Core","rationale":"Maintain a research uncertainty register, evidence log, alternative hypotheses and documented next information-gathering actions. 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Posterior estimates need justified models.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/agentydragon/ducktape/blob/6e5cb7bc0f7a26ac88537ce05f93aeadcfe92cb5/props/specimens/ducktape/2026-05-20-00/code/skills/info_gathering/SKILL.md","https://github.com/agentydragon/ducktape/blob/57afbdfd52da397442ea2ad448023be5f453e1de/props/specimens/ducktape/2026-05-20-00/code/skills/info_gathering/SKILL.md","https://github.com/agentydragon/ducktape/blob/45bba5fd6027000d86879b371b9394c60029965f/props/specimens/ducktape/2026-05-20-00/code/skills/info_gathering/SKILL.md","https://github.com/agentydragon/ducktape/blob/361a4ffd0467d92ae433ce8b71e86aaf8124608a/props/specimens/ducktape/2026-05-20-00/code/skills/info_gathering/SKILL.md","https://api.github.com/repos/agentydragon/ducktape/git/blobs/a0f5e44a4b188e42d209ff58b9067a995d15d191"],"reviewGroup":"evidence-appraisal"}},{"name":"rvalen1123/ai-starter-kit — research-super-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Organize exploratory literature research into seed queries, source-linked notes, claim registries and contested findings.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rvalen1123/ai-starter-kit","website":"GitHub","packages":"skills/templates/research-super-skill/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Organize exploratory literature research into seed queries, source-linked notes, claim registries and contested findings."],"limitation":"Only section2 research-note workflow reviewed; broader statistical recipes, product comparisons and platform capabilities are outside approval. Source-count confidence ratings do not validate certainty.","url":"https://github.com/rvalen1123/ai-starter-kit","primarySourceURLs":["https://github.com/rvalen1123/AI-starter-kit/blob/9a403ff992e5ee2ead2e0f5d8e0630a1cfc0fa53/skills/templates/research-super-skill/SKILL.md","https://api.github.com/repos/rvalen1123/AI-starter-kit/git/blobs/80a27a22085149f4c731eb740512a7bf43f89663"],"id":"RWE-6482","relevance":{"id":"RWE-6482","decision":"Core","rationale":"Retain the documented evidence function: Organize exploratory literature research into seed queries, source-linked notes, claim registries and contested findings. 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Unresolved conflicting values require review, and baseline p-values do not establish equivalence. Workbook scripts not tested.","url":"https://github.com/trisss1011/af-cpg-extraction-skill-code","primarySourceURLs":["https://github.com/trisss1011/af-cpg-extraction-skill-code/blob/e147f45e7a086a83b14a09187bd0f0d810aba087/00_skills/cpg-data-extraction/SKILL.md","https://api.github.com/repos/trisss1011/af-cpg-extraction-skill-code/git/blobs/2cd30f16c9b2e3c41afae118a3ca77f8341b1bdf"],"id":"RWE-6484","relevance":{"id":"RWE-6484","decision":"Core","rationale":"Retain the documented evidence function: Extract atrial-fibrillation review paper characteristics, reported outcomes and herbal-intervention details into per-paper spreadsheet records with uncertainty flags. 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Citation-count, journal-tier and affiliation preferences are purposive filters, not systematic-review eligibility or evidence-quality validation.","url":"https://github.com/haojae/scipilot-cite-skill","primarySourceURLs":["https://github.com/Haojae/scipilot-cite-skill/blob/main/README.md"],"id":"RWE-6489","relevance":{"id":"RWE-6489","decision":"Core","rationale":"Retain the documented evidence function: Search Crossref, Semantic Scholar and OpenAlex, deduplicate bibliographic candidates, log DOI/metadata checks and insert formatted references into TeX or Word. 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Provider misses are incomplete evidence, not fabrication proof; a receipt is not a zero-error guarantee.","url":"https://github.com/bystander563/citation-reality-audit","primarySourceURLs":["https://github.com/bystander563/citation-reality-audit/blob/main/README.md","https://github.com/bystander563/citation-reality-audit/blob/main/SKILL.md","https://github.com/bystander563/citation-reality-audit/blob/main/references/evidence-policy.md"],"id":"RWE-6497","relevance":{"id":"RWE-6497","decision":"Core","rationale":"Retain the documented evidence function: Extract TeX/Bib citation occurrences, use two automatic scouts, record separate existence/metadata/version/context verdicts and replay receipts bound to exact source hashes. 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Defaults restrict time, categories, initial papers and core set; novelty/experimental-completeness scoring is a topic-survey heuristic, not validated risk-of-bias or certainty grading and can omit relevant null or older evidence. arXiv-only coverage and citation consistency do not establish an exhaustive clinical systematic review.","url":"https://github.com/marspain/efficiency_skills","primarySourceURLs":["https://github.com/MarsPain/efficiency_skills/blob/bdbe206979a12d59631d11262b9d1df5d061f27f/arxiv-deep-research/SKILL.md","https://api.github.com/repos/MarsPain/efficiency_skills/git/blobs/c6ec633e1712f30002656433d3f2a14e641894b7"],"id":"RWE-6669","relevance":{"id":"RWE-6669","decision":"Core","rationale":"Retain the documented evidence function: arXiv-focused agent instruction workflow for query logging, metadata/bibliography export, structured paper notes, narrative survey synthesis and incremental literature updates. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"arXiv-focused agent instruction workflow for query logging, metadata/bibliography export, structured paper notes, narrative survey synthesis and incremental literature updates.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/marspain/efficiency_skills","https://github.com/MarsPain/efficiency_skills/blob/bdbe206979a12d59631d11262b9d1df5d061f27f/arxiv-deep-research/SKILL.md","https://api.github.com/repos/MarsPain/efficiency_skills/git/blobs/c6ec633e1712f30002656433d3f2a14e641894b7"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sandeeprdy1729/skill_galaxy — ehr-integration","kind":"Skill","category":"Clinical Data & Interoperability","summary":"Draft SMART-on-FHIR launch and patient-resource retrieval examples; map diagnoses, medications, allergies and vital-sign fields into a descriptive patient summary.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sandeeprdy1729/skill_galaxy","website":"GitHub","packages":"skills/bio/ehr-integration/SKILL.md","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Draft SMART-on-FHIR launch and patient-resource retrieval examples; map diagnoses, medications, allergies and vital-sign fields into a descriptive patient summary."],"limitation":"Instruction examples only, not an independently deployed connector. Demonstrated scope omits allergy access; summary uses undefined formatting helpers and does not implement pagination or resolve referenced medications. No complete patient record, clinical decision support, vendor market-share, certification or HIPAA-compliance approval. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/sandeeprdy1729/skill_galaxy","primarySourceURLs":["https://github.com/Sandeeprdy1729/skill_galaxy/blob/2dd36c8ab8f1c6d17fed619a98f8e93a69095dde/skills/bio/ehr-integration/SKILL.md","https://api.github.com/repos/Sandeeprdy1729/skill_galaxy/git/blobs/91aeaf66a3fd77a388b2a14e37c40b00da0c9a6a"],"id":"RWE-6670","relevance":{"id":"RWE-6670","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Draft SMART-on-FHIR launch and patient-resource retrieval examples; map diagnoses, medications, allergies and vital-sign fields into a descriptive patient summary.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Sandeeprdy1729/skill_galaxy/blob/2dd36c8ab8f1c6d17fed619a98f8e93a69095dde/skills/bio/ehr-integration/SKILL.md","https://api.github.com/repos/Sandeeprdy1729/skill_galaxy/git/blobs/91aeaf66a3fd77a388b2a14e37c40b00da0c9a6a"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"azure-samples/healthcare-agent-orchestrator","kind":"Research tool","category":"Trials & Study Design","summary":"Research evidence retrieval and clinical-trial discovery components of Healthcare Agent Orchestrator.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"azure-samples/healthcare-agent-orchestrator","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Research evidence retrieval and clinical-trial discovery components of Healthcare Agent Orchestrator."],"limitation":"Research-and-development sample; patient-care outputs and eligibility decisions need independent review.","url":"https://github.com/azure-samples/healthcare-agent-orchestrator","primarySourceURLs":["https://raw.githubusercontent.com/Azure-Samples/healthcare-agent-orchestrator/main/README.md","https://github.com/Azure-Samples/healthcare-agent-orchestrator"],"id":"RWE-2607","relevance":{"id":"RWE-2607","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Research evidence retrieval and clinical-trial discovery components of Healthcare Agent Orchestrator.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Azure-Samples/healthcare-agent-orchestrator/main/README.md","https://github.com/Azure-Samples/healthcare-agent-orchestrator"],"reviewGroup":"clinical-trial-workflow"}},{"name":"lumalabai/meshagents","kind":"Research tool","category":"RWE Data & Analytics","summary":"Agent-assisted phenotype-factor association research.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lumalabai/meshagents","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent-assisted phenotype-factor association research."],"limitation":"UK Biobank access required where used; consensus does not establish causality or valid multiple-testing control.","url":"https://github.com/lumalabai/meshagents","primarySourceURLs":["https://raw.githubusercontent.com/LumaLabAI/MESHAgents/main/README.md","https://github.com/LumaLabAI/MESHAgents"],"id":"RWE-2616","relevance":{"id":"RWE-2616","decision":"Core","rationale":"Agent-assisted phenotype-factor association research. The actual experimental, meta-analytic, Bayesian, survey, survival, spatial-epidemiologic or health-data analysis method is explicitly relevant, subject to the recorded inferential limits.","relevanceBasis":"Agent-assisted phenotype-factor association research. Limits: UK Biobank access required where used; consensus does not establish causality or valid multiple-testing control.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/LumaLabAI/MESHAgents/main/README.md","https://github.com/LumaLabAI/MESHAgents"],"reviewGroup":"statistical-method"}},{"name":"jihyechoi77/malade","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"Drug adverse-event evidence extraction with retrieval-augmented agents.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jihyechoi77/malade","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Drug adverse-event evidence extraction with retrieval-augmented agents."],"limitation":"Extracted associations do not establish causation; model and source retrieval untested.","url":"https://github.com/jihyechoi77/malade","primarySourceURLs":["https://raw.githubusercontent.com/jihyechoi77/malade/main/README.md","https://github.com/jihyechoi77/malade"],"id":"RWE-2625","relevance":{"id":"RWE-2625","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Drug adverse-event evidence extraction with retrieval-augmented agents.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jihyechoi77/malade/main/README.md","https://github.com/jihyechoi77/malade"],"reviewGroup":"health-product-and-safety-data"}},{"name":"institute4futurehealth/cha","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieve and compute averages, sums and trends over patient activity records through named Affect tasks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"institute4futurehealth/cha","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve and compute averages, sums and trends over patient activity records through named Affect tasks."],"limitation":"Requires configured Affect data and LLM services; analytic outputs not clinical validation.","url":"https://github.com/institute4futurehealth/cha","primarySourceURLs":["https://raw.githubusercontent.com/Institute4FutureHealth/CHA/main/README.md","https://raw.githubusercontent.com/Institute4FutureHealth/CHA/d6129c4b5eb1dd155e549ee115b8dcb572c19593/src/openCHA/tasks/affect/activity_analysis.py","https://raw.githubusercontent.com/Institute4FutureHealth/CHA/d6129c4b5eb1dd155e549ee115b8dcb572c19593/examples/general_health_questions.py","https://github.com/Institute4FutureHealth/CHA","https://api.github.com/repos/Institute4FutureHealth/CHA/git/trees/HEAD?recursive=1"],"id":"RWE-2627","relevance":{"id":"RWE-2627","decision":"Core","rationale":"Retrieve and compute averages, sums and trends over patient activity records through named Affect tasks. The actual experimental, meta-analytic, Bayesian, survey, survival, spatial-epidemiologic or health-data analysis method is explicitly relevant, subject to the recorded inferential limits.","relevanceBasis":"Retrieve and compute averages, sums and trends over patient activity records through named Affect tasks. Limits: Requires configured Affect data and LLM services; analytic outputs not clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Institute4FutureHealth/CHA/main/README.md","https://raw.githubusercontent.com/Institute4FutureHealth/CHA/d6129c4b5eb1dd155e549ee115b8dcb572c19593/src/openCHA/tasks/affect/activity_analysis.py","https://raw.githubusercontent.com/Institute4FutureHealth/CHA/d6129c4b5eb1dd155e549ee115b8dcb572c19593/examples/general_health_questions.py","https://github.com/Institute4FutureHealth/CHA","https://api.github.com/repos/Institute4FutureHealth/CHA/git/trees/HEAD?recursive=1"],"reviewGroup":"statistical-method"}},{"name":"j-frei/infherno","kind":"Research tool","category":"RWE Data & Analytics","summary":"Clinical information extraction and standardized health-data synthesis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"j-frei/infherno","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical information extraction and standardized health-data synthesis."],"limitation":"Generated resources and terminology codes require validation; no semantic accuracy guarantee.","url":"https://github.com/j-frei/infherno","primarySourceURLs":["https://raw.githubusercontent.com/j-frei/Infherno/main/README.md","https://github.com/j-frei/Infherno"],"id":"RWE-2635","relevance":{"id":"RWE-2635","decision":"Core","rationale":"Clinical information extraction and standardized health-data synthesis. The documented clinical data extraction, health-service queries, cohort comparisons, measurement or terminology function supports health evidence data work; synthetic/demo or access limitations must stay explicit.","relevanceBasis":"Clinical information extraction and standardized health-data synthesis. Limits: Generated resources and terminology codes require validation; no semantic accuracy guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/j-frei/Infherno/main/README.md","https://github.com/j-frei/Infherno"],"reviewGroup":"clinical-data"}},{"name":"pku-aicare/ehrflow","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Coordinate EHR table processing, dataset analysis, visualization and predictive modeling from clinical laboratory/event/target tables.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pku-aicare/ehrflow","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Coordinate EHR table processing, dataset analysis, visualization and predictive modeling from clinical laboratory/event/target tables."],"limitation":"Requires compatible data and models; research workflow only, no clinical prediction validation.","url":"https://github.com/pku-aicare/ehrflow","primarySourceURLs":["https://raw.githubusercontent.com/PKU-AICare/EHRFlow/main/README.md","https://raw.githubusercontent.com/PKU-AICare/EHRFlow/b832fe0df3bba7c8f0ee3527ea53a952ae2ac9a4/xiaoya/README.md","https://raw.githubusercontent.com/PKU-AICare/EHRFlow/b832fe0df3bba7c8f0ee3527ea53a952ae2ac9a4/GraceAgent/Action.py","https://github.com/PKU-AICare/EHRFlow","https://api.github.com/repos/PKU-AICare/EHRFlow/git/trees/HEAD?recursive=1"],"id":"RWE-2637","relevance":{"id":"RWE-2637","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Coordinate EHR table processing, dataset analysis, visualization and predictive modeling from clinical laboratory/event/target tables.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/PKU-AICare/EHRFlow/main/README.md","https://raw.githubusercontent.com/PKU-AICare/EHRFlow/b832fe0df3bba7c8f0ee3527ea53a952ae2ac9a4/xiaoya/README.md","https://raw.githubusercontent.com/PKU-AICare/EHRFlow/b832fe0df3bba7c8f0ee3527ea53a952ae2ac9a4/GraceAgent/Action.py","https://github.com/PKU-AICare/EHRFlow","https://api.github.com/repos/PKU-AICare/EHRFlow/git/trees/HEAD?recursive=1"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"wshi83/ehragent","kind":"Research benchmark","category":"Clinical Data & Interoperability","summary":"Agent-assisted tabular EHR querying and research benchmark evaluation.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wshi83/ehragent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Agent-assisted tabular EHR querying and research benchmark evaluation."],"limitation":"Generated code and clinical answers require review; dataset access and execution untested.","url":"https://github.com/wshi83/ehragent","primarySourceURLs":["https://raw.githubusercontent.com/wshi83/EhrAgent/main/README.md","https://github.com/wshi83/EhrAgent"],"id":"RWE-2639","relevance":{"id":"RWE-2639","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Agent-assisted tabular EHR querying and research benchmark evaluation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/wshi83/EhrAgent/main/README.md","https://github.com/wshi83/EhrAgent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"mims-harvard/txagent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Tool-grounded biomedical and therapeutic evidence reasoning research.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mims-harvard/txagent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Tool-grounded biomedical and therapeutic evidence reasoning research."],"limitation":"Retrieved drug evidence and recommendations require expert review; not validated clinical prescribing.","url":"https://github.com/mims-harvard/txagent","primarySourceURLs":["https://raw.githubusercontent.com/mims-harvard/TxAgent/main/README.md","https://github.com/mims-harvard/TxAgent"],"id":"RWE-2645","relevance":{"id":"RWE-2645","decision":"Core","rationale":"Tool-grounded biomedical and therapeutic evidence reasoning research. The selected therapeutic/guideline or scholarly source retrieval and source-grounded reporting function supports health evidence work; diagnostic or treatment recommendations are outside Core.","relevanceBasis":"Tool-grounded biomedical and therapeutic evidence reasoning research. Limits: Retrieved drug evidence and recommendations require expert review; not validated clinical prescribing.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mims-harvard/TxAgent/main/README.md","https://github.com/mims-harvard/TxAgent"],"reviewGroup":"health-evidence"}},{"name":"andreslaverdemarin/agentic_reproducibility_assessment","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Agent-assisted scientific reproducibility assessment and peer-review support.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"andreslaverdemarin/agentic_reproducibility_assessment","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Agent-assisted scientific reproducibility assessment and peer-review support."],"limitation":"Documentation scoring does not prove computational reproduction or paper validity.","url":"https://github.com/andreslaverdemarin/agentic_reproducibility_assessment","primarySourceURLs":["https://raw.githubusercontent.com/AndresLaverdeMarin/agentic_reproducibility_assessment/main/README.md","https://github.com/AndresLaverdeMarin/agentic_reproducibility_assessment"],"id":"RWE-2658","relevance":{"id":"RWE-2658","decision":"Core","rationale":"Retain the documented evidence function: Agent-assisted scientific reproducibility assessment and peer-review support. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Agent-assisted scientific reproducibility assessment and peer-review support.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/andreslaverdemarin/agentic_reproducibility_assessment","https://raw.githubusercontent.com/AndresLaverdeMarin/agentic_reproducibility_assessment/main/README.md","https://github.com/AndresLaverdeMarin/agentic_reproducibility_assessment"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lingyue404/clinical-agent","kind":"Research tool","category":"Trials & Study Design","summary":"Clinical trial evidence exploration and tool-assisted reasoning.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lingyue404/clinical-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical trial evidence exploration and tool-assisted reasoning."],"limitation":"Tool predictions and enrollment estimates require independent validation; demo configuration untested.","url":"https://github.com/lingyue404/clinical-agent","primarySourceURLs":["https://raw.githubusercontent.com/lingyue404/clinical-agent/main/README.md","https://github.com/lingyue404/clinical-agent"],"id":"RWE-2672","relevance":{"id":"RWE-2672","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Clinical trial evidence exploration and tool-assisted reasoning.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/lingyue404/clinical-agent/main/README.md","https://github.com/lingyue404/clinical-agent"],"reviewGroup":"clinical-trial-workflow"}},{"name":"constantjxyz/kerap","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Biomedical graph evidence integration and EHR prediction research.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"constantjxyz/kerap","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Biomedical graph evidence integration and EHR prediction research."],"limitation":"Restricted EHR data access; associations do not establish patient risk validity.","url":"https://github.com/constantjxyz/kerap","primarySourceURLs":["https://raw.githubusercontent.com/constantjxyz/KERAP/main/README.md","https://github.com/constantjxyz/KERAP"],"id":"RWE-2681","relevance":{"id":"RWE-2681","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Biomedical graph evidence integration and EHR prediction research.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/constantjxyz/KERAP/main/README.md","https://github.com/constantjxyz/KERAP"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"lclarice/autoct","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieve local PubMed abstracts and prior trial records constrained by trial start date, then run agent prediction experiments.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lclarice/autoct","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve local PubMed abstracts and prior trial records constrained by trial start date, then run agent prediction experiments."],"limitation":"Requires prepared local indices/datasets and model configuration; predictive validity unverified.","url":"https://github.com/lclarice/autoct","primarySourceURLs":["https://raw.githubusercontent.com/lclarice/autoct/main/README.md","https://raw.githubusercontent.com/lclarice/autoct/d2a172a5f9b7532f89d89e8077910b70076b15f5/scripts/run_agent.py","https://raw.githubusercontent.com/lclarice/autoct/d2a172a5f9b7532f89d89e8077910b70076b15f5/src/lfe/impl/tools.py","https://github.com/lclarice/autoct","https://api.github.com/repos/lclarice/autoct/git/trees/HEAD?recursive=1"],"id":"RWE-2685","relevance":{"id":"RWE-2685","decision":"Core","rationale":"Retain the documented evidence function: Date-constrained PubMed and prior clinical-trial source retrieval only; agent outcome-prediction experiments are not independently retained. 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Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic survey synthesis from supplied literature.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/iaar-shanghai/surveyx","https://raw.githubusercontent.com/IAAR-Shanghai/SurveyX/main/README.md","https://github.com/IAAR-Shanghai/SurveyX"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tokisaka23/rxlm-med-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieve textbook evidence for laboratory-report interpretation and emit annotated laboratory data, evidence repository and reasoning traces.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tokisaka23/rxlm-med-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve textbook evidence for laboratory-report interpretation and emit annotated laboratory data, evidence repository and reasoning traces."],"limitation":"Documentation only; diagnostic and production-grade claims are unvalidated; textbook access and clinical validity not established.","url":"https://github.com/tokisaka23/rxlm-med-agent","primarySourceURLs":["https://raw.githubusercontent.com/tokisaka23/RxLM-Med-Agent/main/README.md","https://github.com/tokisaka23/RxLM-Med-Agent"],"id":"RWE-2714","relevance":{"id":"RWE-2714","decision":"Core","rationale":"Retrieve textbook evidence for laboratory-report interpretation and emit annotated laboratory data, evidence repository and reasoning traces. The selected therapeutic/guideline or scholarly source retrieval and source-grounded reporting function supports health evidence work; diagnostic or treatment recommendations are outside Core.","relevanceBasis":"Retrieve textbook evidence for laboratory-report interpretation and emit annotated laboratory data, evidence repository and reasoning traces. Limits: Documentation only; diagnostic and production-grade claims are unvalidated; textbook access and clinical validity not established.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tokisaka23/RxLM-Med-Agent/main/README.md","https://github.com/tokisaka23/RxLM-Med-Agent"],"reviewGroup":"health-evidence"}},{"name":"hilary-henshaw/clin-evidence","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieve local clinical guidelines and literature using hybrid search, then search PubMed and web evidence when needed, returning cited answers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hilary-henshaw/clin-evidence","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve local clinical guidelines and literature using hybrid search, then search PubMed and web evidence when needed, returning cited answers."],"limitation":"Documentation only; institution must ingest its corpus, external APIs required, imaging and safety claims not clinically validated.","url":"https://github.com/hilary-henshaw/clin-evidence","primarySourceURLs":["https://raw.githubusercontent.com/Hilary-Henshaw/clin-evidence/main/README.md","https://github.com/Hilary-Henshaw/clin-evidence"],"id":"RWE-2724","relevance":{"id":"RWE-2724","decision":"Core","rationale":"Retain the documented evidence function: Retrieve local clinical guidelines and literature using hybrid search, then search PubMed and web evidence when needed, returning cited answers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve local clinical guidelines and literature using hybrid search, then search PubMed and web evidence when needed, returning cited answers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hilary-henshaw/clin-evidence","https://raw.githubusercontent.com/Hilary-Henshaw/clin-evidence/main/README.md","https://github.com/Hilary-Henshaw/clin-evidence"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"project-clara-hbt/clara-care","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieve and synthesize medical evidence through fast/deep research modes and expose citation metadata for review.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"project-clara-hbt/clara-care","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve and synthesize medical evidence through fast/deep research modes and expose citation metadata for review."],"limitation":"Documentation only; upstream availability and fallback behavior affect evidence coverage; personal medication and care claims not validated.","url":"https://github.com/project-clara-hbt/clara-care","primarySourceURLs":["https://raw.githubusercontent.com/Project-CLARA-HBT/CLARA-Care/main/README.md","https://github.com/Project-CLARA-HBT/CLARA-Care"],"id":"RWE-2726","relevance":{"id":"RWE-2726","decision":"Core","rationale":"Retain the documented evidence function: Retrieve and synthesize medical evidence through fast/deep research modes and expose citation metadata for review. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve and synthesize medical evidence through fast/deep research modes and expose citation metadata for review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/project-clara-hbt/clara-care","https://raw.githubusercontent.com/Project-CLARA-HBT/CLARA-Care/main/README.md","https://github.com/Project-CLARA-HBT/CLARA-Care"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"chrisolande/trialmatch-agent","kind":"Research tool","category":"Trials & Study Design","summary":"Retrieve candidate clinical trials, compare patient-profile eligibility criteria, flag information gaps and emit ranked reports.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chrisolande/trialmatch-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Retrieve candidate clinical trials, compare patient-profile eligibility criteria, flag information gaps and emit ranked reports."],"limitation":"Apparent eligibility requires clinician confirmation; live trial data and model behavior untested; external prompts depend on privacy configuration.","url":"https://github.com/chrisolande/trialmatch-agent","primarySourceURLs":["https://raw.githubusercontent.com/Chrisolande/TrialMatch-Agent/main/README.md","https://github.com/Chrisolande/TrialMatch-Agent"],"id":"RWE-2727","relevance":{"id":"RWE-2727","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. 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The selected therapeutic/guideline or scholarly source retrieval and source-grounded reporting function supports health evidence work; diagnostic or treatment recommendations are outside Core.","relevanceBasis":"Ingest medical guidelines, select relevant passages and rerank evidence for disease-management questions. Limits: Documentation only; institution-supplied sources and external embedding/reranking services required; care and performance claims unverified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/HougeLangley/MediCareAI/main/README.md","https://github.com/HougeLangley/MediCareAI"],"reviewGroup":"health-evidence"}},{"name":"asanmateu/medgraph-ai","kind":"Research tool","category":"RWE Data & Analytics","summary":"Query hospital satisfaction, physician specialties and emergency visit wait-time relationships from configured Neo4j data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"asanmateu/medgraph-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query hospital satisfaction, physician specialties and emergency visit wait-time relationships from configured Neo4j data."],"limitation":"Tutorial-derived system; data-source quality and representativeness unverified, no operational or clinical validation.","url":"https://github.com/asanmateu/medgraph-ai","primarySourceURLs":["https://raw.githubusercontent.com/asanmateu/medgraph-ai/main/README.md","https://github.com/asanmateu/medgraph-ai"],"id":"RWE-2729","relevance":{"id":"RWE-2729","decision":"Core","rationale":"Query hospital satisfaction, physician specialties and emergency visit wait-time relationships from configured Neo4j data. The documented clinical data extraction, health-service queries, cohort comparisons, measurement or terminology function supports health evidence data work; synthetic/demo or access limitations must stay explicit.","relevanceBasis":"Query hospital satisfaction, physician specialties and emergency visit wait-time relationships from configured Neo4j data. Limits: Tutorial-derived system; data-source quality and representativeness unverified, no operational or clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/asanmateu/medgraph-ai/main/README.md","https://github.com/asanmateu/medgraph-ai"],"reviewGroup":"clinical-data"}},{"name":"hherb/bmlibrarian","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieve and review biomedical publications, produce cited answers, assess paper quality and support systematic review and manuscript citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hherb/bmlibrarian","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve and review biomedical publications, produce cited answers, assess paper quality and support systematic review and manuscript citations."],"limitation":"Documentation-only workbench; local corpus import and models required, generated quality assessments and systematic-review completeness unverified.","url":"https://github.com/hherb/bmlibrarian","primarySourceURLs":["https://raw.githubusercontent.com/hherb/bmlibrarian/master/README.md","https://github.com/hherb/bmlibrarian"],"id":"RWE-2735","relevance":{"id":"RWE-2735","decision":"Core","rationale":"Retain the documented evidence function: Retrieve and review biomedical publications, produce cited answers, assess paper quality and support systematic review and manuscript citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve and review biomedical publications, produce cited answers, assess paper quality and support systematic review and manuscript citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hherb/bmlibrarian","https://raw.githubusercontent.com/hherb/bmlibrarian/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pavanbadempet/ai-healthcare-system","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieve local clinical evidence with patient context and explore documented cohort/data transformations through clinical agents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pavanbadempet/ai-healthcare-system","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve local clinical evidence with patient context and explore documented cohort/data transformations through clinical agents."],"limitation":"Documentation-only platform; production, interoperability, compliance, predictive and digital-twin claims unverified; no blanket approval of advertised models.","url":"https://github.com/pavanbadempet/ai-healthcare-system","primarySourceURLs":["https://raw.githubusercontent.com/pavanbadempet/AI-Healthcare-System/main/README.md","https://github.com/pavanbadempet/AI-Healthcare-System"],"id":"RWE-2742","relevance":{"id":"RWE-2742","decision":"Core","rationale":"Retrieve local clinical evidence with patient context and explore documented cohort/data transformations through clinical agents. The documented clinical data extraction, health-service queries, cohort comparisons, measurement or terminology function supports health evidence data work; synthetic/demo or access limitations must stay explicit.","relevanceBasis":"Retrieve local clinical evidence with patient context and explore documented cohort/data transformations through clinical agents. Limits: Documentation-only platform; production, interoperability, compliance, predictive and digital-twin claims unverified; no blanket approval of advertised models.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pavanbadempet/AI-Healthcare-System/main/README.md","https://github.com/pavanbadempet/AI-Healthcare-System"],"reviewGroup":"clinical-data"}},{"name":"cbib/trialmatchai","kind":"Research tool","category":"Trials & Study Design","summary":"Build trial indexes, retrieve candidate trials, score eligibility criteria and return explained ranked matches from structured patient profiles.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cbib/trialmatchai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Build trial indexes, retrieve candidate trials, score eligibility criteria and return explained ranked matches from structured patient profiles."],"limitation":"Requires trial refreshes and local model resources; eligibility and interoperability coverage untested, final decisions require human review.","url":"https://github.com/cbib/trialmatchai","primarySourceURLs":["https://raw.githubusercontent.com/cbib/TrialMatchAI/main/README.md","https://github.com/cbib/TrialMatchAI"],"id":"RWE-2743","relevance":{"id":"RWE-2743","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. 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Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed scholarly retrieval only; molecular/variant diagnostic databases excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wilhelm-foundation/rare-archive","https://raw.githubusercontent.com/Wilhelm-Foundation/rare-archive/main/README.md","https://raw.githubusercontent.com/Wilhelm-Foundation/rare-archive/8b8d4d0a62bf185e36d47aa12556b1abc18edf2c/packages/tools/README.md","https://raw.githubusercontent.com/Wilhelm-Foundation/rare-archive/8b8d4d0a62bf185e36d47aa12556b1abc18edf2c/docs/tool_adapters.md","https://github.com/Wilhelm-Foundation/rare-archive","https://api.github.com/repos/Wilhelm-Foundation/rare-archive/git/trees/HEAD?recursive=1"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bystrogenomics/bystro","kind":"Research tool","category":"RWE Data & Analytics","summary":"Submit genetic cohort comparisons and phenotype investigations with file and artifact context to Bystro Think agents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bystrogenomics/bystro","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Submit genetic cohort comparisons and phenotype investigations with file and artifact context to Bystro Think agents."],"limitation":"Requires hosted account and file upload; service availability, statistical correctness and access conditions unverified.","url":"https://github.com/bystrogenomics/bystro","primarySourceURLs":["https://raw.githubusercontent.com/bystrogenomics/bystro/main/README.md","https://github.com/bystrogenomics/bystro"],"id":"RWE-2758","relevance":{"id":"RWE-2758","decision":"Core","rationale":"Submit genetic cohort comparisons and phenotype investigations with file and artifact context to Bystro Think agents. The documented clinical data extraction, health-service queries, cohort comparisons, measurement or terminology function supports health evidence data work; synthetic/demo or access limitations must stay explicit.","relevanceBasis":"Submit genetic cohort comparisons and phenotype investigations with file and artifact context to Bystro Think agents. Limits: Requires hosted account and file upload; service availability, statistical correctness and access conditions unverified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bystrogenomics/bystro/main/README.md","https://github.com/bystrogenomics/bystro"],"reviewGroup":"clinical-data"}},{"name":"federicodeponte/opendraft","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieve scholarly sources, build source-grounded research drafts and inspect citation verification across Crossref/OpenAlex/Semantic Scholar.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"federicodeponte/opendraft","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve scholarly sources, build source-grounded research drafts and inspect citation verification across Crossref/OpenAlex/Semantic Scholar."],"limitation":"Verification and draft quality untested; human review required, source existence does not itself prove claim support.","url":"https://github.com/federicodeponte/opendraft","primarySourceURLs":["https://raw.githubusercontent.com/federicodeponte/opendraft/master/README.md","https://github.com/federicodeponte/opendraft"],"id":"RWE-2761","relevance":{"id":"RWE-2761","decision":"Core","rationale":"Retain the documented evidence function: Scholarly retrieval and cross-index citation verification only; general manuscript drafting excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly retrieval and cross-index citation verification only; general manuscript drafting excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/federicodeponte/opendraft","https://raw.githubusercontent.com/federicodeponte/opendraft/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"markrussinovich/refchecker","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Check paper bibliographies for metadata mismatches and likely fabricated references using multiple scholarly sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"markrussinovich/refchecker","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Check paper bibliographies for metadata mismatches and likely fabricated references using multiple scholarly sources."],"limitation":"Reference matching can fail; AI-text detection is explicitly advisory and not proof of misconduct; no source claim validation assumed beyond stated checks.","url":"https://github.com/markrussinovich/refchecker","primarySourceURLs":["https://raw.githubusercontent.com/markrussinovich/refchecker/main/README.md","https://github.com/markrussinovich/refchecker"],"id":"RWE-2762","relevance":{"id":"RWE-2762","decision":"Core","rationale":"Retain the documented evidence function: Check paper bibliographies for metadata mismatches and likely fabricated references using multiple scholarly sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Check paper bibliographies for metadata mismatches and likely fabricated references using multiple scholarly sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/markrussinovich/refchecker","https://raw.githubusercontent.com/markrussinovich/refchecker/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"future-scholars/paperlib","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"paperlib-ai-chat-extension discusses parsed paper PDFs; paperlib-ai-summary-extension summarizes, tags and semantically filters papers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"future-scholars/paperlib","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["paperlib-ai-chat-extension discusses parsed paper PDFs; paperlib-ai-summary-extension summarizes, tags and semantically filters papers."],"limitation":"Requires Paperlib plus named extensions and model/API access; PDF parsing and generated answers unvalidated; do not attribute these features to core alone.","url":"https://github.com/future-scholars/paperlib","primarySourceURLs":["https://raw.githubusercontent.com/Future-Scholars/paperlib/chore%2Fofficial-sync/README.md","https://github.com/Future-Scholars/paperlib-ai-chat-extension/blob/main/readme.md","https://github.com/Future-Scholars/paperlib-ai-summary-extension/blob/main/readme.md","https://paperlib.app/en/extension-doc/","https://github.com/Future-Scholars/paperlib"],"id":"RWE-2766","relevance":{"id":"RWE-2766","decision":"Core","rationale":"Retain the documented evidence function: paperlib-ai-chat-extension discusses parsed paper PDFs; paperlib-ai-summary-extension summarizes, tags and semantically filters papers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"paperlib-ai-chat-extension discusses parsed paper PDFs; paperlib-ai-summary-extension summarizes, tags and semantically filters papers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/future-scholars/paperlib","https://raw.githubusercontent.com/Future-Scholars/paperlib/chore%2Fofficial-sync/README.md","https://github.com/Future-Scholars/paperlib-ai-chat-extension/blob/main/readme.md","https://github.com/Future-Scholars/paperlib-ai-summary-extension/blob/main/readme.md","https://paperlib.app/en/extension-doc/","https://github.com/Future-Scholars/paperlib"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cookjohn/zotero-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Search Zotero references and annotations, retrieve item metadata and content, and inspect collections via MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cookjohn/zotero-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search Zotero references and annotations, retrieve item metadata and content, and inspect collections via MCP."],"limitation":"Requires Zotero/plugin runtime; semantic search is optional, available full text depends on local library; no runtime validation.","url":"https://github.com/cookjohn/zotero-mcp","primarySourceURLs":["https://raw.githubusercontent.com/cookjohn/zotero-mcp/main/README.md","https://github.com/cookjohn/zotero-mcp"],"id":"RWE-2768","relevance":{"id":"RWE-2768","decision":"Core","rationale":"Search Zotero references and annotations, retrieve item metadata and content, and inspect collections via MCP. The selected therapeutic/guideline or scholarly source retrieval and source-grounded reporting function supports health evidence work; diagnostic or treatment recommendations are outside Core.","relevanceBasis":"Search Zotero references and annotations, retrieve item metadata and content, and inspect collections via MCP. Limits: Requires Zotero/plugin runtime; semantic search is optional, available full text depends on local library; no runtime validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cookjohn/zotero-mcp/main/README.md","https://github.com/cookjohn/zotero-mcp"],"reviewGroup":"health-evidence"}},{"name":"nanoagentteam/research-claw","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search literature, organize papers, draft manuscripts and compile research outputs with optional Overleaf integration.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nanoagentteam/research-claw","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search literature, organize papers, draft manuscripts and compile research outputs with optional Overleaf integration."],"limitation":"External source and account access required; citation accuracy and experimental validity unverified.","url":"https://github.com/nanoagentteam/research-claw","primarySourceURLs":["https://raw.githubusercontent.com/nanoAgentTeam/research-claw/main/README.md","https://github.com/nanoAgentTeam/research-claw"],"id":"RWE-2773","relevance":{"id":"RWE-2773","decision":"Core","rationale":"Retain the documented evidence function: Literature search and paper organization only; manuscript/Overleaf production excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature search and paper organization only; manuscript/Overleaf production excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nanoagentteam/research-claw","https://raw.githubusercontent.com/nanoAgentTeam/research-claw/main/README.md","https://github.com/nanoAgentTeam/research-claw"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tarun7r/deep-research-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Plan research queries, extract source pages and synthesize cited reports with configurable source credibility heuristics.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tarun7r/deep-research-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Plan research queries, extract source pages and synthesize cited reports with configurable source credibility heuristics."],"limitation":"General web sources rather than exclusively scholarly indexes; heuristic scores are not evidence-quality validation, production claims untested.","url":"https://github.com/tarun7r/deep-research-agent","primarySourceURLs":["https://raw.githubusercontent.com/tarun7r/deep-research-agent/main/README.md","https://github.com/tarun7r/deep-research-agent"],"id":"RWE-2775","relevance":{"id":"RWE-2775","decision":"Core","rationale":"Plan research queries, extract source pages and synthesize cited reports with configurable source credibility heuristics. The selected therapeutic/guideline or scholarly source retrieval and source-grounded reporting function supports health evidence work; diagnostic or treatment recommendations are outside Core.","relevanceBasis":"Plan research queries, extract source pages and synthesize cited reports with configurable source credibility heuristics. Limits: General web sources rather than exclusively scholarly indexes; heuristic scores are not evidence-quality validation, production claims untested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tarun7r/deep-research-agent/main/README.md","https://github.com/tarun7r/deep-research-agent"],"reviewGroup":"health-evidence"}},{"name":"zamushwani/biomedical-ai-skills","kind":"MCP server","category":"RWE Data & Analytics","summary":"Guide TCGA/GEO cancer analyses, normalization, tumor microenvironment estimation and time-to-event statistical workflows.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zamushwani/biomedical-ai-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide TCGA/GEO cancer analyses, normalization, tumor microenvironment estimation and time-to-event statistical workflows.","TCGA/GDC, GEO and cancer biomarker data-shape guidance with MCP design and normalization workflows."],"limitation":"Documentation only; generated code and statistical assumptions require review; reported tests not independently run. Skill guidance is not validated statistics; controlled/token-gated data access remains constrained.","url":"https://github.com/zamushwani/biomedical-ai-skills","primarySourceURLs":["https://raw.githubusercontent.com/zamushwani/biomedical-ai-skills/main/README.md","https://github.com/zamushwani/biomedical-ai-skills"],"id":"RWE-2777","relevance":{"id":"RWE-2777","decision":"Core","rationale":"Guide TCGA/GEO cancer analyses, normalization, tumor microenvironment estimation and time-to-event statistical workflows. Only the explicitly described time-to-event statistical workflow is Core; cancer omics and tumor-microenvironment siblings are adjacent.","relevanceBasis":"Guide TCGA/GEO cancer analyses, normalization, tumor microenvironment estimation and time-to-event statistical workflows. Limits: Documentation only; generated code and statistical assumptions require review; reported tests not independently run. Skill guidance is not validated statistics; controlled/token-gated data access remains constrained.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zamushwani/biomedical-ai-skills/main/README.md","https://github.com/zamushwani/biomedical-ai-skills"],"reviewGroup":"survival-method"}},{"name":"chris-lovejoy/evidence-based-medicine-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieve Patient.info source material to ground agent medical-information answers with references.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chris-lovejoy/evidence-based-medicine-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve Patient.info source material to ground agent medical-information answers with references."],"limitation":"UpToDate, Cochrane and BMJ are future possibilities, not implemented sources; evidence validity and completeness unverified.","url":"https://github.com/chris-lovejoy/evidence-based-medicine-mcp","primarySourceURLs":["https://raw.githubusercontent.com/chris-lovejoy/evidence-based-medicine-mcp/main/README.md","https://github.com/chris-lovejoy/evidence-based-medicine-mcp"],"id":"RWE-2778","relevance":{"id":"RWE-2778","decision":"Core","rationale":"Retrieve Patient.info source material to ground agent medical-information answers with references. The selected therapeutic/guideline or scholarly source retrieval and source-grounded reporting function supports health evidence work; diagnostic or treatment recommendations are outside Core.","relevanceBasis":"Retrieve Patient.info source material to ground agent medical-information answers with references. Limits: UpToDate, Cochrane and BMJ are future possibilities, not implemented sources; evidence validity and completeness unverified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/chris-lovejoy/evidence-based-medicine-mcp/main/README.md","https://github.com/chris-lovejoy/evidence-based-medicine-mcp"],"reviewGroup":"health-evidence"}},{"name":"zhangreling02-ai/3dslicer-claude-bridge","kind":"MCP component","category":"RWE Data & Analytics","summary":"Inspect and manipulate medical imaging scenes, measure segmentation volumes and automate Slicer research workflows.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhangreling02-ai/3dslicer-claude-bridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Inspect and manipulate medical imaging scenes, measure segmentation volumes and automate Slicer research workflows."],"limitation":"Requires running Slicer; arbitrary Python tool is powerful, imaging measurements and execution not tested.","url":"https://github.com/zhangreling02-ai/3dslicer-claude-bridge","primarySourceURLs":["https://raw.githubusercontent.com/zhangreling02-ai/3dslicer-claude-bridge/main/README.md","https://github.com/zhangreling02-ai/3dslicer-claude-bridge"],"id":"RWE-2780","relevance":{"id":"RWE-2780","decision":"Core","rationale":"Inspect and manipulate medical imaging scenes, measure segmentation volumes and automate Slicer research workflows. The documented clinical data extraction, health-service queries, cohort comparisons, measurement or terminology function supports health evidence data work; synthetic/demo or access limitations must stay explicit.","relevanceBasis":"Inspect and manipulate medical imaging scenes, measure segmentation volumes and automate Slicer research workflows. Limits: Requires running Slicer; arbitrary Python tool is powerful, imaging measurements and execution not tested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zhangreling02-ai/3dslicer-claude-bridge/main/README.md","https://github.com/zhangreling02-ai/3dslicer-claude-bridge"],"reviewGroup":"clinical-data"}},{"name":"anup-shesh/garmin-local-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Analyze synced wearable time series, compare metrics and inspect missingness/coverage offline.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anup-shesh/garmin-local-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Analyze synced wearable time series, compare metrics and inspect missingness/coverage offline."],"limitation":"Unofficial Garmin API can break; correlations are observational, synced summaries omit GPS/sample streams and are not clinically validated.","url":"https://github.com/anup-shesh/garmin-local-mcp","primarySourceURLs":["https://raw.githubusercontent.com/anup-shesh/garmin-local-mcp/main/README.md","https://github.com/anup-shesh/garmin-local-mcp"],"id":"RWE-2782","relevance":{"id":"RWE-2782","decision":"Core","rationale":"Analyze synced wearable time series, compare metrics and inspect missingness/coverage offline. The documented clinical data extraction, health-service queries, cohort comparisons, measurement or terminology function supports health evidence data work; synthetic/demo or access limitations must stay explicit.","relevanceBasis":"Analyze synced wearable time series, compare metrics and inspect missingness/coverage offline. Limits: Unofficial Garmin API can break; correlations are observational, synced summaries omit GPS/sample streams and are not clinically validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/anup-shesh/garmin-local-mcp/main/README.md","https://github.com/anup-shesh/garmin-local-mcp"],"reviewGroup":"clinical-data"}},{"name":"fshaan/medical-guidelines-suite","kind":"Research tool","category":"RWE Data & Analytics","summary":"Extract supplied guideline PDFs, index/search passages, compare guidance and generate referenced reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fshaan/medical-guidelines-suite","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Extract supplied guideline PDFs, index/search passages, compare guidance and generate referenced reports."],"limitation":"Requires user-provided licensed guidelines; patient-specific conclusions and reported end-to-end tests not independently validated.","url":"https://github.com/fshaan/medical-guidelines-suite","primarySourceURLs":["https://raw.githubusercontent.com/fshaan/medical-guidelines-suite/main/README.md","https://github.com/fshaan/medical-guidelines-suite"],"id":"RWE-2783","relevance":{"id":"RWE-2783","decision":"Core","rationale":"Extract supplied guideline PDFs, index/search passages, compare guidance and generate referenced reports. The selected therapeutic/guideline or scholarly source retrieval and source-grounded reporting function supports health evidence work; diagnostic or treatment recommendations are outside Core.","relevanceBasis":"Extract supplied guideline PDFs, index/search passages, compare guidance and generate referenced reports. Limits: Requires user-provided licensed guidelines; patient-specific conclusions and reported end-to-end tests not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/fshaan/medical-guidelines-suite/main/README.md","https://github.com/fshaan/medical-guidelines-suite"],"reviewGroup":"health-evidence"}},{"name":"ericfu1120/icd10cm-codes-skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Search FY2025 ICD-10-CM references and validate candidate diagnosis codes with guideline/rationale context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ericfu1120/icd10cm-codes-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search FY2025 ICD-10-CM references and validate candidate diagnosis codes with guideline/rationale context."],"limitation":"Pinned FY2025 data are not current for every encounter; code assignment requires qualified review, not validated autonomous coding.","url":"https://github.com/ericfu1120/icd10cm-codes-skill","primarySourceURLs":["https://raw.githubusercontent.com/EricFu1120/icd10cm-codes-skill/main/README.md","https://github.com/EricFu1120/icd10cm-codes-skill"],"id":"RWE-2784","relevance":{"id":"RWE-2784","decision":"Core","rationale":"Search FY2025 ICD-10-CM references and validate candidate diagnosis codes with guideline/rationale context. The documented clinical data extraction, health-service queries, cohort comparisons, measurement or terminology function supports health evidence data work; synthetic/demo or access limitations must stay explicit.","relevanceBasis":"Search FY2025 ICD-10-CM references and validate candidate diagnosis codes with guideline/rationale context. Limits: Pinned FY2025 data are not current for every encounter; code assignment requires qualified review, not validated autonomous coding.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/EricFu1120/icd10cm-codes-skill/main/README.md","https://github.com/EricFu1120/icd10cm-codes-skill"],"reviewGroup":"clinical-data"}},{"name":"open-behavior-analysis/aba-clinical-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"assessment-logger, data-trend, milestone-report and aba-fusion-compare structure assessments, chart session trends and compare baseline/current goal attainment.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"open-behavior-analysis/aba-clinical-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["assessment-logger, data-trend, milestone-report and aba-fusion-compare structure assessments, chart session trends and compare baseline/current goal attainment."],"limitation":"Scope limited to documented data components; model interpretation and treatment recommendations unvalidated.","url":"https://github.com/open-behavior-analysis/aba-clinical-agent","primarySourceURLs":["https://raw.githubusercontent.com/open-behavior-analysis/aba-clinical-agent/main/README.md","https://github.com/open-behavior-analysis/aba-clinical-agent"],"id":"RWE-2785","relevance":{"id":"RWE-2785","decision":"Core","rationale":"assessment-logger, data-trend, milestone-report and aba-fusion-compare structure assessments, chart session trends and compare baseline/current goal attainment. The documented clinical data extraction, health-service queries, cohort comparisons, measurement or terminology function supports health evidence data work; synthetic/demo or access limitations must stay explicit.","relevanceBasis":"assessment-logger, data-trend, milestone-report and aba-fusion-compare structure assessments, chart session trends and compare baseline/current goal attainment. Limits: Scope limited to documented data components; model interpretation and treatment recommendations unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/open-behavior-analysis/aba-clinical-agent/main/README.md","https://github.com/open-behavior-analysis/aba-clinical-agent"],"reviewGroup":"clinical-data"}},{"name":"tilek/graph-health-skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Parse lab files into source-linked CSV and local trend dashboard with reference ranges.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tilek/graph-health-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Parse lab files into source-linked CSV and local trend dashboard with reference ranges."],"limitation":"Agent parsing and personalized interpretation can err; no clinical validation.","url":"https://github.com/tilek/graph-health-skill","primarySourceURLs":["https://raw.githubusercontent.com/tilek/graph-health-skill/main/README.md","https://github.com/tilek/graph-health-skill"],"id":"RWE-2786","relevance":{"id":"RWE-2786","decision":"Core","rationale":"Parse lab files into source-linked CSV and local trend dashboard with reference ranges. The documented clinical data extraction, health-service queries, cohort comparisons, measurement or terminology function supports health evidence data work; synthetic/demo or access limitations must stay explicit.","relevanceBasis":"Parse lab files into source-linked CSV and local trend dashboard with reference ranges. Limits: Agent parsing and personalized interpretation can err; no clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tilek/graph-health-skill/main/README.md","https://github.com/tilek/graph-health-skill"],"reviewGroup":"clinical-data"}},{"name":"htlin222/audit-oe-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Query OpenEvidence, map citations to claims and use parallel PubMed checks with structured audit scores.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"htlin222/audit-oe-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Query OpenEvidence, map citations to claims and use parallel PubMed checks with structured audit scores."],"limitation":"Requires companion services and access; automated scores do not establish claim truth.","url":"https://github.com/htlin222/audit-oe-skill","primarySourceURLs":["https://raw.githubusercontent.com/htlin222/audit-oe-skill/main/README.md","https://github.com/htlin222/audit-oe-skill"],"id":"RWE-2787","relevance":{"id":"RWE-2787","decision":"Core","rationale":"Retain the documented evidence function: Query OpenEvidence, map citations to claims and use parallel PubMed checks with structured audit scores. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Query OpenEvidence, map citations to claims and use parallel PubMed checks with structured audit scores.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/htlin222/audit-oe-skill","https://raw.githubusercontent.com/htlin222/audit-oe-skill/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cadasto/openehr-assistant-plugin","kind":"Research tool","category":"RWE Data & Analytics","summary":"Skills, commands and agents guide CKM discovery, specification lookup and clinical data modeling.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cadasto/openehr-assistant-plugin","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Skills, commands and agents guide CKM discovery, specification lookup and clinical data modeling."],"limitation":"Companion MCP server required for tools; plugin packaging distinct from server and no clinical validation.","url":"https://github.com/cadasto/openehr-assistant-plugin","primarySourceURLs":["https://raw.githubusercontent.com/Cadasto/openehr-assistant-plugin/main/README.md","https://github.com/Cadasto/openehr-assistant-plugin"],"id":"RWE-2788","relevance":{"id":"RWE-2788","decision":"Core","rationale":"Skills, commands and agents guide CKM discovery, specification lookup and clinical data modeling. The documented clinical data extraction, health-service queries, cohort comparisons, measurement or terminology function supports health evidence data work; synthetic/demo or access limitations must stay explicit.","relevanceBasis":"Skills, commands and agents guide CKM discovery, specification lookup and clinical data modeling. Limits: Companion MCP server required for tools; plugin packaging distinct from server and no clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Cadasto/openehr-assistant-plugin/main/README.md","https://github.com/Cadasto/openehr-assistant-plugin"],"reviewGroup":"clinical-data"}},{"name":"digit-x-lab/mosaicx","kind":"Research tool","category":"RWE Data & Analytics","summary":"Create extraction templates, transform medical documents into structured JSON, and de-identify text.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"digit-x-lab/mosaicx","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Create extraction templates, transform medical documents into structured JSON, and de-identify text."],"limitation":"Requires LLM and OCR services; structural validation is not clinical accuracy or assured de-identification.","url":"https://github.com/digit-x-lab/mosaicx","primarySourceURLs":["https://raw.githubusercontent.com/DIGIT-X-Lab/MOSAICX/master/README.md","https://github.com/DIGIT-X-Lab/MOSAICX"],"id":"RWE-2789","relevance":{"id":"RWE-2789","decision":"Core","rationale":"Create extraction templates, transform medical documents into structured JSON, and de-identify text. The documented clinical data extraction, health-service queries, cohort comparisons, measurement or terminology function supports health evidence data work; synthetic/demo or access limitations must stay explicit.","relevanceBasis":"Create extraction templates, transform medical documents into structured JSON, and de-identify text. Limits: Requires LLM and OCR services; structural validation is not clinical accuracy or assured de-identification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DIGIT-X-Lab/MOSAICX/master/README.md","https://github.com/DIGIT-X-Lab/MOSAICX"],"reviewGroup":"clinical-data"}},{"name":"carrierone/verilexdata-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieve structured US healthcare provider data from Verilex within broader dataset server.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"carrierone/verilexdata-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve structured US healthcare provider data from Verilex within broader dataset server."],"limitation":"Limited to provider component; paid access and external service required for some queries; freshness and coverage claims unverified.","url":"https://github.com/carrierone/verilexdata-mcp","primarySourceURLs":["https://raw.githubusercontent.com/carrierone/verilexdata-mcp/main/README.md","https://github.com/carrierone/verilexdata-mcp"],"id":"RWE-2790","relevance":{"id":"RWE-2790","decision":"Core","rationale":"Retrieve structured US healthcare provider data from Verilex within broader dataset server. The selected clinical measurements, cohort/feature extraction, health terminology or data-preparation function directly supports health evidence access; model/measurement validity and data permissions remain separate.","relevanceBasis":"Retrieve structured US healthcare provider data from Verilex within broader dataset server. Limits: Limited to provider component; paid access and external service required for some queries; freshness and coverage claims unverified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/carrierone/verilexdata-mcp/main/README.md","https://github.com/carrierone/verilexdata-mcp"],"reviewGroup":"clinical-population-data"}},{"name":"bakhtiersizhaev/openevidence-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Ask OpenEvidence research questions, poll completion, list history and fetch article payloads.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bakhtiersizhaev/openevidence-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Ask OpenEvidence research questions, poll completion, list history and fetch article payloads."],"limitation":"Requires eligible user account and browser session; unofficial interface may change; answer quality unvalidated.","url":"https://github.com/bakhtiersizhaev/openevidence-mcp","primarySourceURLs":["https://raw.githubusercontent.com/bakhtiersizhaev/openevidence-mcp/main/README.md","https://github.com/bakhtiersizhaev/openevidence-mcp"],"id":"RWE-2791","relevance":{"id":"RWE-2791","decision":"Core","rationale":"Ask OpenEvidence research questions, poll completion, list history and fetch article payloads. The actual scholarly/medical source search, reference resolution, evidence extraction or guideline function is identifiable; surrounding broad data feeds, scoring and clinical claims are not Core.","relevanceBasis":"Ask OpenEvidence research questions, poll completion, list history and fetch article payloads. Limits: Requires eligible user account and browser session; unofficial interface may change; answer quality unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bakhtiersizhaev/openevidence-mcp/main/README.md","https://github.com/bakhtiersizhaev/openevidence-mcp"],"reviewGroup":"scholarly-health-evidence"}},{"name":"zish-rob-crur/nucleus-apple-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Read daily metrics and raw Apple Health samples from an S3-compatible exported-data store.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zish-rob-crur/nucleus-apple-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Read daily metrics and raw Apple Health samples from an S3-compatible exported-data store."],"limitation":"Requires configured exports and macOS environment; not direct live HealthKit access or clinical validation.","url":"https://github.com/zish-rob-crur/nucleus-apple-mcp","primarySourceURLs":["https://raw.githubusercontent.com/zish-rob-crur/nucleus-apple-mcp/main/README.md","https://github.com/zish-rob-crur/nucleus-apple-mcp"],"id":"RWE-2792","relevance":{"id":"RWE-2792","decision":"Core","rationale":"Read daily metrics and raw Apple Health samples from an S3-compatible exported-data store. The selected clinical measurements, cohort/feature extraction, health terminology or data-preparation function directly supports health evidence access; model/measurement validity and data permissions remain separate.","relevanceBasis":"Read daily metrics and raw Apple Health samples from an S3-compatible exported-data store. Limits: Requires configured exports and macOS environment; not direct live HealthKit access or clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zish-rob-crur/nucleus-apple-mcp/main/README.md","https://github.com/zish-rob-crur/nucleus-apple-mcp"],"reviewGroup":"clinical-population-data"}},{"name":"blencorp/clinicaltrials-mcp-server","kind":"MCP server","category":"Trials & Study Design","summary":"Query v2 trial records through typed TypeScript SDK in configured sandbox.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"blencorp/clinicaltrials-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Query v2 trial records through typed TypeScript SDK in configured sandbox.","BLEN ClinicalTrials.gov Explorer code-mode MCP exposes typed API v2 SDK."],"limitation":"Requires sandbox and live API; registry records do not establish study results or eligibility decisions. Sandbox/API access and registry coverage limits; independently packaged server.","url":"https://github.com/blencorp/clinicaltrials-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/blencorp/clinicaltrials-mcp-server/main/README.md","https://github.com/blencorp/clinicaltrials-mcp-server"],"id":"RWE-2793","relevance":{"id":"RWE-2793","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Query v2 trial records through typed TypeScript SDK in configured sandbox.; BLEN ClinicalTrials.gov Explorer code-mode MCP exposes typed API v2 SDK.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/blencorp/clinicaltrials-mcp-server/main/README.md","https://github.com/blencorp/clinicaltrials-mcp-server"],"reviewGroup":"clinical-trial-workflow"}},{"name":"smarzola/apple-health-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Load export into SQLite, list metrics/workouts, summarize periods and query SQL.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"smarzola/apple-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Load export into SQLite, list metrics/workouts, summarize periods and query SQL."],"limitation":"Export snapshot only; requires user data; no clinical inference validation.","url":"https://github.com/smarzola/apple-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/smarzola/apple-health-mcp/main/README.md","https://github.com/smarzola/apple-health-mcp"],"id":"RWE-2796","relevance":{"id":"RWE-2796","decision":"Core","rationale":"Load export into SQLite, list metrics/workouts, summarize periods and query SQL. The selected clinical measurements, cohort/feature extraction, health terminology or data-preparation function directly supports health evidence access; model/measurement validity and data permissions remain separate.","relevanceBasis":"Load export into SQLite, list metrics/workouts, summarize periods and query SQL. Limits: Export snapshot only; requires user data; no clinical inference validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/smarzola/apple-health-mcp/main/README.md","https://github.com/smarzola/apple-health-mcp"],"reviewGroup":"clinical-population-data"}},{"name":"msuicaut/mesh-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Search NLM MeSH descriptors and retrieve full authority records and scope notes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"msuicaut/mesh-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search NLM MeSH descriptors and retrieve full authority records and scope notes."],"limitation":"Experimental cataloging integration; external API availability and agent subject assignments unvalidated.","url":"https://github.com/msuicaut/mesh-mcp","primarySourceURLs":["https://raw.githubusercontent.com/msuicaut/mesh-mcp/main/README.md","https://github.com/msuicaut/mesh-mcp"],"id":"RWE-2797","relevance":{"id":"RWE-2797","decision":"Core","rationale":"Search NLM MeSH descriptors and retrieve full authority records and scope notes. The actual scholarly/medical source search, reference resolution, evidence extraction or guideline function is identifiable; surrounding broad data feeds, scoring and clinical claims are not Core.","relevanceBasis":"Search NLM MeSH descriptors and retrieve full authority records and scope notes. Limits: Experimental cataloging integration; external API availability and agent subject assignments unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/msuicaut/mesh-mcp/main/README.md","https://github.com/msuicaut/mesh-mcp"],"reviewGroup":"scholarly-health-evidence"}},{"name":"olanokhin/openresearch-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Search OpenAlex and Europe PMC, retrieve PDFs and query public indicator series.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"olanokhin/openresearch-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search OpenAlex and Europe PMC, retrieve PDFs and query public indicator series."],"limitation":"External source limits apply; PubMed itself is roadmap, not included capability.","url":"https://github.com/olanokhin/openresearch-mcp","primarySourceURLs":["https://raw.githubusercontent.com/olanokhin/openresearch-mcp/main/README.md","https://github.com/olanokhin/openresearch-mcp"],"id":"RWE-2799","relevance":{"id":"RWE-2799","decision":"Core","rationale":"Search OpenAlex and Europe PMC, retrieve PDFs and query public indicator series. The actual scholarly/medical source search, reference resolution, evidence extraction or guideline function is identifiable; surrounding broad data feeds, scoring and clinical claims are not Core.","relevanceBasis":"Search OpenAlex and Europe PMC, retrieve PDFs and query public indicator series. Limits: External source limits apply; PubMed itself is roadmap, not included capability.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/olanokhin/openresearch-mcp/main/README.md","https://github.com/olanokhin/openresearch-mcp"],"reviewGroup":"scholarly-health-evidence"}},{"name":"yulianuzhnenko/bioinformatics-agent-skills","kind":"Research tool","category":"Biomedical & Bioinformatics","summary":"Single-cell and bulk RNA analysis, clinical variant annotation, PubMed retrieval synthesis, cancer deconvolution and drug-screening guidance.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yulianuzhnenko/bioinformatics-agent-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Single-cell and bulk RNA analysis, clinical variant annotation, PubMed retrieval synthesis, cancer deconvolution and drug-screening guidance."],"limitation":"Skills require external tools/data; production labels and biological conclusions unvalidated.","url":"https://github.com/yulianuzhnenko/bioinformatics-agent-skills","primarySourceURLs":["https://raw.githubusercontent.com/YuliaNuzhnenko/bioinformatics-agent-skills/main/README.md","https://github.com/YuliaNuzhnenko/bioinformatics-agent-skills"],"id":"RWE-2802","relevance":{"id":"RWE-2802","decision":"Core","rationale":"Retain only the explicit PubMed retrieval/synthesis component; single-cell, variant and screening workflows do not independently establish core relevance.","relevanceBasis":"Single-cell and bulk RNA analysis, clinical variant annotation, PubMed retrieval synthesis, cancer deconvolution and drug-screening guidance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/YuliaNuzhnenko/bioinformatics-agent-skills/main/README.md","https://github.com/YuliaNuzhnenko/bioinformatics-agent-skills"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"henrylau7/medical-image-analysis-skills","kind":"Research tool","category":"RWE Data & Analytics","summary":"DICOM/NIfTI checks, resampling, orientation, normalization and mask QC; experimental manifests and research reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"henrylau7/medical-image-analysis-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["DICOM/NIfTI checks, resampling, orientation, normalization and mask QC; experimental manifests and research reports."],"limitation":"Dependencies required; experimental reporting remains evolving; segmentation scaffolds not functioning trained-model capability.","url":"https://github.com/henrylau7/medical-image-analysis-skills","primarySourceURLs":["https://raw.githubusercontent.com/HenryLau7/medical-image-analysis-skills/main/README.md","https://github.com/HenryLau7/medical-image-analysis-skills"],"id":"RWE-2803","relevance":{"id":"RWE-2803","decision":"Core","rationale":"DICOM/NIfTI checks, resampling, orientation, normalization and mask QC; experimental manifests and research reports. The selected clinical measurements, cohort/feature extraction, health terminology or data-preparation function directly supports health evidence access; model/measurement validity and data permissions remain separate.","relevanceBasis":"DICOM/NIfTI checks, resampling, orientation, normalization and mask QC; experimental manifests and research reports. Limits: Dependencies required; experimental reporting remains evolving; segmentation scaffolds not functioning trained-model capability.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/HenryLau7/medical-image-analysis-skills/main/README.md","https://github.com/HenryLau7/medical-image-analysis-skills"],"reviewGroup":"clinical-population-data"}},{"name":"md-emon-hasan/medigenius","kind":"Research tool","category":"RWE Data & Analytics","summary":"Index medical PDFs in Chroma and retrieve alongside Wikipedia/Tavily with structured synthesis and claim checking.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"md-emon-hasan/medigenius","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Index medical PDFs in Chroma and retrieve alongside Wikipedia/Tavily with structured synthesis and claim checking."],"limitation":"Limited to retrieval component; clinical triage and verification accuracy unvalidated, interaction advice explicitly refused.","url":"https://github.com/md-emon-hasan/medigenius","primarySourceURLs":["https://raw.githubusercontent.com/Md-Emon-Hasan/MediGenius/master/README.md","https://github.com/Md-Emon-Hasan/MediGenius"],"id":"RWE-2804","relevance":{"id":"RWE-2804","decision":"Core","rationale":"Index medical PDFs in Chroma and retrieve alongside Wikipedia/Tavily with structured synthesis and claim checking. The actual scholarly/medical source search, reference resolution, evidence extraction or guideline function is identifiable; surrounding broad data feeds, scoring and clinical claims are not Core.","relevanceBasis":"Index medical PDFs in Chroma and retrieve alongside Wikipedia/Tavily with structured synthesis and claim checking. Limits: Limited to retrieval component; clinical triage and verification accuracy unvalidated, interaction advice explicitly refused.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Md-Emon-Hasan/MediGenius/master/README.md","https://github.com/Md-Emon-Hasan/MediGenius"],"reviewGroup":"scholarly-health-evidence"}},{"name":"antegral/kpic-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Search Korean KPIC medicine names and retrieve ingredients, warnings and other details by drug code.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"antegral/kpic-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search Korean KPIC medicine names and retrieve ingredients, warnings and other details by drug code."],"limitation":"External public API and Korean formulary scope; no prescribing validation.","url":"https://github.com/antegral/kpic-mcp","primarySourceURLs":["https://raw.githubusercontent.com/antegral/kpic-mcp/main/README.md","https://github.com/antegral/kpic-mcp"],"id":"RWE-2805","relevance":{"id":"RWE-2805","decision":"Core","rationale":"Search Korean KPIC medicine names and retrieve ingredients, warnings and other details by drug code. The actual scholarly/medical source search, reference resolution, evidence extraction or guideline function is identifiable; surrounding broad data feeds, scoring and clinical claims are not Core.","relevanceBasis":"Search Korean KPIC medicine names and retrieve ingredients, warnings and other details by drug code. Limits: External public API and Korean formulary scope; no prescribing validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/antegral/kpic-mcp/main/README.md","https://github.com/antegral/kpic-mcp"],"reviewGroup":"scholarly-health-evidence"}},{"name":"ruochenlyu/apple-health-analyst","kind":"Research tool","category":"RWE Data & Analytics","summary":"Prepare exports, calculate cross-metric trends and generate agent narratives plus offline health/training reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ruochenlyu/apple-health-analyst","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Prepare exports, calculate cross-metric trends and generate agent narratives plus offline health/training reports."],"limitation":"Personal observational data and synthetic demos; correlations do not imply causation or clinical validity.","url":"https://github.com/ruochenlyu/apple-health-analyst","primarySourceURLs":["https://raw.githubusercontent.com/RuochenLyu/apple-health-analyst/main/README.md","https://github.com/RuochenLyu/apple-health-analyst"],"id":"RWE-2806","relevance":{"id":"RWE-2806","decision":"Core","rationale":"Prepare exports, calculate cross-metric trends and generate agent narratives plus offline health/training reports. The selected clinical measurements, cohort/feature extraction, health terminology or data-preparation function directly supports health evidence access; model/measurement validity and data permissions remain separate.","relevanceBasis":"Prepare exports, calculate cross-metric trends and generate agent narratives plus offline health/training reports. Limits: Personal observational data and synthetic demos; correlations do not imply causation or clinical validity.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/RuochenLyu/apple-health-analyst/main/README.md","https://github.com/RuochenLyu/apple-health-analyst"],"reviewGroup":"clinical-population-data"}},{"name":"labrinyang/apple-health-analysis","kind":"Research tool","category":"RWE Data & Analytics","summary":"Transform exports into longitudinal statistical analyses, visualizations and reference-linked reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"labrinyang/apple-health-analysis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Transform exports into longitudinal statistical analyses, visualizations and reference-linked reports."],"limitation":"Clinical-grade marketing explicitly disclaims diagnostic validity; screening estimates unvalidated.","url":"https://github.com/labrinyang/apple-health-analysis","primarySourceURLs":["https://raw.githubusercontent.com/labrinyang/apple-health-analysis/main/README.md","https://github.com/labrinyang/apple-health-analysis"],"id":"RWE-2807","relevance":{"id":"RWE-2807","decision":"Core","rationale":"Transform exports into longitudinal statistical analyses, visualizations and reference-linked reports. The selected clinical measurements, cohort/feature extraction, health terminology or data-preparation function directly supports health evidence access; model/measurement validity and data permissions remain separate.","relevanceBasis":"Transform exports into longitudinal statistical analyses, visualizations and reference-linked reports. Limits: Clinical-grade marketing explicitly disclaims diagnostic validity; screening estimates unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/labrinyang/apple-health-analysis/main/README.md","https://github.com/labrinyang/apple-health-analysis"],"reviewGroup":"clinical-population-data"}},{"name":"dw1161/garmin-connect-health","kind":"Research tool","category":"RWE Data & Analytics","summary":"Fetch health/activity metrics into JSON and SQLite with historical trends and workout tables.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dw1161/garmin-connect-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Fetch health/activity metrics into JSON and SQLite with historical trends and workout tables."],"limitation":"Requires authenticated Garmin account and available device metrics; no clinical validation.","url":"https://github.com/dw1161/garmin-connect-health","primarySourceURLs":["https://raw.githubusercontent.com/dw1161/garmin-connect-health/master/README.md","https://github.com/dw1161/garmin-connect-health"],"id":"RWE-2808","relevance":{"id":"RWE-2808","decision":"Core","rationale":"Fetch health/activity metrics into JSON and SQLite with historical trends and workout tables. The selected clinical measurements, cohort/feature extraction, health terminology or data-preparation function directly supports health evidence access; model/measurement validity and data permissions remain separate.","relevanceBasis":"Fetch health/activity metrics into JSON and SQLite with historical trends and workout tables. Limits: Requires authenticated Garmin account and available device metrics; no clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dw1161/garmin-connect-health/master/README.md","https://github.com/dw1161/garmin-connect-health"],"reviewGroup":"clinical-population-data"}},{"name":"cookjohn/cnki-skills","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Search papers and journals, check indexing, obtain authorized PDFs and export records to Zotero through browser MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cookjohn/cnki-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search papers and journals, check indexing, obtain authorized PDFs and export records to Zotero through browser MCP."],"limitation":"Requires authenticated institutional access for restricted content and companion browser tooling.","url":"https://github.com/cookjohn/cnki-skills","primarySourceURLs":["https://raw.githubusercontent.com/cookjohn/cnki-skills/master/README.md","https://github.com/cookjohn/cnki-skills"],"id":"RWE-2814","relevance":{"id":"RWE-2814","decision":"Core","rationale":"Retain the documented evidence function: Search papers and journals, check indexing, obtain authorized PDFs and export records to Zotero through browser MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search papers and journals, check indexing, obtain authorized PDFs and export records to Zotero through browser MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cookjohn/cnki-skills","https://raw.githubusercontent.com/cookjohn/cnki-skills/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lottshin/scholar-kit","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search CNKI/OpenAlex/Semantic Scholar/arXiv and other sources, enrich Crossref metadata, locate OA text and export citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lottshin/scholar-kit","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search CNKI/OpenAlex/Semantic Scholar/arXiv and other sources, enrich Crossref metadata, locate OA text and export citations."],"limitation":"Some sources require legitimate institutional access; source availability and citation accuracy unverified.","url":"https://github.com/lottshin/scholar-kit","primarySourceURLs":["https://raw.githubusercontent.com/lottshin/scholar-kit/main/README.md","https://github.com/lottshin/scholar-kit"],"id":"RWE-2815","relevance":{"id":"RWE-2815","decision":"Core","rationale":"Retain the documented evidence function: Search CNKI/OpenAlex/Semantic Scholar/arXiv and other sources, enrich Crossref metadata, locate OA text and export citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search CNKI/OpenAlex/Semantic Scholar/arXiv and other sources, enrich Crossref metadata, locate OA text and export citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lottshin/scholar-kit","https://raw.githubusercontent.com/lottshin/scholar-kit/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yanzhanlin/literature-review-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Plan PICO/SPIDER searches, acquire authorized literature, structure reading notes and draft reviews.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yanzhanlin/literature-review-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan PICO/SPIDER searches, acquire authorized literature, structure reading notes and draft reviews."],"limitation":"Only free five-part suite assessed; separate paid writing package excluded from scope, no completeness guarantee.","url":"https://github.com/yanzhanlin/literature-review-skill","primarySourceURLs":["https://raw.githubusercontent.com/YANZHANLIN/literature-review-skill/main/README.md","https://github.com/YANZHANLIN/literature-review-skill"],"id":"RWE-2816","relevance":{"id":"RWE-2816","decision":"Core","rationale":"Retain the documented evidence function: Plan PICO/SPIDER searches, acquire authorized literature, structure reading notes and draft reviews. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Plan PICO/SPIDER searches, acquire authorized literature, structure reading notes and draft reviews.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yanzhanlin/literature-review-skill","https://raw.githubusercontent.com/YANZHANLIN/literature-review-skill/main/README.md","https://github.com/YANZHANLIN/literature-review-skill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zsun79/litreviewskill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Keyword/citation expansion, screening, full-text reading, structured synthesis and knowledge graph outputs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zsun79/litreviewskill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Keyword/citation expansion, screening, full-text reading, structured synthesis and knowledge graph outputs."],"limitation":"Agent-driven workflow depends on source access; stated saturation not independently demonstrated.","url":"https://github.com/zsun79/litreviewskill","primarySourceURLs":["https://raw.githubusercontent.com/Zsun79/LitReviewSkill/main/README.md","https://github.com/Zsun79/LitReviewSkill"],"id":"RWE-2817","relevance":{"id":"RWE-2817","decision":"Core","rationale":"Retain the documented evidence function: Keyword/citation expansion, screening, full-text reading, structured synthesis and knowledge graph outputs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Keyword/citation expansion, screening, full-text reading, structured synthesis and knowledge graph outputs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zsun79/litreviewskill","https://raw.githubusercontent.com/Zsun79/LitReviewSkill/main/README.md","https://github.com/Zsun79/LitReviewSkill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"retrogradelabs/lune-mcp-server","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Search/retrieve/compare papers, fact-check claims and retrieve uploaded workspace documents.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"retrogradelabs/lune-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search/retrieve/compare papers, fact-check claims and retrieve uploaded workspace documents."],"limitation":"Requires Lune account/token; concentrated computing venues, no independently verified fact-check accuracy.","url":"https://github.com/retrogradelabs/lune-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/RetrogradeLabs/lune-mcp-server/main/README.md","https://github.com/RetrogradeLabs/lune-mcp-server"],"id":"RWE-2818","relevance":{"id":"RWE-2818","decision":"Core","rationale":"Retain the documented evidence function: Search/retrieve/compare papers, fact-check claims and retrieve uploaded workspace documents. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search/retrieve/compare papers, fact-check claims and retrieve uploaded workspace documents.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/retrogradelabs/lune-mcp-server","https://raw.githubusercontent.com/RetrogradeLabs/lune-mcp-server/main/README.md","https://github.com/RetrogradeLabs/lune-mcp-server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"keemanxp/apa-referencing-skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Format APA references, correct entries, convert styles and search for source authenticity.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"keemanxp/apa-referencing-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Format APA references, correct entries, convert styles and search for source authenticity."],"limitation":"Agent search and formatting require human review; no authenticity guarantee.","url":"https://github.com/keemanxp/apa-referencing-skill","primarySourceURLs":["https://raw.githubusercontent.com/keemanxp/apa-referencing-skill/main/README.md","https://github.com/keemanxp/apa-referencing-skill"],"id":"RWE-2819","relevance":{"id":"RWE-2819","decision":"Core","rationale":"Format APA references, correct entries, convert styles and search for source authenticity. The actual scholarly/medical source search, reference resolution, evidence extraction or guideline function is identifiable; surrounding broad data feeds, scoring and clinical claims are not Core.","relevanceBasis":"Format APA references, correct entries, convert styles and search for source authenticity. Limits: Agent search and formatting require human review; no authenticity guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/keemanxp/apa-referencing-skill/main/README.md","https://github.com/keemanxp/apa-referencing-skill"],"reviewGroup":"scholarly-health-evidence"}},{"name":"zechang-xiong/chinese-reference-formatter-skill — root skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reviewed components: https://github.com/Zechang-Xiong/chinese-reference-formatter-skill: Complete title-only references, report ambiguous matches and export Chinese reference format plus BibTeX.; SKILL.md: Compare title/author/year/identifier against primary metadata; keep conflict/no-match outcomes explicit.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zechang-xiong/chinese-reference-formatter-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["https://github.com/Zechang-Xiong/chinese-reference-formatter-skill: Complete title-only references, report ambiguous matches and export Chinese reference format plus BibTeX.","SKILL.md: Compare title/author/year/identifier against primary metadata; keep conflict/no-match outcomes explicit."],"limitation":"https://github.com/Zechang-Xiong/chinese-reference-formatter-skill: Metadata conflicts and source coverage may prevent resolution; formatting not proof of evidence quality. : Selected workflow and source routes; formatter style compliance and output not executed.","url":"https://github.com/zechang-xiong/chinese-reference-formatter-skill","primarySourceURLs":["https://raw.githubusercontent.com/Zechang-Xiong/chinese-reference-formatter-skill/main/README.md","https://github.com/Zechang-Xiong/chinese-reference-formatter-skill/blob/85e84ade282cf44f04b7819b00bec79a1d4379a1/SKILL.md","https://github.com/Zechang-Xiong/chinese-reference-formatter-skill"],"id":"RWE-2820","relevance":{"id":"RWE-2820","decision":"Core","rationale":"Complete title-only references, report ambiguous matches and export Chinese reference format plus BibTeX.; SKILL.md: Compare title/author/year/identifier against…. The actual scholarly/medical source search, reference resolution, evidence extraction or guideline function is identifiable; surrounding broad data feeds, scoring and clinical claims are not Core.","relevanceBasis":"Reviewed components: https://github.com/Zechang-Xiong/chinese-reference-formatter-skill: Complete title-only references, report ambiguous matches and export Chinese reference format plus BibTeX.; SKILL.md: Compare title/author/year/identifier against primary metadata; keep conflict/no-match outcomes explicit. Limits: https://github.com/Zechang-Xiong/chinese-reference-formatter-skill: Metadata conflicts and source coverage may prevent resolution; formatting not proof of evidence quality. : Selected workflow and source routes; formatter style compliance and output not executed.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Zechang-Xiong/chinese-reference-formatter-skill/main/README.md","https://github.com/Zechang-Xiong/chinese-reference-formatter-skill/blob/85e84ade282cf44f04b7819b00bec79a1d4379a1/SKILL.md","https://github.com/Zechang-Xiong/chinese-reference-formatter-skill"],"reviewGroup":"scholarly-health-evidence"}},{"name":"zhangny301/citation-assistant","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search Semantic Scholar, verify DOI metadata, produce BibTeX and bibliometric recommendation reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhangny301/citation-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search Semantic Scholar, verify DOI metadata, produce BibTeX and bibliometric recommendation reports."],"limitation":"Venue/author metrics are imperfect quality proxies; authenticity guarantees unverified.","url":"https://github.com/zhangny301/citation-assistant","primarySourceURLs":["https://raw.githubusercontent.com/ZhangNy301/citation-assistant/main/README.md","https://github.com/ZhangNy301/citation-assistant"],"id":"RWE-2821","relevance":{"id":"RWE-2821","decision":"Core","rationale":"Retain the documented evidence function: Search Semantic Scholar, verify DOI metadata, produce BibTeX and bibliometric recommendation reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search Semantic Scholar, verify DOI metadata, produce BibTeX and bibliometric recommendation reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zhangny301/citation-assistant","https://raw.githubusercontent.com/ZhangNy301/citation-assistant/main/README.md","https://github.com/ZhangNy301/citation-assistant"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"milkclouds/fetch-bib","kind":"Research tool","category":"RWE Data & Analytics","summary":"Resolve published versus preprint versions, verify metadata and write BibTeX entries with source policy.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"milkclouds/fetch-bib","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Resolve published versus preprint versions, verify metadata and write BibTeX entries with source policy."],"limitation":"Requires companion Paperstack; ambiguous metadata needs review; component distinct from discovery backend.","url":"https://github.com/milkclouds/fetch-bib","primarySourceURLs":["https://raw.githubusercontent.com/MilkClouds/fetch-bib/main/README.md","https://github.com/MilkClouds/fetch-bib"],"id":"RWE-2822","relevance":{"id":"RWE-2822","decision":"Core","rationale":"Resolve published versus preprint versions, verify metadata and write BibTeX entries with source policy. The actual scholarly/medical source search, reference resolution, evidence extraction or guideline function is identifiable; surrounding broad data feeds, scoring and clinical claims are not Core.","relevanceBasis":"Resolve published versus preprint versions, verify metadata and write BibTeX entries with source policy. Limits: Requires companion Paperstack; ambiguous metadata needs review; component distinct from discovery backend.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/MilkClouds/fetch-bib/main/README.md","https://github.com/MilkClouds/fetch-bib"],"reviewGroup":"scholarly-health-evidence"}},{"name":"njzjz/wenxian","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Generate BibTeX/text citations from DOI, PMID, arXiv ID or title.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"njzjz/wenxian","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Generate BibTeX/text citations from DOI, PMID, arXiv ID or title."],"limitation":"External metadata and ambiguous titles can produce incomplete records.","url":"https://github.com/njzjz/wenxian","primarySourceURLs":["https://raw.githubusercontent.com/njzjz/wenxian/master/README.md","https://github.com/njzjz/wenxian"],"id":"RWE-2823","relevance":{"id":"RWE-2823","decision":"Core","rationale":"Retain the documented evidence function: Generate BibTeX/text citations from DOI, PMID, arXiv ID or title. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Generate BibTeX/text citations from DOI, PMID, arXiv ID or title.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/njzjz/wenxian","https://raw.githubusercontent.com/njzjz/wenxian/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"eesjgong/scholar-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Read papers, create linked Obsidian notes, update research knowledge and record critical verification questions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eesjgong/scholar-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Read papers, create linked Obsidian notes, update research knowledge and record critical verification questions."],"limitation":"Testing-stage workflow requires dependency skills and vault; no evidence-completeness guarantee.","url":"https://github.com/eesjgong/scholar-skill","primarySourceURLs":["https://raw.githubusercontent.com/EESJGong/scholar-skill/main/README.md","https://github.com/EESJGong/scholar-skill"],"id":"RWE-2824","relevance":{"id":"RWE-2824","decision":"Core","rationale":"Retain the documented evidence function: Read papers, create linked Obsidian notes, update research knowledge and record critical verification questions. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Read papers, create linked Obsidian notes, update research knowledge and record critical verification questions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/eesjgong/scholar-skill","https://raw.githubusercontent.com/EESJGong/scholar-skill/main/README.md","https://github.com/EESJGong/scholar-skill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"eternalwavee/benchmark-research-skill","kind":"Research benchmark","category":"RWE Data & Analytics","summary":"Fetch arXiv source/PDF, identify datasets, metrics, baselines and tables, and write evidence-linked benchmark surveys.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eternalwavee/benchmark-research-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Fetch arXiv source/PDF, identify datasets, metrics, baselines and tables, and write evidence-linked benchmark surveys."],"limitation":"Semantic extraction is agent-driven; link retrieval may be incomplete and method selection needs review.","url":"https://github.com/eternalwavee/benchmark-research-skill","primarySourceURLs":["https://raw.githubusercontent.com/EternalWavee/benchmark-research-skill/main/README.md","https://github.com/EternalWavee/benchmark-research-skill"],"id":"RWE-2825","relevance":{"id":"RWE-2825","decision":"Core","rationale":"Fetch arXiv source/PDF, identify datasets, metrics, baselines and tables, and write evidence-linked benchmark surveys. The actual scholarly/medical source search, reference resolution, evidence extraction or guideline function is identifiable; surrounding broad data feeds, scoring and clinical claims are not Core.","relevanceBasis":"Fetch arXiv source/PDF, identify datasets, metrics, baselines and tables, and write evidence-linked benchmark surveys. Limits: Semantic extraction is agent-driven; link retrieval may be incomplete and method selection needs review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/EternalWavee/benchmark-research-skill/main/README.md","https://github.com/EternalWavee/benchmark-research-skill"],"reviewGroup":"scholarly-health-evidence"}},{"name":"pleaseprompto/notebooklm-skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Authenticate to NotebookLM, manage notebook library and query source documents through browser automation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pleaseprompto/notebooklm-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Authenticate to NotebookLM, manage notebook library and query source documents through browser automation."],"limitation":"Unofficial browser dependency and account required; grounding claims do not guarantee no hallucinations.","url":"https://github.com/pleaseprompto/notebooklm-skill","primarySourceURLs":["https://raw.githubusercontent.com/PleasePrompto/notebooklm-skill/master/README.md","https://github.com/PleasePrompto/notebooklm-skill"],"id":"RWE-2828","relevance":{"id":"RWE-2828","decision":"Core","rationale":"Authenticate to NotebookLM, manage notebook library and query source documents through browser automation. The actual scholarly/medical source search, reference resolution, evidence extraction or guideline function is identifiable; surrounding broad data feeds, scoring and clinical claims are not Core.","relevanceBasis":"Authenticate to NotebookLM, manage notebook library and query source documents through browser automation. Limits: Unofficial browser dependency and account required; grounding claims do not guarantee no hallucinations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/PleasePrompto/notebooklm-skill/master/README.md","https://github.com/PleasePrompto/notebooklm-skill"],"reviewGroup":"scholarly-health-evidence"}},{"name":"jxtse/auto-paper-harvester","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Resolve DOIs via publisher TDM and OA services, download paper/supplement files and record residual failures.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jxtse/auto-paper-harvester","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Resolve DOIs via publisher TDM and OA services, download paper/supplement files and record residual failures."],"limitation":"Publisher credentials or institutional entitlement required for restricted sources; no completeness guarantee.","url":"https://github.com/jxtse/auto-paper-harvester","primarySourceURLs":["https://raw.githubusercontent.com/jxtse/auto-paper-harvester/main/README.md","https://github.com/jxtse/auto-paper-harvester"],"id":"RWE-2830","relevance":{"id":"RWE-2830","decision":"Core","rationale":"Retain the documented evidence function: Resolve DOIs via publisher TDM and OA services, download paper/supplement files and record residual failures. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Resolve DOIs via publisher TDM and OA services, download paper/supplement files and record residual failures.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jxtse/auto-paper-harvester","https://raw.githubusercontent.com/jxtse/auto-paper-harvester/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"terryfyl/claude-statistical-analysis-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Profile datasets, check assumptions, run descriptive/regression/survival methods and produce tables, figures and manuscript text.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"terryfyl/claude-statistical-analysis-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Profile datasets, check assumptions, run descriptive/regression/survival methods and produce tables, figures and manuscript text."],"limitation":"Method selection and inference require statistical review; no professional-consultant validation.","url":"https://github.com/terryfyl/claude-statistical-analysis-skill","primarySourceURLs":["https://raw.githubusercontent.com/TerryFYL/claude-statistical-analysis-skill/main/README.md","https://github.com/TerryFYL/claude-statistical-analysis-skill"],"id":"RWE-2832","relevance":{"id":"RWE-2832","decision":"Core","rationale":"Retain the documented evidence function: Dataset assumptions, descriptive/regression/survival statistical methods only; manuscript generation excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Dataset assumptions, descriptive/regression/survival statistical methods only; manuscript generation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/terryfyl/claude-statistical-analysis-skill","https://raw.githubusercontent.com/TerryFYL/claude-statistical-analysis-skill/main/README.md","https://github.com/TerryFYL/claude-statistical-analysis-skill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dylantmoore/stata-skill","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Guide data management, econometrics, causal inference, graphics and optional C-plugin development.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dylantmoore/stata-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Guide data management, econometrics, causal inference, graphics and optional C-plugin development."],"limitation":"Requires Stata and relevant packages; generated method implementations and performance claims unverified.","url":"https://github.com/dylantmoore/stata-skill","primarySourceURLs":["https://raw.githubusercontent.com/dylantmoore/stata-skill/main/README.md","https://github.com/dylantmoore/stata-skill"],"id":"RWE-2833","relevance":{"id":"RWE-2833","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Guide data management, econometrics, causal inference, graphics and optional C-plugin development.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dylantmoore/stata-skill/main/README.md","https://github.com/dylantmoore/stata-skill"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"bethww/lit-review","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Clarify question, discover/acquire literature, analyze exemplars and draft structured review arguments.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bethww/lit-review","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Clarify question, discover/acquire literature, analyze exemplars and draft structured review arguments."],"limitation":"Requires retrieval tools/access; publication quality and journal-tier proxies not independently validated.","url":"https://github.com/bethww/lit-review","primarySourceURLs":["https://raw.githubusercontent.com/Bethww/lit-review/main/README.md","https://github.com/Bethww/lit-review"],"id":"RWE-2840","relevance":{"id":"RWE-2840","decision":"Core","rationale":"Retain the documented evidence function: Clarify question, discover/acquire literature, analyze exemplars and draft structured review arguments. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clarify question, discover/acquire literature, analyze exemplars and draft structured review arguments.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bethww/lit-review","https://raw.githubusercontent.com/Bethww/lit-review/main/README.md","https://github.com/Bethww/lit-review"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"litllm/litllm","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieve relevant papers and draft related-work sections from a supplied manuscript using RAG.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"litllm/litllm","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve relevant papers and draft related-work sections from a supplied manuscript using RAG."],"limitation":"Model synthesis and selected corpus may omit or misrepresent evidence; no accuracy guarantee.","url":"https://github.com/litllm/litllm","primarySourceURLs":["https://raw.githubusercontent.com/LitLLM/LitLLM/main/README.md","https://github.com/LitLLM/LitLLM"],"id":"RWE-2841","relevance":{"id":"RWE-2841","decision":"Core","rationale":"Retain the documented evidence function: Retrieve relevant papers and draft related-work sections from a supplied manuscript using RAG. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve relevant papers and draft related-work sections from a supplied manuscript using RAG.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/litllm/litllm","https://raw.githubusercontent.com/LitLLM/LitLLM/main/README.md","https://github.com/LitLLM/LitLLM"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jackkuo666/semanticscholar-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Semantic Scholar MCP searches papers and retrieves paper/author details,citations and references.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackkuo666/semanticscholar-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Semantic Scholar MCP searches papers and retrieves paper/author details,citations and references.","Semantic Scholar search; bibliographic and author lookup; citation/reference retrieval"],"limitation":"Metadata retrieval only; API limits and source completeness not tested. Unofficial adapter; database coverage and API limits apply. Reconcile related implementations without assuming different owners are identical.","url":"https://github.com/jackkuo666/semanticscholar-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/JackKuo666/semanticscholar-MCP-Server/main/README.md","https://github.com/JackKuo666/semanticscholar-MCP-Server"],"id":"RWE-2848","relevance":{"id":"RWE-2848","decision":"Core","rationale":"Retain the documented evidence function: Semantic Scholar MCP searches papers and retrieves paper/author details,citations and references. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Semantic Scholar MCP searches papers and retrieves paper/author details,citations and references.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackkuo666/semanticscholar-mcp-server","https://raw.githubusercontent.com/JackKuo666/semanticscholar-MCP-Server/main/README.md","https://github.com/JackKuo666/semanticscholar-MCP-Server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jackkuo666/google-scholar-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Google Scholar MCP documents keyword/advanced paper search and author information tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackkuo666/google-scholar-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Google Scholar MCP documents keyword/advanced paper search and author information tools."],"limitation":"Scraping/source access may be limited; metadata retrieval not full-text or appraisal guarantee.","url":"https://github.com/jackkuo666/google-scholar-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/JackKuo666/Google-Scholar-MCP-Server/main/README.md","https://github.com/JackKuo666/Google-Scholar-MCP-Server"],"id":"RWE-2849","relevance":{"id":"RWE-2849","decision":"Core","rationale":"Retain the documented evidence function: Google Scholar MCP documents keyword/advanced paper search and author information tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Google Scholar MCP documents keyword/advanced paper search and author information tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackkuo666/google-scholar-mcp-server","https://raw.githubusercontent.com/JackKuo666/Google-Scholar-MCP-Server/main/README.md","https://github.com/JackKuo666/Google-Scholar-MCP-Server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pat-jj/kare","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"KARE EHR prediction research constructs PubMed/UMLS/LLM knowledge graphs, retrieves similar patient context, generates reasoning chains and evaluates mortality/readmission models.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pat-jj/kare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["KARE EHR prediction research constructs PubMed/UMLS/LLM knowledge graphs, retrieves similar patient context, generates reasoning chains and evaluates mortality/readmission models."],"limitation":"LLM-generated graph claims require verification; data authorization and external model training setup required. Prediction benchmark does not establish causal effects or clinical readiness.","url":"https://github.com/pat-jj/kare","primarySourceURLs":["https://raw.githubusercontent.com/pat-jj/KARE/main/readme.md","https://github.com/pat-jj/KARE"],"id":"RWE-2861","relevance":{"id":"RWE-2861","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"KARE EHR prediction research constructs PubMed/UMLS/LLM knowledge graphs, retrieves similar patient context, generates reasoning chains and evaluates mortality/readmission models.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pat-jj/KARE/main/readme.md","https://github.com/pat-jj/KARE"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"alibaba-nlp/deepresearch","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Tongyi DeepResearch documented agent inference supports Serper Google Scholar search, web reading, file parsing and question-driven synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alibaba-nlp/deepresearch","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Tongyi DeepResearch documented agent inference supports Serper Google Scholar search, web reading, file parsing and question-driven synthesis."],"limitation":"Narrow scholarly discovery interface among broader agent tasks; external services/keys required, generated synthesis and benchmark judging are not systematic review completeness or factual validation.","url":"https://github.com/alibaba-nlp/deepresearch","primarySourceURLs":["https://raw.githubusercontent.com/Alibaba-NLP/DeepResearch/main/README.md","https://github.com/Alibaba-NLP/DeepResearch"],"id":"RWE-2863","relevance":{"id":"RWE-2863","decision":"Core","rationale":"Retain the documented evidence function: Google Scholar retrieval only; general web/file agent research and benchmark evaluation excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Google Scholar retrieval only; general web/file agent research and benchmark evaluation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alibaba-nlp/deepresearch","https://raw.githubusercontent.com/Alibaba-NLP/DeepResearch/main/README.md","https://github.com/Alibaba-NLP/DeepResearch"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"joaopftorres/promptheus","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PROMPTHEUS arXiv query expansion, semantic paper selection, BERTopic clustering, summaries, BibTeX and LaTeX evidence-map drafting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"joaopftorres/promptheus","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PROMPTHEUS arXiv query expansion, semantic paper selection, BERTopic clustering, summaries, BibTeX and LaTeX evidence-map drafting."],"limitation":"arXiv-only relevance filtering and language metrics are not a complete systematic review, risk-of-bias appraisal or certainty assessment; reports need source verification.","url":"https://github.com/joaopftorres/promptheus","primarySourceURLs":["https://raw.githubusercontent.com/joaopftorres/PROMPTHEUS/main/README.md","https://github.com/joaopftorres/PROMPTHEUS"],"id":"RWE-2865","relevance":{"id":"RWE-2865","decision":"Core","rationale":"Retain the documented evidence function: PROMPTHEUS arXiv query expansion, semantic paper selection, BERTopic clustering, summaries, BibTeX and LaTeX evidence-map drafting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PROMPTHEUS arXiv query expansion, semantic paper selection, BERTopic clustering, summaries, BibTeX and LaTeX evidence-map drafting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/joaopftorres/promptheus","https://raw.githubusercontent.com/joaopftorres/PROMPTHEUS/main/README.md","https://github.com/joaopftorres/PROMPTHEUS"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ncbi-nlp/clinical-tool-learning","kind":"Research tool","category":"Public health & surveillance","summary":"AgentMD clinical calculator curation and use; RiskCalcs/RiskQA evaluation, ED note and MIMIC population risk evaluation workflows.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ncbi-nlp/clinical-tool-learning","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["AgentMD clinical calculator curation and use; RiskCalcs/RiskQA evaluation, ED note and MIMIC population risk evaluation workflows."],"limitation":"Yale ED notes unavailable, MIMIC access required; generated calculators and agent risk predictions require professional review and are not independently validated here.","url":"https://github.com/ncbi-nlp/clinical-tool-learning","primarySourceURLs":["https://raw.githubusercontent.com/ncbi-nlp/Clinical-Tool-Learning/main/README.md","https://github.com/ncbi-nlp/Clinical-Tool-Learning"],"id":"RWE-2881","relevance":{"id":"RWE-2881","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"AgentMD clinical calculator curation and use; RiskCalcs/RiskQA evaluation, ED note and MIMIC population risk evaluation workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ncbi-nlp/Clinical-Tool-Learning/main/README.md","https://github.com/ncbi-nlp/Clinical-Tool-Learning"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"salihfurkaan/multi-agent-clinical-decision-support-system","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Research multi-agent system documented PubMedTool literature retrieval, OpenTargets associations and ClinicalTrials MCP integration in a sequential workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"salihfurkaan/multi-agent-clinical-decision-support-system","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research multi-agent system documented PubMedTool literature retrieval, OpenTargets associations and ClinicalTrials MCP integration in a sequential workflow."],"limitation":"Eligible for evidence retrieval only; supervisor and pharmacology agents do not establish safe dosage, drug interactions or clinical validity. Requires model access and NCBI email configuration.","url":"https://github.com/salihfurkaan/multi-agent-clinical-decision-support-system","primarySourceURLs":["https://raw.githubusercontent.com/salihfurkaan/multi-agent-clinical-decision-support-system/master/README.md","https://github.com/salihfurkaan/multi-agent-clinical-decision-support-system"],"id":"RWE-2883","relevance":{"id":"RWE-2883","decision":"Core","rationale":"Retain the documented evidence function: PubMed and ClinicalTrials evidence retrieval only; molecular targets and clinical supervisor/dosing functions excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed and ClinicalTrials evidence retrieval only; molecular targets and clinical supervisor/dosing functions excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/salihfurkaan/multi-agent-clinical-decision-support-system","https://raw.githubusercontent.com/salihfurkaan/multi-agent-clinical-decision-support-system/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"shenxiaochenn/feat","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"FEAT forensic research workflow combines pathology/toxicology evidence, PubMed retrieval, case memory and human feedback into cause-of-death analysis drafts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shenxiaochenn/feat","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["FEAT forensic research workflow combines pathology/toxicology evidence, PubMed retrieval, case memory and human feedback into cause-of-death analysis drafts."],"limitation":"Requires local medical models and external keys; generated cause-of-death conclusions are not verified forensic determinations or court-ready evidence.","url":"https://github.com/shenxiaochenn/feat","primarySourceURLs":["https://raw.githubusercontent.com/shenxiaochenn/FEAT/master/README.md","https://github.com/shenxiaochenn/FEAT"],"id":"RWE-2886","relevance":{"id":"RWE-2886","decision":"Core","rationale":"Retain the documented evidence function: PubMed/pathology/toxicology source evidence retrieval only; cause-of-death generation and legal determination excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed/pathology/toxicology source evidence retrieval only; cause-of-death generation and legal determination excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shenxiaochenn/feat","https://raw.githubusercontent.com/shenxiaochenn/FEAT/master/README.md","https://github.com/shenxiaochenn/FEAT"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wangsheng21s/lins","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"LINS medical iterative PubMed retrieval and PICO-based evidence generation returning URLs, retrieved passages and subquestions, with Link-Eval citation-text evaluation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wangsheng21s/lins","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["LINS medical iterative PubMed retrieval and PICO-based evidence generation returning URLs, retrieved passages and subquestions, with Link-Eval citation-text evaluation."],"limitation":"Citation traceability and automated evaluation do not establish evidence completeness or treatment effectiveness; external model/embedding access required.","url":"https://github.com/wangsheng21s/lins","primarySourceURLs":["https://raw.githubusercontent.com/WangSheng21s/LINS/main/README.md","https://github.com/WangSheng21s/LINS"],"id":"RWE-2890","relevance":{"id":"RWE-2890","decision":"Core","rationale":"Retain the documented evidence function: LINS medical iterative PubMed retrieval and PICO-based evidence generation returning URLs, retrieved passages and subquestions, with Link-Eval citation-text evaluation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"LINS medical iterative PubMed retrieval and PICO-based evidence generation returning URLs, retrieved passages and subquestions, with Link-Eval citation-text evaluation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wangsheng21s/lins","https://raw.githubusercontent.com/WangSheng21s/LINS/main/README.md","https://github.com/WangSheng21s/LINS"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bladedancer957/medkgent","kind":"Research tool","category":"RWE Data & Analytics","summary":"MedKGent chronological medical abstract processing into evolving Neo4j knowledge graphs with configurable model and confidence threshold.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bladedancer957/medkgent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MedKGent chronological medical abstract processing into evolving Neo4j knowledge graphs with configurable model and confidence threshold."],"limitation":"Commercial LLM API, serial processing and graph infrastructure required; extracted associations and confidence thresholds are not causal evidence or verified facts.","url":"https://github.com/bladedancer957/medkgent","primarySourceURLs":["https://raw.githubusercontent.com/BladeDancer957/MedKGent/main/README.md","https://github.com/BladeDancer957/MedKGent"],"id":"RWE-2896","relevance":{"id":"RWE-2896","decision":"Core","rationale":"MedKGent chronological medical abstract processing into evolving Neo4j knowledge graphs with configurable model and confidence threshold. The actual scholarly/medical source search, reference resolution, evidence extraction or guideline function is identifiable; surrounding broad data feeds, scoring and clinical claims are not Core.","relevanceBasis":"MedKGent chronological medical abstract processing into evolving Neo4j knowledge graphs with configurable model and confidence threshold. Limits: Commercial LLM API, serial processing and graph infrastructure required; extracted associations and confidence thresholds are not causal evidence or verified facts.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/BladeDancer957/MedKGent/main/README.md","https://github.com/BladeDancer957/MedKGent"],"reviewGroup":"scholarly-health-evidence"}},{"name":"resamimi/diabetes-dashboard","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Diabetes risk explanation research dashboard combines gradient-boosted prediction, patient-factor visualization, Claude conversation and cited medical literature.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"resamimi/diabetes-dashboard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Diabetes risk explanation research dashboard combines gradient-boosted prediction, patient-factor visualization, Claude conversation and cited medical literature."],"limitation":"768-sample dataset and fixed literature integration limit generalizability; explanation and guideline comparison do not establish causality or clinical utility.","url":"https://github.com/resamimi/diabetes-dashboard","primarySourceURLs":["https://raw.githubusercontent.com/resamimi/diabetes-dashboard/main/README.md","https://github.com/resamimi/diabetes-dashboard"],"id":"RWE-2901","relevance":{"id":"RWE-2901","decision":"Core","rationale":"Retain the documented evidence function: Diabetes risk explanation research dashboard combines gradient-boosted prediction, patient-factor visualization, Claude conversation and cited medical literature. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Diabetes risk explanation research dashboard combines gradient-boosted prediction, patient-factor visualization, Claude conversation and cited medical literature.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/resamimi/diabetes-dashboard","https://raw.githubusercontent.com/resamimi/diabetes-dashboard/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aitrics/emr-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"EMR-Agent CFSA cohort/feature extraction and CMA clinical code mapping across eICU, MIMIC-III and SICdb; PreCISE-EMR is separately documented preprocessing toolkit.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aitrics/emr-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["EMR-Agent CFSA cohort/feature extraction and CMA clinical code mapping across eICU, MIMIC-III and SICdb; PreCISE-EMR is separately documented preprocessing toolkit."],"limitation":"Root README component contracts only; nested implementation and ablation correctness not audited. Data access and code mapping validity require independent checking.","url":"https://github.com/aitrics/emr-agent","primarySourceURLs":["https://raw.githubusercontent.com/AITRICS/EMR-AGENT/main/README.md","https://github.com/AITRICS/EMR-AGENT"],"id":"RWE-2902","relevance":{"id":"RWE-2902","decision":"Core","rationale":"EMR-Agent CFSA cohort/feature extraction and CMA clinical code mapping across eICU, MIMIC-III and SICdb; PreCISE-EMR is separately documented preprocessing toolkit. The selected clinical measurements, cohort/feature extraction, health terminology or data-preparation function directly supports health evidence access; model/measurement validity and data permissions remain separate.","relevanceBasis":"EMR-Agent CFSA cohort/feature extraction and CMA clinical code mapping across eICU, MIMIC-III and SICdb; PreCISE-EMR is separately documented preprocessing toolkit. Limits: Root README component contracts only; nested implementation and ablation correctness not audited. Data access and code mapping validity require independent checking.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AITRICS/EMR-AGENT/main/README.md","https://github.com/AITRICS/EMR-AGENT"],"reviewGroup":"clinical-population-data"}},{"name":"pku-aicare/colacare","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"ColaCare EHR-model training and feature importance followed by doctor/meta-doctor agent collaboration and guideline RAG for mortality prediction research.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pku-aicare/colacare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["ColaCare EHR-model training and feature importance followed by doctor/meta-doctor agent collaboration and guideline RAG for mortality prediction research."],"limitation":"Observational predictive performance is not treatment-effect evidence or clinical decision validation; preprocessing and models required.","url":"https://github.com/pku-aicare/colacare","primarySourceURLs":["https://raw.githubusercontent.com/PKU-AICare/ColaCare/main/README.md","https://github.com/PKU-AICare/ColaCare"],"id":"RWE-2903","relevance":{"id":"RWE-2903","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"ColaCare EHR-model training and feature importance followed by doctor/meta-doctor agent collaboration and guideline RAG for mortality prediction research.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/PKU-AICare/ColaCare/main/README.md","https://github.com/PKU-AICare/ColaCare"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"imedslab/climatv2","kind":"Research tool","category":"RWE Data & Analytics","summary":"CLIMATv2 multimodal disease trajectory research with ADNI preprocessing and prognosis-model training and calibration-oriented loss.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"imedslab/climatv2","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CLIMATv2 multimodal disease trajectory research with ADNI preprocessing and prognosis-model training and calibration-oriented loss."],"limitation":"Agent terminology refers to transformer architecture; not an MCP/tool service. Prognostic prediction is not causal or clinically validated.","url":"https://github.com/imedslab/climatv2","primarySourceURLs":["https://raw.githubusercontent.com/imedslab/CLIMATv2/main/README.md","https://github.com/imedslab/CLIMATv2"],"id":"RWE-2909","relevance":{"id":"RWE-2909","decision":"Core","rationale":"CLIMATv2 multimodal disease trajectory research with ADNI preprocessing and prognosis-model training and calibration-oriented loss. Keep the documented longitudinal ADNI/OAI metadata preparation and baseline/site-aware split workflow only. The transformer training, calibration loss and disease predictions are model research, not validated clinical evidence.","relevanceBasis":"CLIMATv2 multimodal disease trajectory research with ADNI preprocessing and prognosis-model training and calibration-oriented loss. Limits: Agent terminology refers to transformer architecture; not an MCP/tool service. Prognostic prediction is not causal or clinically validated.","evidenceLevel":"retained-primary","evidenceRefs":["https://raw.githubusercontent.com/imedslab/CLIMATv2/main/README.md"],"reviewGroup":"longitudinal-cohort-preparation"}},{"name":"htlin222/end-to-end","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Agentic research disclosure case-study artifacts with HCC survival-stratification scripts, prompts, reviewer transcripts, audit and versioned manuscript builds.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"htlin222/end-to-end","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Agentic research disclosure case-study artifacts with HCC survival-stratification scripts, prompts, reviewer transcripts, audit and versioned manuscript builds."],"limitation":"Single-operator demonstration; reproducibility is claimed distributional, not tested here. Self-validating editorial rhetoric does not establish methodological validity.","url":"https://github.com/htlin222/end-to-end","primarySourceURLs":["https://raw.githubusercontent.com/htlin222/end-to-end/main/README.md","https://github.com/htlin222/end-to-end"],"id":"RWE-2912","relevance":{"id":"RWE-2912","decision":"Core","rationale":"Retain the documented evidence function: Agentic research disclosure case-study artifacts with HCC survival-stratification scripts, prompts, reviewer transcripts, audit and versioned manuscript builds. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Agentic research disclosure case-study artifacts with HCC survival-stratification scripts, prompts, reviewer transcripts, audit and versioned manuscript builds.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/htlin222/end-to-end","https://raw.githubusercontent.com/htlin222/end-to-end/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"khoj-ai/openpaper","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Open Paper research PDF annotation, citation-linked QA, cross-paper project insights, schema-based field extraction/CSV export and open-access literature search.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"khoj-ai/openpaper","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Open Paper research PDF annotation, citation-linked QA, cross-paper project insights, schema-based field extraction/CSV export and open-access literature search."],"limitation":"Citation links and source-grounded cells require verification; coverage limited to retrieved/uploaded papers, no systematic-review completeness or extraction accuracy established.","url":"https://github.com/khoj-ai/openpaper","primarySourceURLs":["https://raw.githubusercontent.com/khoj-ai/openpaper/master/README.md","https://github.com/khoj-ai/openpaper"],"id":"RWE-2913","relevance":{"id":"RWE-2913","decision":"Core","rationale":"Retain the documented evidence function: Open Paper research PDF annotation, citation-linked QA, cross-paper project insights, schema-based field extraction/CSV export and open-access literature search. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Open Paper research PDF annotation, citation-linked QA, cross-paper project insights, schema-based field extraction/CSV export and open-access literature search.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/khoj-ai/openpaper","https://raw.githubusercontent.com/khoj-ai/openpaper/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ai4s-research/ai4s-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"AI4S research-explorer, literature-survey and paper-writer skill contracts produce topic maps, fetched-source bibliographies and draft scientific manuscripts; integrity-auditor documents checks.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ai4s-research/ai4s-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["AI4S research-explorer, literature-survey and paper-writer skill contracts produce topic maps, fetched-source bibliographies and draft scientific manuscripts; integrity-auditor documents checks."],"limitation":"README-level component contracts only; citation-count targets and automated audits do not guarantee real sources, sound methods or publication quality. Other experiment skills not blanket-approved.","url":"https://github.com/ai4s-research/ai4s-skills","primarySourceURLs":["https://raw.githubusercontent.com/ai4s-research/ai4s-skills/main/README.md","https://github.com/ai4s-research/ai4s-skills"],"id":"RWE-2914","relevance":{"id":"RWE-2914","decision":"Core","rationale":"Retain the documented evidence function: Fetched scholarly bibliographies and literature-survey evidence only; generic paper writing/experiment automation excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Fetched scholarly bibliographies and literature-survey evidence only; generic paper writing/experiment automation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ai4s-research/ai4s-skills","https://raw.githubusercontent.com/ai4s-research/ai4s-skills/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"htlin222/oe-extension","kind":"Research tool","category":"RWE Data & Analytics","summary":"OpenEvidence Selection Opener with editable Groq PICO rewriting and query history for evidence-based medicine search.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"htlin222/oe-extension","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["OpenEvidence Selection Opener with editable Groq PICO rewriting and query history for evidence-based medicine search."],"limitation":"Browser extension assistance, not official OpenEvidence API; third-party access required and question rewriting may alter meaning. Link redirection does not establish guideline access rights or currency.","url":"https://github.com/htlin222/oe-extension","primarySourceURLs":["https://raw.githubusercontent.com/htlin222/oe-extension/main/README.md","https://github.com/htlin222/oe-extension"],"id":"RWE-2916","relevance":{"id":"RWE-2916","decision":"Core","rationale":"OpenEvidence Selection Opener with editable Groq PICO rewriting and query history for evidence-based medicine search. The actual scholarly/medical source search, reference resolution, evidence extraction or guideline function is identifiable; surrounding broad data feeds, scoring and clinical claims are not Core.","relevanceBasis":"OpenEvidence Selection Opener with editable Groq PICO rewriting and query history for evidence-based medicine search. Limits: Browser extension assistance, not official OpenEvidence API; third-party access required and question rewriting may alter meaning. Link redirection does not establish guideline access rights or currency.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/htlin222/oe-extension/main/README.md","https://github.com/htlin222/oe-extension"],"reviewGroup":"scholarly-health-evidence"}},{"name":"htlin222/zh-ebn-report-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Taiwan evidence-based nursing report skill and CLI: PICO/search strategy, PubMed search, DOI metadata validation, CASP appraisal aids and report drafting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"htlin222/zh-ebn-report-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Taiwan evidence-based nursing report skill and CLI: PICO/search strategy, PubMed search, DOI metadata validation, CASP appraisal aids and report drafting."],"limitation":"README-level workflow; search result-count targets and automated appraisal do not guarantee coverage or valid evidence grading. Professional body compliance claims not independently verified.","url":"https://github.com/htlin222/zh-ebn-report-skill","primarySourceURLs":["https://raw.githubusercontent.com/htlin222/zh-ebn-report-skill/main/README.md","https://github.com/htlin222/zh-ebn-report-skill"],"id":"RWE-2918","relevance":{"id":"RWE-2918","decision":"Core","rationale":"Retain the documented evidence function: Taiwan evidence-based nursing report skill and CLI: PICO/search strategy, PubMed search, DOI metadata validation, CASP appraisal aids and report drafting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Taiwan evidence-based nursing report skill and CLI: PICO/search strategy, PubMed search, DOI metadata validation, CASP appraisal aids and report drafting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/htlin222/zh-ebn-report-skill","https://raw.githubusercontent.com/htlin222/zh-ebn-report-skill/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lesterppo/med-search-cli","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Med Search CLI parallel PubMed/EuropePMC search, metadata/batch fetch, date/study filters and available full-text parsing with cache and truncation contracts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lesterppo/med-search-cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Med Search CLI parallel PubMed/EuropePMC search, metadata/batch fetch, date/study filters and available full-text parsing with cache and truncation contracts."],"limitation":"Study type inferred from title/abstract and text truncation may lose details; filters are not validated evidence appraisal or exhaustive retrieval.","url":"https://github.com/lesterppo/med-search-cli","primarySourceURLs":["https://raw.githubusercontent.com/lesterppo/med-search-cli/main/README.md","https://github.com/lesterppo/med-search-cli"],"id":"RWE-2919","relevance":{"id":"RWE-2919","decision":"Core","rationale":"Retain the documented evidence function: Med Search CLI parallel PubMed/EuropePMC search, metadata/batch fetch, date/study filters and available full-text parsing with cache and truncation contracts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Med Search CLI parallel PubMed/EuropePMC search, metadata/batch fetch, date/study filters and available full-text parsing with cache and truncation contracts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lesterppo/med-search-cli","https://raw.githubusercontent.com/lesterppo/med-search-cli/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lesterppo/pubmed-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed MCP documented search, metadata/full-text retrieval, citation formatting, related articles, MeSH, citation matching and ID conversion tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lesterppo/pubmed-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed MCP documented search, metadata/full-text retrieval, citation formatting, related articles, MeSH, citation matching and ID conversion tools."],"limitation":"Hosted endpoint attributed to caseyjhand differs from this repository owner; deployment identity must remain separate. Full text depends on PMC/Unpaywall availability and no runtime verified.","url":"https://github.com/lesterppo/pubmed-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/lesterppo/pubmed-mcp-server/main/README.md","https://github.com/lesterppo/pubmed-mcp-server"],"id":"RWE-2920","relevance":{"id":"RWE-2920","decision":"Core","rationale":"Retain the documented evidence function: PubMed MCP documented search, metadata/full-text retrieval, citation formatting, related articles, MeSH, citation matching and ID conversion tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed MCP documented search, metadata/full-text retrieval, citation formatting, related articles, MeSH, citation matching and ID conversion tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lesterppo/pubmed-mcp-server","https://raw.githubusercontent.com/lesterppo/pubmed-mcp-server/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lesterppo/hermes-visual-qa-toolkit","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Hermes clinical-slide-deck skill contract combines PubMed discovery, PICO extraction, evidence grading aids and HTML/PPTX clinical research slides.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lesterppo/hermes-visual-qa-toolkit","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Hermes clinical-slide-deck skill contract combines PubMed discovery, PICO extraction, evidence grading aids and HTML/PPTX clinical research slides."],"limitation":"Only clinical-slide-deck component; README-level contract does not validate forest plots/GRADE or approve unrelated image-generation and screenshot workflows.","url":"https://github.com/lesterppo/hermes-visual-qa-toolkit","primarySourceURLs":["https://raw.githubusercontent.com/lesterppo/hermes-visual-qa-toolkit/main/README.md","https://github.com/lesterppo/hermes-visual-qa-toolkit"],"id":"RWE-2921","relevance":{"id":"RWE-2921","decision":"Core","rationale":"Retain the documented evidence function: PubMed discovery and PICO source extraction only; slide design and unvalidated GRADE/forest plot generation excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed discovery and PICO source extraction only; slide design and unvalidated GRADE/forest plot generation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lesterppo/hermes-visual-qa-toolkit","https://raw.githubusercontent.com/lesterppo/hermes-visual-qa-toolkit/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"myashwanthreddy/medcite","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"MedCite WHO fact-sheet retrieval QA demonstration with source metadata, claim citations and retrieval/keyword evaluation plus cost/latency tracking.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"myashwanthreddy/medcite","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["MedCite WHO fact-sheet retrieval QA demonstration with source metadata, claim citations and retrieval/keyword evaluation plus cost/latency tracking."],"limitation":"Small fixed corpus and top-four chunks; keyword coverage is not semantic or clinical correctness. WHO content licensing differs from code and citations require checking.","url":"https://github.com/myashwanthreddy/medcite","primarySourceURLs":["https://raw.githubusercontent.com/MYASHWANTHREDDY/medcite/main/README.md","https://github.com/MYASHWANTHREDDY/medcite"],"id":"RWE-2922","relevance":{"id":"RWE-2922","decision":"Core","rationale":"Retain the documented evidence function: MedCite WHO fact-sheet retrieval QA demonstration with source metadata, claim citations and retrieval/keyword evaluation plus cost/latency tracking. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"MedCite WHO fact-sheet retrieval QA demonstration with source metadata, claim citations and retrieval/keyword evaluation plus cost/latency tracking.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/myashwanthreddy/medcite","https://raw.githubusercontent.com/MYASHWANTHREDDY/medcite/main/README.md","https://github.com/MYASHWANTHREDDY/medcite"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yashpatil582/agent-skills","kind":"Research tool","category":"RWE Data & Analytics","summary":"clinical-note-eval skill for structured clinical extraction grounding with deterministic span checks, plus token-level note/reference comparison harness.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yashpatil582/agent-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["clinical-note-eval skill for structured clinical extraction grounding with deterministic span checks, plus token-level note/reference comparison harness."],"limitation":"Exact span presence and token F1 do not prove semantic entailment or clinical correctness. Component licenses differ; offline examples not executed here.","url":"https://github.com/yashpatil582/agent-skills","primarySourceURLs":["https://raw.githubusercontent.com/yashpatil582/agent-skills/main/README.md","https://github.com/yashpatil582/agent-skills"],"id":"RWE-2923","relevance":{"id":"RWE-2923","decision":"Core","rationale":"clinical-note-eval skill for structured clinical extraction grounding with deterministic span checks, plus token-level note/reference comparison harness. The selected clinical measurements, cohort/feature extraction, health terminology or data-preparation function directly supports health evidence access; model/measurement validity and data permissions remain separate.","relevanceBasis":"clinical-note-eval skill for structured clinical extraction grounding with deterministic span checks, plus token-level note/reference comparison harness. Limits: Exact span presence and token F1 do not prove semantic entailment or clinical correctness. Component licenses differ; offline examples not executed here.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/yashpatil582/agent-skills/main/README.md","https://github.com/yashpatil582/agent-skills"],"reviewGroup":"clinical-population-data"}},{"name":"neelshah4/claude-citation-verification","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Citation-verification skill checks PMID/DOI/PMCID/arXiv/NCT identifiers and metadata through canonical sources, recording unresolved citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"neelshah4/claude-citation-verification","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Citation-verification skill checks PMID/DOI/PMCID/arXiv/NCT identifiers and metadata through canonical sources, recording unresolved citations."],"limitation":"Identifier existence and metadata match do not verify whether a source supports a claim; failed lookups may reflect access issues rather than fabricated work.","url":"https://github.com/neelshah4/claude-citation-verification","primarySourceURLs":["https://raw.githubusercontent.com/neelshah4/claude-citation-verification/main/README.md","https://github.com/neelshah4/claude-citation-verification"],"id":"RWE-2924","relevance":{"id":"RWE-2924","decision":"Core","rationale":"Retain the documented evidence function: Citation-verification skill checks PMID/DOI/PMCID/arXiv/NCT identifiers and metadata through canonical sources, recording unresolved citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Citation-verification skill checks PMID/DOI/PMCID/arXiv/NCT identifiers and metadata through canonical sources, recording unresolved citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/neelshah4/claude-citation-verification","https://raw.githubusercontent.com/neelshah4/claude-citation-verification/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"neuml/paperai","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"paperai medical/scientific article batch RAG inference and structured extraction with Markdown/CSV reports and PDF answer annotations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"neuml/paperai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["paperai medical/scientific article batch RAG inference and structured extraction with Markdown/CSV reports and PDF answer annotations."],"limitation":"Requires indexed source corpus and model configuration; generated fields and annotations need source verification and do not constitute systematic evidence synthesis.","url":"https://github.com/neuml/paperai","primarySourceURLs":["https://raw.githubusercontent.com/neuml/paperai/master/README.md","https://github.com/neuml/paperai"],"id":"RWE-2926","relevance":{"id":"RWE-2926","decision":"Core","rationale":"Retain the documented evidence function: paperai medical/scientific article batch RAG inference and structured extraction with Markdown/CSV reports and PDF answer annotations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"paperai medical/scientific article batch RAG inference and structured extraction with Markdown/CSV reports and PDF answer annotations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/neuml/paperai","https://raw.githubusercontent.com/neuml/paperai/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pouriarouzrokh/lattereview","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"LatteReview configurable multi-agent scholarly screening/abstraction with multiple rounds, reviewer feedback, RIS input and structured reasoning outputs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pouriarouzrokh/lattereview","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["LatteReview configurable multi-agent scholarly screening/abstraction with multiple rounds, reviewer feedback, RIS input and structured reasoning outputs."],"limitation":"AI reviewer agreement is not independent human screening or validated appraisal; model costs and criteria configuration affect results.","url":"https://github.com/pouriarouzrokh/lattereview","primarySourceURLs":["https://raw.githubusercontent.com/PouriaRouzrokh/LatteReview/main/README.md","https://github.com/PouriaRouzrokh/LatteReview"],"id":"RWE-2927","relevance":{"id":"RWE-2927","decision":"Core","rationale":"Retain the documented evidence function: LatteReview configurable multi-agent scholarly screening/abstraction with multiple rounds, reviewer feedback, RIS input and structured reasoning outputs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"LatteReview configurable multi-agent scholarly screening/abstraction with multiple rounds, reviewer feedback, RIS input and structured reasoning outputs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pouriarouzrokh/lattereview","https://raw.githubusercontent.com/PouriaRouzrokh/LatteReview/main/README.md","https://github.com/PouriaRouzrokh/LatteReview"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"black-lights/prisma-review-tool","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PRISMA Review Tool database search, DOI/fuzzy deduplication, keyword and MCP-assisted screening, tracked flow diagram and exports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"black-lights/prisma-review-tool","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PRISMA Review Tool database search, DOI/fuzzy deduplication, keyword and MCP-assisted screening, tracked flow diagram and exports."],"limitation":"Rule/AI screening and diagram template do not establish PRISMA compliance or search completeness; optional database access and full-text availability constrain coverage.","url":"https://github.com/black-lights/prisma-review-tool","primarySourceURLs":["https://raw.githubusercontent.com/Black-Lights/prisma-review-tool/main/README.md","https://github.com/Black-Lights/prisma-review-tool"],"id":"RWE-2928","relevance":{"id":"RWE-2928","decision":"Core","rationale":"Retain the documented evidence function: PRISMA Review Tool database search, DOI/fuzzy deduplication, keyword and MCP-assisted screening, tracked flow diagram and exports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PRISMA Review Tool database search, DOI/fuzzy deduplication, keyword and MCP-assisted screening, tracked flow diagram and exports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/black-lights/prisma-review-tool","https://raw.githubusercontent.com/Black-Lights/prisma-review-tool/main/README.md","https://github.com/Black-Lights/prisma-review-tool"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"chauff/paper-note-filler","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Obsidian academic paper URL metadata-to-note plugin with optional OpenAI tags and future-work extraction for arXiv papers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chauff/paper-note-filler","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Obsidian academic paper URL metadata-to-note plugin with optional OpenAI tags and future-work extraction for arXiv papers."],"limitation":"Author documents brittleness and desktop-only testing; limited source domains and model-generated tags/future-work need verification.","url":"https://github.com/chauff/paper-note-filler","primarySourceURLs":["https://raw.githubusercontent.com/chauff/paper-note-filler/master/README.md","https://github.com/chauff/paper-note-filler"],"id":"RWE-2930","relevance":{"id":"RWE-2930","decision":"Core","rationale":"Retain the documented evidence function: Obsidian academic paper URL metadata-to-note plugin with optional OpenAI tags and future-work extraction for arXiv papers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Obsidian academic paper URL metadata-to-note plugin with optional OpenAI tags and future-work extraction for arXiv papers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chauff/paper-note-filler","https://raw.githubusercontent.com/chauff/paper-note-filler/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"docling-project/docling","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Docling scholarly JATS/PDF parsing, table/formula/layout extraction and structured exports with agent integrations and separately linked MCP server.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"docling-project/docling","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Docling scholarly JATS/PDF parsing, table/formula/layout extraction and structured exports with agent integrations and separately linked MCP server."],"limitation":"Document conversion component only; parser/OCR fidelity varies and MCP packaging is separately documented, not runtime verified.","url":"https://github.com/docling-project/docling","primarySourceURLs":["https://raw.githubusercontent.com/docling-project/docling/main/README.md","https://github.com/docling-project/docling"],"id":"RWE-2931","relevance":{"id":"RWE-2931","decision":"Core","rationale":"Retain the documented evidence function: Docling scholarly JATS/PDF parsing, table/formula/layout extraction and structured exports with agent integrations and separately linked MCP server. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Docling scholarly JATS/PDF parsing, table/formula/layout extraction and structured exports with agent integrations and separately linked MCP server.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/docling-project/docling","https://raw.githubusercontent.com/docling-project/docling/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"autollm/arxivdigest","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"ArxivDigest personalized recent-paper relevance ranking and digests from research-interest text with CLI/UI/subscription workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"autollm/arxivdigest","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ArxivDigest personalized recent-paper relevance ranking and digests from research-interest text with CLI/UI/subscription workflows."],"limitation":"ArXiv-only and model relevance judgments; digest is not comprehensive scholarly search or evidence quality appraisal.","url":"https://github.com/autollm/arxivdigest","primarySourceURLs":["https://raw.githubusercontent.com/AutoLLM/ArxivDigest/main/README.md","https://github.com/AutoLLM/ArxivDigest"],"id":"RWE-2932","relevance":{"id":"RWE-2932","decision":"Core","rationale":"Retain the documented evidence function: ArxivDigest personalized recent-paper relevance ranking and digests from research-interest text with CLI/UI/subscription workflows. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ArxivDigest personalized recent-paper relevance ranking and digests from research-interest text with CLI/UI/subscription workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/autollm/arxivdigest","https://raw.githubusercontent.com/AutoLLM/ArxivDigest/main/README.md","https://github.com/AutoLLM/ArxivDigest"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jeandiable/academic-research-plugin","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Academic research plugin literature-survey, paper-triggered-survey and citation-assistant components with arXiv/Semantic Scholar/DBLP search and fetched BibTeX.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jeandiable/academic-research-plugin","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic research plugin literature-survey, paper-triggered-survey and citation-assistant components with arXiv/Semantic Scholar/DBLP search and fetched BibTeX."],"limitation":"Only documented scholarly discovery/citation components; survey drafts and reviewer judgments are not verified evidence synthesis, and other assignment workflows not approved.","url":"https://github.com/jeandiable/academic-research-plugin","primarySourceURLs":["https://raw.githubusercontent.com/JeanDiable/academic-research-plugin/main/README.md","https://github.com/JeanDiable/academic-research-plugin"],"id":"RWE-2933","relevance":{"id":"RWE-2933","decision":"Core","rationale":"Retain the documented evidence function: Academic research plugin literature-survey, paper-triggered-survey and citation-assistant components with arXiv/Semantic Scholar/DBLP search and fetched BibTeX. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic research plugin literature-survey, paper-triggered-survey and citation-assistant components with arXiv/Semantic Scholar/DBLP search and fetched BibTeX.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jeandiable/academic-research-plugin","https://raw.githubusercontent.com/JeanDiable/academic-research-plugin/main/README.md","https://github.com/JeanDiable/academic-research-plugin"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ohdsi/bouzyges","kind":"Research tool","category":"OMOP & terminology","summary":"Bouzyges interactive/LLM-assisted SNOMED attribute-value graph construction for medical terminology standardization.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ohdsi/bouzyges","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Bouzyges interactive/LLM-assisted SNOMED attribute-value graph construction for medical terminology standardization."],"limitation":"Explicit proof of concept; SNOMED release/license and configuration required. Generated concept supertypes need terminology review and are not validated mappings.","url":"https://github.com/ohdsi/bouzyges","primarySourceURLs":["https://raw.githubusercontent.com/OHDSI/Bouzyges/dev/README.md","https://github.com/OHDSI/Bouzyges"],"id":"RWE-2936","relevance":{"id":"RWE-2936","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Bouzyges interactive/LLM-assisted SNOMED attribute-value graph construction for medical terminology standardization.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/OHDSI/Bouzyges/dev/README.md","https://github.com/OHDSI/Bouzyges"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"centre-for-ai-innovation/ready42","kind":"Research tool","category":"OMOP & terminology","summary":"ready42 clinical secondary-use toolkit with profiling, readiness rubric, LLM metadata curation, OMOP mapping suggestions and Athena vector lookup.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"centre-for-ai-innovation/ready42","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["ready42 clinical secondary-use toolkit with profiling, readiness rubric, LLM metadata curation, OMOP mapping suggestions and Athena vector lookup."],"limitation":"v0.1 documentation; suggestions/rubric scores do not establish correct OMOP mapping or de-identification, and other CDM targets are future work.","url":"https://github.com/centre-for-ai-innovation/ready42","primarySourceURLs":["https://raw.githubusercontent.com/Centre-for-AI-Innovation/ready42/main/README.md","https://github.com/Centre-for-AI-Innovation/ready42"],"id":"RWE-2937","relevance":{"id":"RWE-2937","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"ready42 clinical secondary-use toolkit with profiling, readiness rubric, LLM metadata curation, OMOP mapping suggestions and Athena vector lookup.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Centre-for-AI-Innovation/ready42/main/README.md","https://github.com/Centre-for-AI-Innovation/ready42"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"doriangrousset/opal","kind":"Research tool","category":"OMOP & terminology","summary":"OPAL optional natural-language cohort assistant alongside OMOP quality analysis, cohort characterization and vocabulary mapping workflows.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"doriangrousset/opal","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["OPAL optional natural-language cohort assistant alongside OMOP quality analysis, cohort characterization and vocabulary mapping workflows."],"limitation":"Only optional cohort LLM component and its research context; disabled by default, requires configured local/on-prem model. Suggested cohorts/mappings require validation.","url":"https://github.com/doriangrousset/opal","primarySourceURLs":["https://raw.githubusercontent.com/DorianGrousset/OPAL/main/README.md","https://github.com/DorianGrousset/OPAL"],"id":"RWE-2938","relevance":{"id":"RWE-2938","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"OPAL optional natural-language cohort assistant alongside OMOP quality analysis, cohort characterization and vocabulary mapping workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DorianGrousset/OPAL/main/README.md","https://github.com/DorianGrousset/OPAL"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"health-informatics-uon/lettuce","kind":"Research tool","category":"OMOP & terminology","summary":"Lettuce LLM/vector-search medical source-term matching to OMOP standardized concepts with HTTP API and CLI.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"health-informatics-uon/lettuce","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Lettuce LLM/vector-search medical source-term matching to OMOP standardized concepts with HTTP API and CLI."],"limitation":"Terminology suggestions require expert validation and available vocabulary/model configuration; no assurance of semantically correct mapping.","url":"https://github.com/health-informatics-uon/lettuce","primarySourceURLs":["https://raw.githubusercontent.com/Health-Informatics-UoN/lettuce/main/README.md","https://github.com/Health-Informatics-UoN/lettuce"],"id":"RWE-2939","relevance":{"id":"RWE-2939","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Lettuce LLM/vector-search medical source-term matching to OMOP standardized concepts with HTTP API and CLI.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Health-Informatics-UoN/lettuce/main/README.md","https://github.com/Health-Informatics-UoN/lettuce"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ohdsi/pythia","kind":"Research tool","category":"OMOP & terminology","summary":"Pythia ATLAS assistant proposes OMOP cohort entry/inclusion/exclusion/window cards using source vocabulary search and accepted edits, with cohort result interpretation.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ohdsi/pythia","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Pythia ATLAS assistant proposes OMOP cohort entry/inclusion/exclusion/window cards using source vocabulary search and accepted edits, with cohort result interpretation."],"limitation":"Bedrock model required; demo uses synthetic Eunomia. Source-grounded codes and user acceptance do not establish clinically valid phenotype definitions.","url":"https://github.com/ohdsi/pythia","primarySourceURLs":["https://raw.githubusercontent.com/OHDSI/Pythia/develop/README.md","https://github.com/OHDSI/Pythia"],"id":"RWE-2940","relevance":{"id":"RWE-2940","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Pythia ATLAS assistant proposes OMOP cohort entry/inclusion/exclusion/window cards using source vocabulary search and accepted edits, with cohort result interpretation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/OHDSI/Pythia/develop/README.md","https://github.com/OHDSI/Pythia"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ohdsi/patientgenerator","kind":"Research tool","category":"OMOP & terminology","summary":"PatientGenerator patientChat creates structured synthetic OMOP test patients from prompts, with JSON saving and patientDesigner/concept-search editing.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ohdsi/patientgenerator","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["PatientGenerator patientChat creates structured synthetic OMOP test patients from prompts, with JSON saving and patientDesigner/concept-search editing."],"limitation":"Synthetic test cases are not representative clinical data or privacy guarantees; concept consistency and generated records require review.","url":"https://github.com/ohdsi/patientgenerator","primarySourceURLs":["https://raw.githubusercontent.com/OHDSI/PatientGenerator/main/README.md","https://github.com/OHDSI/PatientGenerator"],"id":"RWE-2941","relevance":{"id":"RWE-2941","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"PatientGenerator patientChat creates structured synthetic OMOP test patients from prompts, with JSON saving and patientDesigner/concept-search editing.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/OHDSI/PatientGenerator/main/README.md","https://github.com/OHDSI/PatientGenerator"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"mendenlab/dt-gpt","kind":"Research tool","category":"RWE Data & Analytics","summary":"DT-GPT patient trajectory forecasting research with experiment/evaluation orchestration, time-series splits, baselines and instruction-formatted patient histories.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mendenlab/dt-gpt","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["DT-GPT patient trajectory forecasting research with experiment/evaluation orchestration, time-series splits, baselines and instruction-formatted patient histories."],"limitation":"Exploratory repository explicitly contains dead ends/redundancy; future polished library not released here. Forecasts are not causal patient digital twins or treatment-effect predictions.","url":"https://github.com/mendenlab/dt-gpt","primarySourceURLs":["https://raw.githubusercontent.com/MendenLab/DT-GPT/main/README.md","https://github.com/MendenLab/DT-GPT"],"id":"RWE-2943","relevance":{"id":"RWE-2943","decision":"Core","rationale":"DT-GPT patient trajectory forecasting research with experiment/evaluation orchestration, time-series splits, baselines and instruction-formatted patient histories. Keep documented patient-history conversion, time-series splitting and retrospective forecast-evaluation infrastructure across MIMIC-IV/ADNI only. This does not approve treatment-effect digital twins; Flatiron preprocessing depends on an unavailable custom library.","relevanceBasis":"DT-GPT patient trajectory forecasting research with experiment/evaluation orchestration, time-series splits, baselines and instruction-formatted patient histories. Limits: Exploratory repository explicitly contains dead ends/redundancy; future polished library not released here. Forecasts are not causal patient digital twins or treatment-effect predictions.","evidenceLevel":"retained-primary","evidenceRefs":["https://raw.githubusercontent.com/MendenLab/DT-GPT/main/README.md"],"reviewGroup":"longitudinal-cohort-evaluation"}},{"name":"medplum/medplum-mcp-server","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Historical Medplum MCP proxy to FHIR data, documented local server configuration.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"medplum/medplum-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Historical Medplum MCP proxy to FHIR data, documented local server configuration."],"limitation":"Archived experiment explicitly superseded by built-in Medplum MCP; no new proxy maintenance or clinical validation claim, successor requires separate source attribution.","url":"https://github.com/medplum/medplum-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/medplum/medplum-mcp-server/main/README.md","https://github.com/medplum/medplum-mcp-server"],"id":"RWE-2950","relevance":{"id":"RWE-2950","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Historical Medplum MCP proxy to FHIR data, documented local server configuration.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/medplum/medplum-mcp-server/main/README.md","https://github.com/medplum/medplum-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ebispot/ols4","kind":"MCP server","category":"RWE Data & Analytics","summary":"EMBL-EBI Ontology Lookup Service biomedical ontology access through documented MCP endpoint alongside text-search and graph-query API.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ebispot/ols4","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["EMBL-EBI Ontology Lookup Service biomedical ontology access through documented MCP endpoint alongside text-search and graph-query API."],"limitation":"Root documentation exposes two MCP URL forms; endpoint/tool schema runtime unverified. Ontology lookup is not semantic mapping validation.","url":"https://github.com/ebispot/ols4","primarySourceURLs":["https://raw.githubusercontent.com/EBISPOT/ols4/dev/README.md","https://github.com/EBISPOT/ols4"],"id":"RWE-2951","relevance":{"id":"RWE-2951","decision":"Core","rationale":"EMBL-EBI Ontology Lookup Service biomedical ontology access through documented MCP endpoint alongside text-search and graph-query API. The selected clinical measurements, cohort/feature extraction, health terminology or data-preparation function directly supports health evidence access; model/measurement validity and data permissions remain separate.","relevanceBasis":"EMBL-EBI Ontology Lookup Service biomedical ontology access through documented MCP endpoint alongside text-search and graph-query API. Limits: Root documentation exposes two MCP URL forms; endpoint/tool schema runtime unverified. Ontology lookup is not semantic mapping validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/EBISPOT/ols4/dev/README.md","https://github.com/EBISPOT/ols4"],"reviewGroup":"clinical-population-data"}},{"name":"vitorpavinato/ncbi-mcp-server","kind":"MCP server","category":"OMOP & terminology","summary":"NCBI literature MCP documented PubMed Boolean search, related-article retrieval and MeSH terminology access.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vitorpavinato/ncbi-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["NCBI literature MCP documented PubMed Boolean search, related-article retrieval and MeSH terminology access."],"limitation":"README includes manual server-file setup instructions; deployment/runtime not verified and search is not systematic-review completeness.","url":"https://github.com/vitorpavinato/ncbi-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/vitorpavinato/ncbi-mcp-server/main/README.md","https://github.com/vitorpavinato/ncbi-mcp-server"],"id":"RWE-2952","relevance":{"id":"RWE-2952","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"NCBI literature MCP documented PubMed Boolean search, related-article retrieval and MeSH terminology access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vitorpavinato/ncbi-mcp-server/main/README.md","https://github.com/vitorpavinato/ncbi-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"nrvim/garmin-givemydata","kind":"MCP server","category":"RWE Data & Analytics","summary":"Garmin data extraction to local SQLite with MCP analysis tools and CSV/JSON/FIT-related exports for personal health data research.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nrvim/garmin-givemydata","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin data extraction to local SQLite with MCP analysis tools and CSV/JSON/FIT-related exports for personal health data research."],"limitation":"Unofficial authenticated source can change; no current runtime/access success guaranteed, wearable outputs are not clinical-grade measurements.","url":"https://github.com/nrvim/garmin-givemydata","primarySourceURLs":["https://raw.githubusercontent.com/nrvim/garmin-givemydata/main/README.md","https://github.com/nrvim/garmin-givemydata"],"id":"RWE-2953","relevance":{"id":"RWE-2953","decision":"Core","rationale":"Garmin data extraction to local SQLite with MCP analysis tools and CSV/JSON/FIT-related exports for personal health data research. The selected clinical measurements, cohort/feature extraction, health terminology or data-preparation function directly supports health evidence access; model/measurement validity and data permissions remain separate.","relevanceBasis":"Garmin data extraction to local SQLite with MCP analysis tools and CSV/JSON/FIT-related exports for personal health data research. Limits: Unofficial authenticated source can change; no current runtime/access success guaranteed, wearable outputs are not clinical-grade measurements.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nrvim/garmin-givemydata/main/README.md","https://github.com/nrvim/garmin-givemydata"],"reviewGroup":"clinical-population-data"}},{"name":"yorkeccak/scientific-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Scientific Skills documented PubMed/arXiv/bioRxiv/medRxiv and clinical-trials search skill contracts plus aggregated literature search.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yorkeccak/scientific-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scientific Skills documented PubMed/arXiv/bioRxiv/medRxiv and clinical-trials search skill contracts plus aggregated literature search."],"limitation":"README-level contracts only; claims of all-literature/full-text coverage not established, source/service access and actual tool results unverified.","url":"https://github.com/yorkeccak/scientific-skills","primarySourceURLs":["https://raw.githubusercontent.com/yorkeccak/scientific-skills/main/README.md","https://github.com/yorkeccak/scientific-skills"],"id":"RWE-2954","relevance":{"id":"RWE-2954","decision":"Core","rationale":"Retain the documented evidence function: Scientific Skills documented PubMed/arXiv/bioRxiv/medRxiv and clinical-trials search skill contracts plus aggregated literature search. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scientific Skills documented PubMed/arXiv/bioRxiv/medRxiv and clinical-trials search skill contracts plus aggregated literature search.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yorkeccak/scientific-skills","https://raw.githubusercontent.com/yorkeccak/scientific-skills/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"alaliqing/claude-paper","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Claude Paper research PDF parsing, metadata/text retention, summaries and paper-study materials with local library viewer.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alaliqing/claude-paper","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Claude Paper research PDF parsing, metadata/text retention, summaries and paper-study materials with local library viewer."],"limitation":"Generated explanations and code demos require verification against source; not experiment reproduction or full-text fidelity validation.","url":"https://github.com/alaliqing/claude-paper","primarySourceURLs":["https://raw.githubusercontent.com/alaliqing/claude-paper/main/README.md","https://github.com/alaliqing/claude-paper"],"id":"RWE-2955","relevance":{"id":"RWE-2955","decision":"Core","rationale":"Retain the documented evidence function: Claude Paper research PDF parsing, metadata/text retention, summaries and paper-study materials with local library viewer. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Claude Paper research PDF parsing, metadata/text retention, summaries and paper-study materials with local library viewer.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alaliqing/claude-paper","https://raw.githubusercontent.com/alaliqing/claude-paper/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"claesbackman/ai-research-feedback","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"AI-research-feedback review-paper and mechanical-check skills produce referee-style feedback, consistency/unsupported-claim checks and reproducibility review plans.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"claesbackman/ai-research-feedback","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["AI-research-feedback review-paper and mechanical-check skills produce referee-style feedback, consistency/unsupported-claim checks and reproducibility review plans."],"limitation":"AI reviewer feedback is not peer review or verified replication; only named academic review components, not all suite methods approved.","url":"https://github.com/claesbackman/ai-research-feedback","primarySourceURLs":["https://raw.githubusercontent.com/claesbackman/AI-research-feedback/main/README.md","https://github.com/claesbackman/AI-research-feedback"],"id":"RWE-2957","relevance":{"id":"RWE-2957","decision":"Core","rationale":"Retain the documented evidence function: AI-research-feedback review-paper and mechanical-check skills produce referee-style feedback, consistency/unsupported-claim checks and reproducibility review plans. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"AI-research-feedback review-paper and mechanical-check skills produce referee-style feedback, consistency/unsupported-claim checks and reproducibility review plans.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/claesbackman/ai-research-feedback","https://raw.githubusercontent.com/claesbackman/AI-research-feedback/main/README.md","https://github.com/claesbackman/AI-research-feedback"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"keemanxp/slr-prisma","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"SLR-PRISMA skill collects review protocol inputs and guides drafting, referenced manuscript and annotated flow diagram production.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"keemanxp/slr-prisma","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["SLR-PRISMA skill collects review protocol inputs and guides drafting, referenced manuscript and annotated flow diagram production."],"limitation":"No meta-analysis/statistical pooling; checklist completion and drafting do not guarantee systematic search or method validity.","url":"https://github.com/keemanxp/slr-prisma","primarySourceURLs":["https://raw.githubusercontent.com/keemanxp/slr-prisma/main/README.md","https://github.com/keemanxp/slr-prisma"],"id":"RWE-2958","relevance":{"id":"RWE-2958","decision":"Core","rationale":"Retain the documented evidence function: SLR-PRISMA skill collects review protocol inputs and guides drafting, referenced manuscript and annotated flow diagram production. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"SLR-PRISMA skill collects review protocol inputs and guides drafting, referenced manuscript and annotated flow diagram production.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/keemanxp/slr-prisma","https://raw.githubusercontent.com/keemanxp/slr-prisma/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ai4scientist/nano-scientist","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Nano-scientist paper-navigator/arxiv and literature-survey loops document academic search, citation traversal and draft report generation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ai4scientist/nano-scientist","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Nano-scientist paper-navigator/arxiv and literature-survey loops document academic search, citation traversal and draft report generation."],"limitation":"Budget-limited loops and BibTeX stub fallback can leave incomplete or unresolved citations; model review is not peer review. Experiment methods not blanket-approved.","url":"https://github.com/ai4scientist/nano-scientist","primarySourceURLs":["https://raw.githubusercontent.com/ai4scientist/nano-scientist/main/README.md","https://github.com/ai4scientist/nano-scientist"],"id":"RWE-2963","relevance":{"id":"RWE-2963","decision":"Core","rationale":"Retain the documented evidence function: Nano-scientist paper-navigator/arxiv and literature-survey loops document academic search, citation traversal and draft report generation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Nano-scientist paper-navigator/arxiv and literature-survey loops document academic search, citation traversal and draft report generation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ai4scientist/nano-scientist","https://raw.githubusercontent.com/ai4scientist/nano-scientist/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"th3vib3coder/vibe-science","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Vibe Science research runtime logs literature searches, verifies bounded citation identifiers and enforces selected claim/confounder metadata gates.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"th3vib3coder/vibe-science","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Vibe Science research runtime logs literature searches, verifies bounded citation identifiers and enforces selected claim/confounder metadata gates."],"limitation":"Only subset of methodology gates hard-enforced; metadata and identifier verification do not validate causal claims, confounding control or scientific findings.","url":"https://github.com/th3vib3coder/vibe-science","primarySourceURLs":["https://raw.githubusercontent.com/th3vib3coder/vibe-science/main/README.md","https://github.com/th3vib3coder/vibe-science"],"id":"RWE-2964","relevance":{"id":"RWE-2964","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Vibe Science research runtime logs literature searches, verifies bounded citation identifiers and enforces selected claim/confounder metadata gates.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/th3vib3coder/vibe-science/main/README.md","https://github.com/th3vib3coder/vibe-science"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"rkirkendall/medplum-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Medplum FHIR MCP with documented create/read/update/search healthcare resource tools for research data access.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rkirkendall/medplum-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Medplum FHIR MCP with documented create/read/update/search healthcare resource tools for research data access."],"limitation":"Read/write scope must remain explicit; authenticated FHIR access and data permissions required, no clinical validation or blanket safety claims.","url":"https://github.com/rkirkendall/medplum-mcp","primarySourceURLs":["https://raw.githubusercontent.com/rkirkendall/medplum-mcp/main/README.md","https://github.com/rkirkendall/medplum-mcp"],"id":"RWE-2965","relevance":{"id":"RWE-2965","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Medplum FHIR MCP with documented create/read/update/search healthcare resource tools for research data access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rkirkendall/medplum-mcp/main/README.md","https://github.com/rkirkendall/medplum-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"aws-samples/sample-kiro-power-life-sciences","kind":"Research tool","category":"OMOP & terminology","summary":"Kiro life-sciences clinical server documents drug/target/FAERS/trial access and healthcare server documents FHIR/OMOP/REDCap interfaces with install/config contracts.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aws-samples/sample-kiro-power-life-sciences","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Kiro life-sciences clinical server documents drug/target/FAERS/trial access and healthcare server documents FHIR/OMOP/REDCap interfaces with install/config contracts."],"limitation":"Only clinical/healthcare package contracts at README level; remaining 22 servers not blanket-approved. API keys and server access required, conversions/results not validated.","url":"https://github.com/aws-samples/sample-kiro-power-life-sciences","primarySourceURLs":["https://raw.githubusercontent.com/aws-samples/sample-kiro-power-life-sciences/main/README.md","https://github.com/aws-samples/sample-kiro-power-life-sciences"],"id":"RWE-2970","relevance":{"id":"RWE-2970","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Kiro life-sciences clinical server documents drug/target/FAERS/trial access and healthcare server documents FHIR/OMOP/REDCap interfaces with install/config contracts.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aws-samples/sample-kiro-power-life-sciences/main/README.md","https://github.com/aws-samples/sample-kiro-power-life-sciences"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"jackkuo666/biorxiv-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"bioRxiv MCP keyword/advanced preprint search and paper metadata access.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackkuo666/biorxiv-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["bioRxiv MCP keyword/advanced preprint search and paper metadata access."],"limitation":"Preprints are not peer-reviewed evidence; search coverage and service runtime unverified.","url":"https://github.com/jackkuo666/biorxiv-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/JackKuo666/bioRxiv-MCP-Server/main/README.md","https://github.com/JackKuo666/bioRxiv-MCP-Server"],"id":"RWE-2971","relevance":{"id":"RWE-2971","decision":"Core","rationale":"Retain the documented evidence function: bioRxiv MCP keyword/advanced preprint search and paper metadata access. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"bioRxiv MCP keyword/advanced preprint search and paper metadata access.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackkuo666/biorxiv-mcp-server","https://raw.githubusercontent.com/JackKuo666/bioRxiv-MCP-Server/main/README.md","https://github.com/JackKuo666/bioRxiv-MCP-Server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"augmented-nature/openfda-mcp-server","kind":"MCP server","category":"Pharmacovigilance & safety","summary":"OpenFDA MCP documents drug adverse-event, label, recall, approval, shortage and NDC searches plus device evidence queries.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"augmented-nature/openfda-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["OpenFDA MCP documents drug adverse-event, label, recall, approval, shortage and NDC searches plus device evidence queries."],"limitation":"Public reporting data cannot establish causality or incidence; documentation only.","url":"https://github.com/augmented-nature/openfda-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/Augmented-Nature/OpenFDA-MCP-Server/main/README.md","https://github.com/Augmented-Nature/OpenFDA-MCP-Server"],"id":"RWE-2973","relevance":{"id":"RWE-2973","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"OpenFDA MCP documents drug adverse-event, label, recall, approval, shortage and NDC searches plus device evidence queries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Augmented-Nature/OpenFDA-MCP-Server/main/README.md","https://github.com/Augmented-Nature/OpenFDA-MCP-Server"],"reviewGroup":"health-product-and-safety-data"}},{"name":"opendatalab/mineru","kind":"MCP server","category":"RWE Data & Analytics","summary":"MinerU documents scientific PDF extraction into Markdown or JSON, formulas into LaTeX and tables into HTML, with an MCP server interface.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"opendatalab/mineru","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MinerU documents scientific PDF extraction into Markdown or JSON, formulas into LaTeX and tables into HTML, with an MCP server interface."],"limitation":"OCR, formula and table fidelity require checking; service availability and runtime untested.","url":"https://github.com/opendatalab/mineru","primarySourceURLs":["https://raw.githubusercontent.com/opendatalab/MinerU/master/README.md","https://github.com/opendatalab/MinerU"],"id":"RWE-2974","relevance":{"id":"RWE-2974","decision":"Core","rationale":"MinerU documents scientific PDF extraction into Markdown or JSON, formulas into LaTeX and tables into HTML, with an MCP server interface. The actual scholarly/medical source search, reference resolution, evidence extraction or guideline function is identifiable; surrounding broad data feeds, scoring and clinical claims are not Core.","relevanceBasis":"MinerU documents scientific PDF extraction into Markdown or JSON, formulas into LaTeX and tables into HTML, with an MCP server interface. Limits: OCR, formula and table fidelity require checking; service availability and runtime untested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/opendatalab/MinerU/master/README.md","https://github.com/opendatalab/MinerU"],"reviewGroup":"scholarly-health-evidence"}},{"name":"ruc-nlpir/arbor","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Arbor documents agent-facing alphaXiv literature search and prior-art overlap checks through its research harness.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ruc-nlpir/arbor","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Arbor documents agent-facing alphaXiv literature search and prior-art overlap checks through its research harness."],"limitation":"Eligible bounded literature component; novelty assessments are model judgments, not proof or approval of experiment methodology.","url":"https://github.com/ruc-nlpir/arbor","primarySourceURLs":["https://raw.githubusercontent.com/RUC-NLPIR/Arbor/main/README.md","https://github.com/RUC-NLPIR/Arbor"],"id":"RWE-2975","relevance":{"id":"RWE-2975","decision":"Core","rationale":"Retain the documented evidence function: Arbor documents agent-facing alphaXiv literature search and prior-art overlap checks through its research harness. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Arbor documents agent-facing alphaXiv literature search and prior-art overlap checks through its research harness.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ruc-nlpir/arbor","https://raw.githubusercontent.com/RUC-NLPIR/Arbor/main/README.md","https://github.com/RUC-NLPIR/Arbor"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"agnuxo1/cajal","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"CAJAL documents local IMRaD drafting and arXiv/CrossRef citation retrieval with CrewAI, AutoGen and LlamaIndex adapters.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"agnuxo1/cajal","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["CAJAL documents local IMRaD drafting and arXiv/CrossRef citation retrieval with CrewAI, AutoGen and LlamaIndex adapters."],"limitation":"Only drafting/retrieval support; no-hallucination and autonomous peer-review claims not established, generated scientific content needs source checking.","url":"https://github.com/agnuxo1/cajal","primarySourceURLs":["https://raw.githubusercontent.com/Agnuxo1/CAJAL/main/README.md","https://github.com/Agnuxo1/CAJAL"],"id":"RWE-2978","relevance":{"id":"RWE-2978","decision":"Core","rationale":"Retain the documented evidence function: arXiv/Crossref citation retrieval only; IMRaD manuscript generation excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"arXiv/Crossref citation retrieval only; IMRaD manuscript generation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/agnuxo1/cajal","https://raw.githubusercontent.com/Agnuxo1/CAJAL/main/README.md","https://github.com/Agnuxo1/CAJAL"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://clawskills.sh/skills/johnyquest7-medical-specialty-briefs","kind":"Research tool","category":"RWE Data & Analytics","summary":"Research-briefing prompt workflow with dated journal searches, deduplication and article links.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Research-briefing prompt workflow with dated journal searches, deduplication and article links."],"limitation":"Research-briefing prompt workflow with dated journal searches, deduplication and article links. Selective journal/news briefing only; impact badges are unvalidated editorial judgments, not systematic evidence grading.","url":"https://clawskills.sh/skills/johnyquest7-medical-specialty-briefs","primarySourceURLs":["https://clawskills.sh/skills/johnyquest7-medical-specialty-briefs","https://clawhub.ai/api/v1/skills/medical-specialty-briefs?owner=johnyquest7"],"id":"RWE-2979","relevance":{"id":"RWE-2979","decision":"Core","rationale":"Research-briefing prompt workflow with dated journal searches, deduplication and article links. The actual scholarly/medical source search, reference resolution, evidence extraction or guideline function is identifiable; surrounding broad data feeds, scoring and clinical claims are not Core.","relevanceBasis":"Research-briefing prompt workflow with dated journal searches, deduplication and article links. Limits: Research-briefing prompt workflow with dated journal searches, deduplication and article links. Selective journal/news briefing only; impact badges are unvalidated editorial judgments, not systematic evidence grading.","evidenceLevel":"published-card","evidenceRefs":["https://clawskills.sh/skills/johnyquest7-medical-specialty-briefs","https://clawhub.ai/api/v1/skills/medical-specialty-briefs?owner=johnyquest7"],"reviewGroup":"scholarly-health-evidence"}},{"name":"https://clawskills.sh/skills/duncandobbins-med-info","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"Agent CLI recipe for label/identifier lookup with openFDA, DailyMed and RxNorm provenance.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Agent CLI recipe for label/identifier lookup with openFDA, DailyMed and RxNorm provenance."],"limitation":"Agent CLI recipe for label/identifier lookup with openFDA, DailyMed and RxNorm provenance. Restrict to medication reference retrieval; optional FAERS aggregates and interactions are not validated safety inference.","url":"https://clawskills.sh/skills/duncandobbins-med-info","primarySourceURLs":["https://clawskills.sh/skills/duncandobbins-med-info","https://clawhub.ai/api/v1/skills/med-info?owner=duncandobbins"],"id":"RWE-2981","relevance":{"id":"RWE-2981","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Agent CLI recipe for label/identifier lookup with openFDA, DailyMed and RxNorm provenance.","evidenceLevel":"published-card","evidenceRefs":["https://clawskills.sh/skills/duncandobbins-med-info","https://clawhub.ai/api/v1/skills/med-info?owner=duncandobbins"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"mudgesbot/samsung-health-skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reviewed components: https://clawskills.sh/skills/mudgesbot-samsung-health: Documented Samsung Health Connect export sync and JSON descriptive summaries; restrict to observed wearable-data access, not diagnostic thresholds.; https://github.com/mudgesbot/samsung-health-skill: Samsung Health Connect CLI/skill-oriented package syncs exports and computes sleep, steps, heart-rate and SpO2 summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mudgesbot/samsung-health-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["https://clawskills.sh/skills/mudgesbot-samsung-health: Documented Samsung Health Connect export sync and JSON descriptive summaries; restrict to observed wearable-data access, not diagnostic thresholds.","https://github.com/mudgesbot/samsung-health-skill: Samsung Health Connect CLI/skill-oriented package syncs exports and computes sleep, steps, heart-rate and SpO2 summaries."],"limitation":"https://clawskills.sh/skills/mudgesbot-samsung-health: Documented Samsung Health Connect export sync and JSON descriptive summaries; restrict to observed wearable-data access, not diagnostic thresholds. https://github.com/mudgesbot/samsung-health-skill: User-owned device exports; descriptive analysis only, not research-valid sensor measurements or clinical interpretation.","url":"https://github.com/mudgesbot/samsung-health-skill","primarySourceURLs":["https://raw.githubusercontent.com/mudgesbot/samsung-health-skill/HEAD/README.md","https://clawhub.ai/api/v1/skills/samsung-health?owner=mudgesbot","https://clawskills.sh/skills/mudgesbot-samsung-health","https://github.com/mudgesbot/samsung-health-skill"],"id":"RWE-2985","relevance":{"id":"RWE-2985","decision":"Core","rationale":"Documented Samsung Health Connect export sync and JSON descriptive summaries; restrict to observed wearable-data access, not diagnostic thresholds.; Samsung Health…. The selected clinical measurements, cohort/feature extraction, health terminology or data-preparation function directly supports health evidence access; model/measurement validity and data permissions remain separate.","relevanceBasis":"Reviewed components: https://clawskills.sh/skills/mudgesbot-samsung-health: Documented Samsung Health Connect export sync and JSON descriptive summaries; restrict to observed wearable-data access, not diagnostic thresholds.; https://github.com/mudgesbot/samsung-health-skill: Samsung Health Connect CLI/skill-oriented package syncs exports and computes sleep, steps, heart-rate and SpO2 summaries. Limits: https://clawskills.sh/skills/mudgesbot-samsung-health: Documented Samsung Health Connect export sync and JSON descriptive summaries; restrict to observed wearable-data access, not diagnostic thresholds. https://github.com/mudgesbot/samsung-health-skill: User-owned device exports; descriptive analysis only, not research-valid sensor measurements or clinical interpretation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mudgesbot/samsung-health-skill/HEAD/README.md","https://clawhub.ai/api/v1/skills/samsung-health?owner=mudgesbot","https://clawskills.sh/skills/mudgesbot-samsung-health","https://github.com/mudgesbot/samsung-health-skill"],"reviewGroup":"clinical-population-data"}},{"name":"freakyflow/garminskill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reviewed components: https://clawskills.sh/skills/freakyflow-garmin-pulse: Documented Garmin daily export skill with date/batch selection and local markdown records.; https://github.com/freakyflow/garminskill: OpenClaw Garmin skill synchronizes longitudinal sleep, heart-rate/HRV, stress, activity and other device metrics into agent-readable Markdown.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"freakyflow/garminskill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["https://clawskills.sh/skills/freakyflow-garmin-pulse: Documented Garmin daily export skill with date/batch selection and local markdown records.","https://github.com/freakyflow/garminskill: OpenClaw Garmin skill synchronizes longitudinal sleep, heart-rate/HRV, stress, activity and other device metrics into agent-readable Markdown."],"limitation":"https://clawskills.sh/skills/freakyflow-garmin-pulse: Documented Garmin daily export skill with date/batch selection and local markdown records. Wearable data sync only; source script not executed. https://github.com/freakyflow/garminskill: Personal wearable data access; proprietary device metrics and completeness not validated.","url":"https://github.com/freakyflow/garminskill","primarySourceURLs":["https://clawskills.sh/skills/freakyflow-garmin-pulse","https://clawhub.ai/api/v1/skills/garmin-pulse?owner=freakyflow","https://raw.githubusercontent.com/freakyflow/garminskill/HEAD/README.md","https://github.com/freakyflow/garminskill"],"id":"RWE-2986","relevance":{"id":"RWE-2986","decision":"Core","rationale":"Documented Garmin daily export skill with date/batch selection and local markdown records.; OpenClaw Garmin skill synchronizes longitudinal sleep, heart-rate/HRV,…. The selected clinical measurements, cohort/feature extraction, health terminology or data-preparation function directly supports health evidence access; model/measurement validity and data permissions remain separate.","relevanceBasis":"Reviewed components: https://clawskills.sh/skills/freakyflow-garmin-pulse: Documented Garmin daily export skill with date/batch selection and local markdown records.; https://github.com/freakyflow/garminskill: OpenClaw Garmin skill synchronizes longitudinal sleep, heart-rate/HRV, stress, activity and other device metrics into agent-readable Markdown. Limits: https://clawskills.sh/skills/freakyflow-garmin-pulse: Documented Garmin daily export skill with date/batch selection and local markdown records. Wearable data sync only; source script not executed. https://github.com/freakyflow/garminskill: Personal wearable data access; proprietary device metrics and completeness not validated.","evidenceLevel":"published-card","evidenceRefs":["https://clawskills.sh/skills/freakyflow-garmin-pulse","https://clawhub.ai/api/v1/skills/garmin-pulse?owner=freakyflow","https://raw.githubusercontent.com/freakyflow/garminskill/HEAD/README.md","https://github.com/freakyflow/garminskill"],"reviewGroup":"clinical-population-data"}},{"name":"https://clawskills.sh/skills/holic101-pubmed2blog","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed discover/extract CLI recipes support paper retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed discover/extract CLI recipes support paper retrieval."],"limitation":"PubMed discover/extract CLI recipes support paper retrieval. Restrict to source retrieval; blog-suitability ranking and promotional generation are not evidence-quality assessment.","url":"https://clawskills.sh/skills/holic101-pubmed2blog","primarySourceURLs":["https://clawskills.sh/skills/holic101-pubmed2blog","https://clawhub.ai/api/v1/skills/pubmed2blog?owner=holic101"],"id":"RWE-2987","relevance":{"id":"RWE-2987","decision":"Core","rationale":"Retain the documented evidence function: PubMed discover/extract CLI recipes support paper retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed discover/extract CLI recipes support paper retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://clawskills.sh/skills/holic101-pubmed2blog","https://clawhub.ai/api/v1/skills/pubmed2blog?owner=holic101"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"filipe-m-almeida/health-sync","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Agent workflow syncs six wearable/training sources into SQLite and queries records with freshness checks.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"filipe-m-almeida/health-sync","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Agent workflow syncs six wearable/training sources into SQLite and queries records with freshness checks."],"limitation":"Agent workflow syncs six wearable/training sources into SQLite and queries records with freshness checks. Descriptive integration only; correlations and coaching not causal evidence.","url":"https://github.com/filipe-m-almeida/health-sync","primarySourceURLs":["https://clawskills.sh/skills/filipe-m-almeida-health-sync","https://clawhub.ai/api/v1/skills/health-sync?owner=filipe-m-almeida"],"id":"RWE-2989","relevance":{"id":"RWE-2989","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Agent workflow syncs six wearable/training sources into SQLite and queries records with freshness checks.","evidenceLevel":"published-card","evidenceRefs":["https://clawskills.sh/skills/filipe-m-almeida-health-sync","https://clawhub.ai/api/v1/skills/health-sync?owner=filipe-m-almeida"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"https://clawskills.sh/skills/moclippa-gevety","kind":"MCP server","category":"Causal Inference & Analytics","summary":"Bounded REST retrieval of biomarker histories, wearable observations, medications and source documents.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Bounded REST retrieval of biomarker histories, wearable observations, medications and source documents."],"limitation":"Bounded REST retrieval of biomarker histories, wearable observations, medications and source documents. Exclude biological-age validity, years-gained opportunity scores and causal interpretation of what-if target substitution; path naming alone does not establish standard MCP.","url":"https://clawskills.sh/skills/moclippa-gevety","primarySourceURLs":["https://clawskills.sh/skills/moclippa-gevety","https://clawhub.ai/api/v1/skills/gevety?owner=moclippa"],"id":"RWE-2991","relevance":{"id":"RWE-2991","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Bounded REST retrieval of biomarker histories, wearable observations, medications and source documents.","evidenceLevel":"published-card","evidenceRefs":["https://clawskills.sh/skills/moclippa-gevety","https://clawhub.ai/api/v1/skills/gevety?owner=moclippa"],"reviewGroup":"health-product-and-safety-data"}},{"name":"https://clawskills.sh/skills/mneves75-healthkit-sync","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Local HealthKit CLI sync with date/type selection and JSON/CSV output; agent usage guide reviewed, security implementation not audited.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Local HealthKit CLI sync with date/type selection and JSON/CSV output; agent usage guide reviewed, security implementation not audited."],"limitation":"Local HealthKit CLI sync with date/type selection and JSON/CSV output; agent usage guide reviewed, security implementation not audited.","url":"https://clawskills.sh/skills/mneves75-healthkit-sync","primarySourceURLs":["https://clawskills.sh/skills/mneves75-healthkit-sync","https://clawhub.ai/api/v1/skills/healthkit-sync?owner=mneves75"],"id":"RWE-2993","relevance":{"id":"RWE-2993","decision":"Core","rationale":"Retain the documented evidence function: Local HealthKit CLI sync with date/type selection and JSON/CSV output; agent usage guide reviewed, security implementation not audited. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Local HealthKit CLI sync with date/type selection and JSON/CSV output; agent usage guide reviewed, security implementation not audited.","evidenceLevel":"published-card","evidenceRefs":["https://clawskills.sh/skills/mneves75-healthkit-sync","https://clawhub.ai/api/v1/skills/healthkit-sync?owner=mneves75"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://clawskills.sh/skills/voydz-garmin-cli","kind":"Research tool","category":"RWE Data & Analytics","summary":"Garmin CLI agent instructions expose date-filtered wearable/activity observations and structured exports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin CLI agent instructions expose date-filtered wearable/activity observations and structured exports."],"limitation":"Garmin CLI agent instructions expose date-filtered wearable/activity observations and structured exports. Also has write commands and credential-in-argument examples; no claim of read-only operation or validated derived fitness scores.","url":"https://clawskills.sh/skills/voydz-garmin-cli","primarySourceURLs":["https://clawskills.sh/skills/voydz-garmin-cli","https://clawhub.ai/api/v1/skills/garmin-cli?owner=voydz"],"id":"RWE-2994","relevance":{"id":"RWE-2994","decision":"Core","rationale":"Garmin CLI agent instructions expose date-filtered wearable/activity observations and structured exports. The selected interface retrieves actual wearable health measurements; retain data access only, excluding coaching and inferred validity.","relevanceBasis":"Garmin CLI agent instructions expose date-filtered wearable/activity observations and structured exports. Limits: Garmin CLI agent instructions expose date-filtered wearable/activity observations and structured exports. Also has write commands and credential-in-argument examples; no claim of read-only operation or validated derived fitness scores.","evidenceLevel":"published-card","evidenceRefs":["https://clawskills.sh/skills/voydz-garmin-cli","https://clawhub.ai/api/v1/skills/garmin-cli?owner=voydz"],"reviewGroup":"longitudinal-health-measurements"}},{"name":"https://clawskills.sh/skills/mjrussell-fitbit","kind":"Research tool","category":"RWE Data & Analytics","summary":"Fitbit CLI skill describes time-series sleep, heart rate, SpO2, breathing and activity retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Fitbit CLI skill describes time-series sleep, heart rate, SpO2, breathing and activity retrieval."],"limitation":"Fitbit CLI skill describes time-series sleep, heart rate, SpO2, breathing and activity retrieval. Publisher guide only; does not establish official Fitbit authorship.","url":"https://clawskills.sh/skills/mjrussell-fitbit","primarySourceURLs":["https://clawskills.sh/skills/mjrussell-fitbit","https://clawhub.ai/api/v1/skills/fitbit?owner=mjrussell"],"id":"RWE-2995","relevance":{"id":"RWE-2995","decision":"Core","rationale":"Fitbit CLI skill describes time-series sleep, heart rate, SpO2, breathing and activity retrieval. The selected interface retrieves actual wearable health measurements; retain data access only, excluding coaching and inferred validity.","relevanceBasis":"Fitbit CLI skill describes time-series sleep, heart rate, SpO2, breathing and activity retrieval. Limits: Fitbit CLI skill describes time-series sleep, heart rate, SpO2, breathing and activity retrieval. Publisher guide only; does not establish official Fitbit authorship.","evidenceLevel":"published-card","evidenceRefs":["https://clawskills.sh/skills/mjrussell-fitbit","https://clawhub.ai/api/v1/skills/fitbit?owner=mjrussell"],"reviewGroup":"longitudinal-health-measurements"}},{"name":"https://clawskills.sh/skills/whoop-health-analysis","kind":"Research tool","category":"RWE Data & Analytics","summary":"WHOOP OAuth skill documents date-filtered JSON sleep, recovery, cycles and workouts with chart recipes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["WHOOP OAuth skill documents date-filtered JSON sleep, recovery, cycles and workouts with chart recipes."],"limitation":"WHOOP OAuth skill documents date-filtered JSON sleep, recovery, cycles and workouts with chart recipes. Retrieval/visualization only; simplistic HRV/RHR interpretation and coaching are not validated.","url":"https://clawskills.sh/skills/whoop-health-analysis","primarySourceURLs":["https://clawskills.sh/skills/whoop-health-analysis","https://clawhub.ai/api/v1/skills/whoop-health-analysis"],"id":"RWE-2997","relevance":{"id":"RWE-2997","decision":"Core","rationale":"WHOOP OAuth skill documents date-filtered JSON sleep, recovery, cycles and workouts with chart recipes. The selected interface retrieves actual wearable health measurements; retain data access only, excluding coaching and inferred validity.","relevanceBasis":"WHOOP OAuth skill documents date-filtered JSON sleep, recovery, cycles and workouts with chart recipes. Limits: WHOOP OAuth skill documents date-filtered JSON sleep, recovery, cycles and workouts with chart recipes. Retrieval/visualization only; simplistic HRV/RHR interpretation and coaching are not validated.","evidenceLevel":"published-card","evidenceRefs":["https://clawskills.sh/skills/whoop-health-analysis","https://clawhub.ai/api/v1/skills/whoop-health-analysis"],"reviewGroup":"longitudinal-health-measurements"}},{"name":"https://clawskills.sh/skills/withings-health","kind":"Research tool","category":"RWE Data & Analytics","summary":"Withings OAuth wrapper skill retrieves recent weight/body composition plus date-window activity and sleep JSON.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Withings OAuth wrapper skill retrieves recent weight/body composition plus date-window activity and sleep JSON."],"limitation":"Withings OAuth wrapper skill retrieves recent weight/body composition plus date-window activity and sleep JSON. Device observations only; recent-entry limits apply.","url":"https://clawskills.sh/skills/withings-health","primarySourceURLs":["https://clawskills.sh/skills/withings-health","https://clawhub.ai/api/v1/skills/withings-health"],"id":"RWE-2998","relevance":{"id":"RWE-2998","decision":"Core","rationale":"Withings OAuth wrapper skill retrieves recent weight/body composition plus date-window activity and sleep JSON. The selected interface retrieves actual wearable health measurements; retain data access only, excluding coaching and inferred validity.","relevanceBasis":"Withings OAuth wrapper skill retrieves recent weight/body composition plus date-window activity and sleep JSON. Limits: Withings OAuth wrapper skill retrieves recent weight/body composition plus date-window activity and sleep JSON. Device observations only; recent-entry limits apply.","evidenceLevel":"published-card","evidenceRefs":["https://clawskills.sh/skills/withings-health","https://clawhub.ai/api/v1/skills/withings-health"],"reviewGroup":"longitudinal-health-measurements"}},{"name":"https://elicit.com","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Reviewed components: https://elicit.com: Elicit first-party homepage and July2026 API/MCP announcement confirm literature search, reports and systematic-review workflows.; https://elicit.org/: Elicit research agent and systematic-review workflows provide paper/trial search, customizable cited reports, screening and data extraction.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["https://elicit.com: Elicit first-party homepage and July2026 API/MCP announcement confirm literature search, reports and systematic-review workflows.","https://elicit.org/: Elicit research agent and systematic-review workflows provide paper/trial search, customizable cited reports, screening and data extraction."],"limitation":"https://elicit.com: Elicit first-party homepage and July2026 API/MCP announcement confirm literature search, reports and systematic-review workflows. Hosted evidence assistance; no guarantee of completeness or correctness. https://elicit.org/: Hosted documentation only; search/report generation only partially supports full systematic review; performance/coverage claims not independently verified.","url":"https://elicit.com","primarySourceURLs":["https://elicit.org/","https://elicit.com"],"id":"RWE-2999","relevance":{"id":"RWE-2999","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: https://elicit.com: Elicit first-party homepage and July2026 API/MCP announcement confirm literature search, reports and systematic-review workflows.; https://elicit.org/: Elicit research agent and systematic-review workflows provide paper/trial search, customizable cited reports, screening and data extraction. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: https://elicit.com: Elicit first-party homepage and July2026 API/MCP announcement confirm literature search, reports and systematic-review workflows.; https://elicit.org/: Elicit research agent and systematic-review workflows provide paper/trial search, customizable cited reports, screening and data extraction.","evidenceLevel":"published-card","evidenceRefs":["https://elicit.com","https://elicit.org/"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://owkin.com/newsfeed/owkins-specialized-biological-ai-agent-pathology-explorer-launches-with-anthropics-claude-for-healthcare-and-life-sciences","kind":"MCP server","category":"RWE Data & Analytics","summary":"Owkin first-party launch describes Pathology Explorer MCP integration for cell/tissue image analysis and cohort research.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Owkin first-party launch describes Pathology Explorer MCP integration for cell/tissue image analysis and cohort research."],"limitation":"Owkin first-party launch describes Pathology Explorer MCP integration for cell/tissue image analysis and cohort research. Hosted proprietary capability; no independent validation of biomarker or survival-analysis claims.","url":"https://owkin.com/newsfeed/owkins-specialized-biological-ai-agent-pathology-explorer-launches-with-anthropics-claude-for-healthcare-and-life-sciences","primarySourceURLs":["https://www.owkin.com/newsfeed/owkins-specialized-biological-ai-agent-pathology-explorer-launches-with-anthropics-claude-for-healthcare-and-life-sciences"],"id":"RWE-3000","relevance":{"id":"RWE-3000","decision":"Core","rationale":"Owkin first-party launch describes Pathology Explorer MCP integration for cell/tissue image analysis and cohort research. The documented pathology interface explicitly supports cohort research; retain that selected tissue-data research scope without validated biomarker claims.","relevanceBasis":"Owkin first-party launch describes Pathology Explorer MCP integration for cell/tissue image analysis and cohort research. Limits: Owkin first-party launch describes Pathology Explorer MCP integration for cell/tissue image analysis and cohort research. Hosted proprietary capability; no independent validation of biomarker or survival-analysis claims.","evidenceLevel":"published-card","evidenceRefs":["https://www.owkin.com/newsfeed/owkins-specialized-biological-ai-agent-pathology-explorer-launches-with-anthropics-claude-for-healthcare-and-life-sciences"],"reviewGroup":"clinical-cohort-measurements"}},{"name":"https://consensus.app","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"First-party Consensus documentation confirms scholarly search, source-linked synthesis and paper chat.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["First-party Consensus documentation confirms scholarly search, source-linked synthesis and paper chat.","Official Consensus MCP documentation identifies search filters for year, study design, humans, sample size and preprints plus plan-dependent metadata; ChatGPT-only fetch is separately documented."],"limitation":"First-party Consensus documentation confirms scholarly search, source-linked synthesis and paper chat. Research assistance; source availability and independent evidence appraisal remain material limits. Official Consensus MCP documentation identifies search filters for year, study design, humans, sample size and preprints plus plan-dependent metadata; ChatGPT-only fetch is separately documented. Results are bounded by plan and retrieval ranking; study tags and summaries are not independent evidence appraisal or exhaustive retrieval. First-party sources differ on current quotas, so omit fixed pricing/count claims.","url":"https://consensus.app","primarySourceURLs":["https://consensus.app/","https://docs.consensus.app/docs/mcp.md"],"id":"RWE-3004","relevance":{"id":"RWE-3004","decision":"Core","rationale":"Retain the documented evidence function: First-party Consensus documentation confirms scholarly search, source-linked synthesis and paper chat. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"First-party Consensus documentation confirms scholarly search, source-linked synthesis and paper chat.","evidenceLevel":"published-card","evidenceRefs":["https://consensus.app","https://consensus.app/","https://docs.consensus.app/docs/mcp.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://apify.com/andrew_avina/clinicaltrials-intelligence-mcp","kind":"MCP server","category":"Trials & Study Design","summary":"Actor publisher documents ClinicalTrials.gov search/filter and structured trial records with MCP mode.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Actor publisher documents ClinicalTrials.gov search/filter and structured trial records with MCP mode."],"limitation":"Actor publisher documents ClinicalTrials.gov search/filter and structured trial records with MCP mode. Research data access; truncated summaries and vendor-declared protocol were not runtime verified.","url":"https://apify.com/andrew_avina/clinicaltrials-intelligence-mcp","primarySourceURLs":["https://apify.com/andrew_avina/clinicaltrials-intelligence-mcp"],"id":"RWE-3006","relevance":{"id":"RWE-3006","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Actor publisher documents ClinicalTrials.gov search/filter and structured trial records with MCP mode.","evidenceLevel":"published-card","evidenceRefs":["https://apify.com/andrew_avina/clinicaltrials-intelligence-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"https://apify.com/andrew_avina/hhs-open-payments-mcp","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Actor publisher documents Open Payments retrieval for financial-conflict research.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Actor publisher documents Open Payments retrieval for financial-conflict research."],"limitation":"Actor publisher documents Open Payments retrieval for financial-conflict research. Payment records indicate reported transfers, not misconduct or causal influence; source coverage and lag require checking.","url":"https://apify.com/andrew_avina/hhs-open-payments-mcp","primarySourceURLs":["https://apify.com/andrew_avina/hhs-open-payments-mcp"],"id":"RWE-3007","relevance":{"id":"RWE-3007","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"Actor publisher documents Open Payments retrieval for financial-conflict research.","evidenceLevel":"published-card","evidenceRefs":["https://apify.com/andrew_avina/hhs-open-payments-mcp"],"reviewGroup":"bounded-research-method"}},{"name":"Paperclip by GXL","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Paperclip by GXL: first-party homepage confirms scientific corpus search/navigation through CLI, chat and MCP https://paperclip.gxl.ai/mcp.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paperclip by GXL: first-party homepage confirms scientific corpus search/navigation through CLI, chat and MCP https://paperclip.gxl.ai/mcp."],"limitation":"Paperclip by GXL: first-party homepage confirms scientific corpus search/navigation through CLI, chat and MCP https://paperclip.gxl.ai/mcp. Includes literature, trials, regulatory and biological data. Installer only inspected, never executed; no corpus completeness or runtime validation. Supporting source https://paperclip.gxl.ai/","url":"https://paperclip.gxl.ai","primarySourceURLs":["https://paperclip.gxl.ai/install.sh"],"id":"RWE-3008","relevance":{"id":"RWE-3008","decision":"Core","rationale":"Retain the documented evidence function: Paperclip by GXL: first-party homepage confirms scientific corpus search/navigation through CLI, chat and MCP https://paperclip.gxl.ai/mcp. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paperclip by GXL: first-party homepage confirms scientific corpus search/navigation through CLI, chat and MCP https://paperclip.gxl.ai/mcp.","evidenceLevel":"published-card","evidenceRefs":["https://paperclip.gxl.ai","https://paperclip.gxl.ai/install.sh"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"Edison Scientific reviewed agents","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"FutureHouse platform redirects to Edison platform; first-party Edison announcement documents literature search and scientific data-analysis agents.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["FutureHouse platform redirects to Edison platform; first-party Edison announcement documents literature search and scientific data-analysis agents.","Official Edison Kosmos best-practices guide describes research objective plus processed/QC data and iterative analysis/literature workflow; later data-access documentation supports public-source retrieval."],"limitation":"FutureHouse platform redirects to Edison platform; first-party Edison announcement documents literature search and scientific data-analysis agents. One hosted Edison/FutureHouse identity, preserve narrower existing tool components; no validation of performance claims. https://edisonscientific.com/news/announcing-edison-scientific Official Edison Kosmos best-practices guide describes research objective plus processed/QC data and iterative analysis/literature workflow; later data-access documentation supports public-source retrieval. Hosted research workflow only; no claimed accuracy, time equivalence, clinical validation or raw-sequencing support approved. Evidence retained source; consolidate Edison/FutureHouse aliases.","url":"https://edisonscientific.com","primarySourceURLs":["https://platform.futurehouse.org/","https://www.edisonscientific.com/"],"id":"RWE-3009","relevance":{"id":"RWE-3009","decision":"Core","rationale":"Retain the documented evidence function: Hosted literature search only; broad autonomous scientific analysis and molecular features excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Hosted literature search only; broad autonomous scientific analysis and molecular features excluded.","evidenceLevel":"published-card","evidenceRefs":["https://edisonscientific.com","https://platform.futurehouse.org/","https://www.edisonscientific.com/"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://openai.com/prism","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Prism: first-party page verified through web retrieval; AI-assisted scientific LaTeX manuscript editing, literature search and citation workflow. https://openai.com/prism/ No scientific correctness validation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Prism: first-party page verified through web retrieval; AI-assisted scientific LaTeX manuscript editing, literature search and citation workflow. https://openai.com/prism/ No scientific correctness validation."],"limitation":"Prism: first-party page verified through web retrieval; AI-assisted scientific LaTeX manuscript editing, literature search and citation workflow. https://openai.com/prism/ No scientific correctness validation.","url":"https://openai.com/prism","primarySourceURLs":["https://openai.com/prism/"],"id":"RWE-3012","relevance":{"id":"RWE-3012","decision":"Core","rationale":"Retain the documented evidence function: Scholarly literature search and citation workflow only; LaTeX manuscript editing excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly literature search and citation workflow only; LaTeX manuscript editing excluded.","evidenceLevel":"published-card","evidenceRefs":["https://openai.com/prism","https://openai.com/prism/"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://blog.google/products/gemini/google-gemini-deep-research","kind":"Research tool","category":"RWE Data & Analytics","summary":"Gemini Deep Research: first-party article verified via web retrieval describes iterative search, research plan and source-linked report generation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Gemini Deep Research: first-party article verified via web retrieval describes iterative search, research plan and source-linked report generation."],"limitation":"Gemini Deep Research: first-party article verified via web retrieval describes iterative search, research plan and source-linked report generation. Evidence compilation only; current subscription limits and scientific correctness not verified.","url":"https://blog.google/products/gemini/google-gemini-deep-research","primarySourceURLs":["https://blog.google/products/gemini/google-gemini-deep-research/"],"id":"RWE-3013","relevance":{"id":"RWE-3013","decision":"Core","rationale":"Gemini Deep Research: first-party article verified via web retrieval describes iterative search, research plan and source-linked report generation. The selected research workflow retrieves source material or biomedical evidence for research compilation; conclusions and clinical reasoning remain unapproved.","relevanceBasis":"Gemini Deep Research: first-party article verified via web retrieval describes iterative search, research plan and source-linked report generation. Limits: Gemini Deep Research: first-party article verified via web retrieval describes iterative search, research plan and source-linked report generation. Evidence compilation only; current subscription limits and scientific correctness not verified.","evidenceLevel":"published-card","evidenceRefs":["https://blog.google/products/gemini/google-gemini-deep-research/"],"reviewGroup":"research-evidence-retrieval"}},{"name":"https://emergentmind.com","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Emergent Mind primary https://www.emergentmind.com/skills documents two available API agent skills for scholarly paper search and open-problem exploration.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Emergent Mind primary https://www.emergentmind.com/skills documents two available API agent skills for scholarly paper search and open-problem exploration."],"limitation":"Emergent Mind primary https://www.emergentmind.com/skills documents two available API agent skills for scholarly paper search and open-problem exploration. Research retrieval scope only; publication tools do not establish correctness of community findings. No installation or API invocation.","url":"https://emergentmind.com","primarySourceURLs":["https://www.emergentmind.com/"],"id":"RWE-3015","relevance":{"id":"RWE-3015","decision":"Core","rationale":"Retain the documented evidence function: Emergent Mind primary https://www.emergentmind.com/skills documents two available API agent skills for scholarly paper search and open-problem exploration. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Emergent Mind primary https://www.emergentmind.com/skills documents two available API agent skills for scholarly paper search and open-problem exploration.","evidenceLevel":"published-card","evidenceRefs":["https://emergentmind.com","https://www.emergentmind.com/"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"SciSpace literature search","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reviewed components: https://scispace.com/: SciSpace first-party web retrieval resolves direct-fetch 403 and exposes research agent, paper search, literature review and PDF chat.; SciSpace literature search: AI-assisted scholarly paper search and literature-review preparation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["https://scispace.com/: SciSpace first-party web retrieval resolves direct-fetch 403 and exposes research agent, paper search, literature review and PDF chat.","SciSpace literature search: AI-assisted scholarly paper search and literature-review preparation."],"limitation":"https://scispace.com/: SciSpace first-party web retrieval resolves direct-fetch 403 and exposes research agent, paper search, literature review and PDF chat. Hosted research assistance only, no validation of coverage or review quality. SciSpace literature search: Initial direct fetch blocked; accessible first-party help documentation supports narrow search scope. Coverage, impartiality and synthesized conclusions not independently verified; no blanket approval of all hosted agents.","url":"https://scispace.com","primarySourceURLs":["https://scispace.com","https://typeset.io/","https://scispace.com/"],"id":"RWE-3016","relevance":{"id":"RWE-3016","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: https://scispace.com/: SciSpace first-party web retrieval resolves direct-fetch 403 and exposes research agent, paper search, literature review and PDF chat.; SciSpace literature search: AI-assisted scholarly paper search and literature-review preparation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: https://scispace.com/: SciSpace first-party web retrieval resolves direct-fetch 403 and exposes research agent, paper search, literature review and PDF chat.; SciSpace literature search: AI-assisted scholarly paper search and literature-review preparation.","evidenceLevel":"published-card","evidenceRefs":["https://scispace.com","https://typeset.io/","https://scispace.com/"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://apify.com/jeeves_is_my_copilot/fda-drug-recalls","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"FDA recall Actor: query lists and result limits produce normalized recall identifiers, classifications, firms, dates and source links.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["FDA recall Actor: query lists and result limits produce normalized recall identifiers, classifications, firms, dates and source links."],"limitation":"FDA recall Actor: query lists and result limits produce normalized recall identifiers, classifications, firms, dates and source links. Accessible through documented Apify Actor/MCP reviewed component. Documentation review only; no runtime or recall-completeness validation.","url":"https://apify.com/jeeves_is_my_copilot/fda-drug-recalls","primarySourceURLs":["https://apify.com/jeeves_is_my_copilot/fda-drug-recalls"],"id":"RWE-3017","relevance":{"id":"RWE-3017","decision":"Core","rationale":"Retain the documented evidence function: FDA recall Actor: query lists and result limits produce normalized recall identifiers, classifications, firms, dates and source links. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"FDA recall Actor: query lists and result limits produce normalized recall identifiers, classifications, firms, dates and source links.","evidenceLevel":"published-card","evidenceRefs":["https://apify.com/jeeves_is_my_copilot/fda-drug-recalls"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://apify.com/cloud9_ai/openfda-drug-scraper","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"OpenFDA Actor documents drugLabels, adverseEvents and recalls modes with query/result limits and structured datasets.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["OpenFDA Actor documents drugLabels, adverseEvents and recalls modes with query/result limits and structured datasets."],"limitation":"OpenFDA Actor documents drugLabels, adverseEvents and recalls modes with query/result limits and structured datasets. Approval confined to those retrieval modes; no NDC implementation endorsement or adverse-event causal inference. Runtime untested.","url":"https://apify.com/cloud9_ai/openfda-drug-scraper","primarySourceURLs":["https://apify.com/cloud9_ai/openfda-drug-scraper"],"id":"RWE-3018","relevance":{"id":"RWE-3018","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"OpenFDA Actor documents drugLabels, adverseEvents and recalls modes with query/result limits and structured datasets.","evidenceLevel":"published-card","evidenceRefs":["https://apify.com/cloud9_ai/openfda-drug-scraper"],"reviewGroup":"health-product-and-safety-data"}},{"name":"https://apify.com/martc03/us-safety-recalls-mcp","kind":"MCP server","category":"Regulatory & Product Data","summary":"US Safety Recalls MCP documents safety_search_fda_recalls with product type, search term, classification and limit, returning FDA recall details.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["US Safety Recalls MCP documents safety_search_fda_recalls with product type, search term, classification and limit, returning FDA recall details."],"limitation":"US Safety Recalls MCP documents safety_search_fda_recalls with product type, search term, classification and limit, returning FDA recall details. Approve FDA retrieval component only; automotive/finance tools outside scope and runtime untested.","url":"https://apify.com/martc03/us-safety-recalls-mcp","primarySourceURLs":["https://apify.com/martc03/us-safety-recalls-mcp"],"id":"RWE-3019","relevance":{"id":"RWE-3019","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"US Safety Recalls MCP documents safety_search_fda_recalls with product type, search term, classification and limit, returning FDA recall details.","evidenceLevel":"published-card","evidenceRefs":["https://apify.com/martc03/us-safety-recalls-mcp"],"reviewGroup":"health-product-and-safety-data"}},{"name":"labrat011 FDA drug labels Actor","kind":"MCP gateway component","category":"Regulatory & Product Data","summary":"Normalized Actor page documents search_labels and get_label input/output contracts for FDA label sections.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Normalized Actor page documents search_labels and get_label input/output contracts for FDA label sections."],"limitation":"Normalized Actor page documents search_labels and get_label input/output contracts for FDA label sections. Retained followup retained source resolves authenticated gateway. Label retrieval only, not interaction checking or verification that every label is approved; runtime untested. Other discovered, held or excluded components are outside this approval.","url":"https://apify.com/labrat011/fda-drug-labels-scraper","primarySourceURLs":["https://mcp.apify.com?tools=labrat011/fda-drug-labels-scraper"],"id":"RWE-3020","relevance":{"id":"RWE-3020","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Normalized Actor page documents search_labels and get_label input/output contracts for FDA label sections.","evidenceLevel":"published-card","evidenceRefs":["https://mcp.apify.com?tools=labrat011/fda-drug-labels-scraper"],"reviewGroup":"health-product-and-safety-data"}},{"name":"https://docs.elationhealth.com/docs/mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Elation official documentation specifies remote documentation MCP connection for IDE/Claude.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Elation official documentation specifies remote documentation MCP connection for IDE/Claude."],"limitation":"Elation official documentation specifies remote documentation MCP connection for IDE/Claude. Approve API-documentation navigation only; no independent clinical decision or patient-record integration approval. Runtime untested.","url":"https://docs.elationhealth.com/docs/mcp","primarySourceURLs":["https://docs.elationhealth.com/docs/mcp"],"id":"RWE-3021","relevance":{"id":"RWE-3021","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"Elation official documentation specifies remote documentation MCP connection for IDE/Claude.","evidenceLevel":"published-card","evidenceRefs":["https://docs.elationhealth.com/docs/mcp"],"reviewGroup":"bounded-research-method"}},{"name":"https://asta.allen.ai","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Official Ai2 Asta MCP resource resolves app shell: ScientificCorpusTool supports paper metadata, citation retrieval and keyword/date/venue search through documented endpoint.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Official Ai2 Asta MCP resource resolves app shell: ScientificCorpusTool supports paper metadata, citation retrieval and keyword/date/venue search through documented endpoint."],"limitation":"Official Ai2 Asta MCP resource resolves app shell: ScientificCorpusTool supports paper metadata, citation retrieval and keyword/date/venue search through documented endpoint. Narrow corpus-retrieval approval, subject to access limits; not exhaustive or validity-certified synthesis. Evidence retained source; runtime untested.","url":"https://asta.allen.ai","primarySourceURLs":["https://asta.allen.ai"],"id":"RWE-3022","relevance":{"id":"RWE-3022","decision":"Core","rationale":"Retain the documented evidence function: Official Ai2 Asta MCP resource resolves app shell: ScientificCorpusTool supports paper metadata, citation retrieval and keyword/date/venue search through documented endpoint. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Official Ai2 Asta MCP resource resolves app shell: ScientificCorpusTool supports paper metadata, citation retrieval and keyword/date/venue search through documented endpoint.","evidenceLevel":"published-card","evidenceRefs":["https://asta.allen.ai"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://logically.app","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Official Logically user guide resolves app shell: uploaded research documents/reference identifiers feed document retrieval or scholarly-source chat with citations, notes and reference management.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Official Logically user guide resolves app shell: uploaded research documents/reference identifiers feed document retrieval or scholarly-source chat with citations, notes and reference management."],"limitation":"Official Logically user guide resolves app shell: uploaded research documents/reference identifiers feed document retrieval or scholarly-source chat with citations, notes and reference management. Citation presentation is not factual verification; no comprehensive-review claim. Evidence retained source; runtime untested.","url":"https://logically.app","primarySourceURLs":["https://logically.app/"],"id":"RWE-3023","relevance":{"id":"RWE-3023","decision":"Core","rationale":"Retain the documented evidence function: Official Logically user guide resolves app shell: uploaded research documents/reference identifiers feed document retrieval or scholarly-source chat with citations, notes and reference management. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Official Logically user guide resolves app shell: uploaded research documents/reference identifiers feed document retrieval or scholarly-source chat with citations, notes and reference management.","evidenceLevel":"published-card","evidenceRefs":["https://logically.app","https://logically.app/"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://chatacademia.com","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"ChatAcademia documents research-file upload/reference-manager input, scholarly search and document question-answering workspace.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ChatAcademia documents research-file upload/reference-manager input, scholarly search and document question-answering workspace."],"limitation":"ChatAcademia documents research-file upload/reference-manager input, scholarly search and document question-answering workspace. Narrow paper discovery/document assistance approval; advertised analysis, hallucination checking, reliability and coverage claims unverified. Runtime untested.","url":"https://chatacademia.com","primarySourceURLs":["https://www.chatacademia.com/"],"id":"RWE-3024","relevance":{"id":"RWE-3024","decision":"Core","rationale":"Retain the documented evidence function: ChatAcademia documents research-file upload/reference-manager input, scholarly search and document question-answering workspace. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ChatAcademia documents research-file upload/reference-manager input, scholarly search and document question-answering workspace.","evidenceLevel":"published-card","evidenceRefs":["https://chatacademia.com","https://www.chatacademia.com/"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"willvelida/biotrackr","kind":"MCP server","category":"RWE Data & Analytics","summary":"Biotrackr MCP queries personal Fitbit/Withings health domains and supports structured reporting agents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"willvelida/biotrackr","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Biotrackr MCP queries personal Fitbit/Withings health domains and supports structured reporting agents."],"limitation":"Personal data platform; access configuration and clinical interpretation limits.","url":"https://github.com/willvelida/biotrackr","primarySourceURLs":["https://raw.githubusercontent.com/willvelida/biotrackr/main/README.md","https://github.com/willvelida/biotrackr"],"id":"RWE-3030","relevance":{"id":"RWE-3030","decision":"Core","rationale":"Biotrackr MCP queries personal Fitbit/Withings health domains and supports structured reporting agents. The selected interface retrieves actual wearable health measurements; retain data access only, excluding coaching and inferred validity.","relevanceBasis":"Biotrackr MCP queries personal Fitbit/Withings health domains and supports structured reporting agents. Limits: Personal data platform; access configuration and clinical interpretation limits.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/willvelida/biotrackr/main/README.md","https://github.com/willvelida/biotrackr"],"reviewGroup":"longitudinal-health-measurements"}},{"name":"penn-rail/marc-v1","kind":"Research tool","category":"RWE Data & Analytics","summary":"YAML-defined clinical research agent pipeline with per-agent local-text retrieval and inspectable context passing.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"penn-rail/marc-v1","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["YAML-defined clinical research agent pipeline with per-agent local-text retrieval and inspectable context passing."],"limitation":"YAML-defined clinical research agent pipeline with per-agent local-text retrieval and inspectable context passing. Generic shipped prompts require task configuration; not validated clinical reasoning.","url":"https://github.com/penn-rail/marc-v1","primarySourceURLs":["https://raw.githubusercontent.com/Penn-RAIL/MARC-v1/main/README.md","https://github.com/Penn-RAIL/MARC-v1"],"id":"RWE-3041","relevance":{"id":"RWE-3041","decision":"Core","rationale":"YAML-defined clinical research agent pipeline with per-agent local-text retrieval and inspectable context passing. The selected research workflow retrieves source material or biomedical evidence for research compilation; conclusions and clinical reasoning remain unapproved.","relevanceBasis":"YAML-defined clinical research agent pipeline with per-agent local-text retrieval and inspectable context passing. Limits: YAML-defined clinical research agent pipeline with per-agent local-text retrieval and inspectable context passing. Generic shipped prompts require task configuration; not validated clinical reasoning.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Penn-RAIL/MARC-v1/main/README.md","https://github.com/Penn-RAIL/MARC-v1"],"reviewGroup":"research-evidence-retrieval"}},{"name":"grupomed4u/breast_cancer_agents_paper","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Breast-cancer agent experiment framework includes explicit PubMed/PMC retrieval MCP and seven comparative pipelines.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"grupomed4u/breast_cancer_agents_paper","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Breast-cancer agent experiment framework includes explicit PubMed/PMC retrieval MCP and seven comparative pipelines."],"limitation":"Breast-cancer agent experiment framework includes explicit PubMed/PMC retrieval MCP and seven comparative pipelines. Private clinical cases unavailable; rubric scores and treatment advice are not validated by this review.","url":"https://github.com/grupomed4u/breast_cancer_agents_paper","primarySourceURLs":["https://raw.githubusercontent.com/GRUPOMED4U/breast_cancer_agents_paper/main/README.md","https://github.com/GRUPOMED4U/breast_cancer_agents_paper"],"id":"RWE-3048","relevance":{"id":"RWE-3048","decision":"Core","rationale":"Retain the documented evidence function: PubMed/PMC literature retrieval only; agent treatment pipeline comparisons excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed/PMC literature retrieval only; agent treatment pipeline comparisons excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/grupomed4u/breast_cancer_agents_paper","https://raw.githubusercontent.com/GRUPOMED4U/breast_cancer_agents_paper/main/README.md","https://github.com/GRUPOMED4U/breast_cancer_agents_paper"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mims-harvard/athena","kind":"Research tool","category":"RWE Data & Analytics","summary":"ATHENA research agent wraps ToolUniverse biomedical evidence retrieval with inspectable rounds and streaming.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mims-harvard/athena","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ATHENA research agent wraps ToolUniverse biomedical evidence retrieval with inspectable rounds and streaming."],"limitation":"ATHENA research agent wraps ToolUniverse biomedical evidence retrieval with inspectable rounds and streaming. Treatment/dosing conclusions and all212tool methods not validated; consolidate dependency identity without merging distinct agent.","url":"https://github.com/mims-harvard/athena","primarySourceURLs":["https://raw.githubusercontent.com/mims-harvard/ATHENA/main/README.md","https://github.com/mims-harvard/ATHENA"],"id":"RWE-3050","relevance":{"id":"RWE-3050","decision":"Core","rationale":"ATHENA research agent wraps ToolUniverse biomedical evidence retrieval with inspectable rounds and streaming. The selected research workflow retrieves source material or biomedical evidence for research compilation; conclusions and clinical reasoning remain unapproved.","relevanceBasis":"ATHENA research agent wraps ToolUniverse biomedical evidence retrieval with inspectable rounds and streaming. Limits: ATHENA research agent wraps ToolUniverse biomedical evidence retrieval with inspectable rounds and streaming. Treatment/dosing conclusions and all212tool methods not validated; consolidate dependency identity without merging distinct agent.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mims-harvard/ATHENA/main/README.md","https://github.com/mims-harvard/ATHENA"],"reviewGroup":"research-evidence-retrieval"}},{"name":"dutir-bionlp/rexdrug","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Biomedical literature drug-combination extraction research framework with multi-agent trace generation, SFT/RL and runnable inference.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dutir-bionlp/rexdrug","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical literature drug-combination extraction research framework with multi-agent trace generation, SFT/RL and runnable inference."],"limitation":"Biomedical literature drug-combination extraction research framework with multi-agent trace generation, SFT/RL and runnable inference. Extracted relation labels are not clinical interaction or regimen safety validation.","url":"https://github.com/dutir-bionlp/rexdrug","primarySourceURLs":["https://raw.githubusercontent.com/DUTIR-BioNLP/RexDrug/main/README.md","https://github.com/DUTIR-BioNLP/RexDrug"],"id":"RWE-3053","relevance":{"id":"RWE-3053","decision":"Core","rationale":"Retain the documented evidence function: Published drug-combination relation extraction only; model training/RL and regimen recommendations excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Published drug-combination relation extraction only; model training/RL and regimen recommendations excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dutir-bionlp/rexdrug","https://raw.githubusercontent.com/DUTIR-BioNLP/RexDrug/main/README.md","https://github.com/DUTIR-BioNLP/RexDrug"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"schuture/meissa","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Meissa research agent environment integrates medical tool calling, visual reasoning, PubMedQA collaboration and simulated encounters.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"schuture/meissa","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Meissa research agent environment integrates medical tool calling, visual reasoning, PubMedQA collaboration and simulated encounters."],"limitation":"Meissa research agent environment integrates medical tool calling, visual reasoning, PubMedQA collaboration and simulated encounters. One research framework; source dataset permissions and model-specific accuracy remain unverified.","url":"https://github.com/schuture/meissa","primarySourceURLs":["https://raw.githubusercontent.com/Schuture/Meissa/main/README.md","https://github.com/Schuture/Meissa"],"id":"RWE-3054","relevance":{"id":"RWE-3054","decision":"Core","rationale":"Retain the documented evidence function: Meissa research agent environment integrates medical tool calling, visual reasoning, PubMedQA collaboration and simulated encounters. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Meissa research agent environment integrates medical tool calling, visual reasoning, PubMedQA collaboration and simulated encounters.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/schuture/meissa","https://raw.githubusercontent.com/Schuture/Meissa/main/README.md","https://github.com/Schuture/Meissa"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"arturseo-geo/grounded-research-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Single research-guidance skill structures source extraction, citation tracing, uncertainty and retractions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arturseo-geo/grounded-research-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Single research-guidance skill structures source extraction, citation tracing, uncertainty and retractions."],"limitation":"Single research-guidance skill structures source extraction, citation tracing, uncertainty and retractions. Prompt protocol only; does not substantiate dramatic trustworthiness or factual correctness guarantee.","url":"https://github.com/arturseo-geo/grounded-research-skill","primarySourceURLs":["https://raw.githubusercontent.com/arturseo-geo/grounded-research-skill/main/README.md","https://github.com/arturseo-geo/grounded-research-skill"],"id":"RWE-3061","relevance":{"id":"RWE-3061","decision":"Core","rationale":"Retain the documented evidence function: Single research-guidance skill structures source extraction, citation tracing, uncertainty and retractions. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Single research-guidance skill structures source extraction, citation tracing, uncertainty and retractions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/arturseo-geo/grounded-research-skill","https://raw.githubusercontent.com/arturseo-geo/grounded-research-skill/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"appautomaton/latex-arxiv-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Review-paper skill orchestrates arXiv literature discovery, citation checks and tracked manuscript generation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"appautomaton/latex-arxiv-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Review-paper skill orchestrates arXiv literature discovery, citation checks and tracked manuscript generation."],"limitation":"Review-paper skill orchestrates arXiv literature discovery, citation checks and tracked manuscript generation. Narrative review workflow only; compilation and URL checks do not certify systematic coverage or claim support.","url":"https://github.com/appautomaton/latex-arxiv-skill","primarySourceURLs":["https://raw.githubusercontent.com/appautomaton/latex-arxiv-SKILL/main/README.md","https://github.com/appautomaton/latex-arxiv-SKILL"],"id":"RWE-3062","relevance":{"id":"RWE-3062","decision":"Core","rationale":"Retain only the documented evidence function: arXiv scholarly discovery and citation-source checks only; LaTeX/manuscript generation excluded. Coverage and validation limitations remain in force.","relevanceBasis":"arXiv scholarly discovery and citation-source checks only; LaTeX/manuscript generation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/appautomaton/latex-arxiv-skill","https://raw.githubusercontent.com/appautomaton/latex-arxiv-SKILL/main/README.md","https://github.com/appautomaton/latex-arxiv-SKILL"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"moonlarry/codex-paper-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Academic skill collection documents citation-audit and experiment-claim consistency workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"moonlarry/codex-paper-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic skill collection documents citation-audit and experiment-claim consistency workflows."],"limitation":"Academic skill collection documents citation-audit and experiment-claim consistency workflows. One collection scoped to those components; writing, proof, rebuttal and AI-detection evasion components not approved by association.","url":"https://github.com/moonlarry/codex-paper-skills","primarySourceURLs":["https://raw.githubusercontent.com/moonlarry/codex-paper-skills/main/README.md","https://github.com/moonlarry/codex-paper-skills"],"id":"RWE-3063","relevance":{"id":"RWE-3063","decision":"Core","rationale":"Retain the documented evidence function: Academic skill collection documents citation-audit and experiment-claim consistency workflows. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic skill collection documents citation-audit and experiment-claim consistency workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/moonlarry/codex-paper-skills","https://raw.githubusercontent.com/moonlarry/codex-paper-skills/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jesseovo/papercash","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PaperCash academic search and DOI citation CLI with explicit source adapters.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jesseovo/papercash","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PaperCash academic search and DOI citation CLI with explicit source adapters."],"limitation":"PaperCash academic search and DOI citation CLI with explicit source adapters. Scope to retrieval/citation formatting; citation-count/source-authority weighting is not evidence quality, and humanizing/plagiarism claims unvalidated.","url":"https://github.com/jesseovo/papercash","primarySourceURLs":["https://raw.githubusercontent.com/Jesseovo/PaperCash/main/README.md","https://github.com/Jesseovo/PaperCash"],"id":"RWE-3064","relevance":{"id":"RWE-3064","decision":"Core","rationale":"Retain the documented evidence function: PaperCash academic search and DOI citation CLI with explicit source adapters. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PaperCash academic search and DOI citation CLI with explicit source adapters.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jesseovo/papercash","https://raw.githubusercontent.com/Jesseovo/PaperCash/main/README.md","https://github.com/Jesseovo/PaperCash"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tyrealq/q-skills","kind":"Research tool","category":"RWE Data & Analytics","summary":"q-skills collection documents q-eda data-type confirmation/descriptive analysis and literature/methods reporting orchestration.","tags":["Health economics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tyrealq/q-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["q-skills collection documents q-eda data-type confirmation/descriptive analysis and literature/methods reporting orchestration."],"limitation":"q-skills collection documents q-eda data-type confirmation/descriptive analysis and literature/methods reporting orchestration. One bounded research-workflow collection; no blanket statistical-method, theory-classification or unrelated utility approval.","url":"https://github.com/tyrealq/q-skills","primarySourceURLs":["https://raw.githubusercontent.com/TyrealQ/q-skills/main/README.md","https://github.com/TyrealQ/q-skills"],"id":"RWE-3065","relevance":{"id":"RWE-3065","decision":"Core","rationale":"q-skills collection documents q-eda data-type confirmation/descriptive analysis and literature/methods reporting orchestration. The documented descriptive analysis or empirical replication and literature-extraction workflow supplies an identifiable necessary research method.","relevanceBasis":"q-skills collection documents q-eda data-type confirmation/descriptive analysis and literature/methods reporting orchestration. Limits: q-skills collection documents q-eda data-type confirmation/descriptive analysis and literature/methods reporting orchestration. One bounded research-workflow collection; no blanket statistical-method, theory-classification or unrelated utility approval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/TyrealQ/q-skills/main/README.md","https://github.com/TyrealQ/q-skills"],"reviewGroup":"empirical-analysis-evidence-workflow"}},{"name":"alphalab-ustc/researchclaw","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"ResearchClaw skill documents arXiv paper scouting and research-profile ranked reading workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alphalab-ustc/researchclaw","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ResearchClaw skill documents arXiv paper scouting and research-profile ranked reading workflows."],"limitation":"ResearchClaw skill documents arXiv paper scouting and research-profile ranked reading workflows. Literature discovery/organization only; ranking and generated paper/review content not independently verified.","url":"https://github.com/alphalab-ustc/researchclaw","primarySourceURLs":["https://raw.githubusercontent.com/AlphaLab-USTC/ResearchClaw/main/README.md","https://github.com/AlphaLab-USTC/ResearchClaw"],"id":"RWE-3066","relevance":{"id":"RWE-3066","decision":"Core","rationale":"Retain the documented evidence function: ResearchClaw skill documents arXiv paper scouting and research-profile ranked reading workflows. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ResearchClaw skill documents arXiv paper scouting and research-profile ranked reading workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alphalab-ustc/researchclaw","https://raw.githubusercontent.com/AlphaLab-USTC/ResearchClaw/main/README.md","https://github.com/AlphaLab-USTC/ResearchClaw"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jxtse/scientific-research-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Research skill collection explicitly documents literature search, full-text harvesting, reading and Zotero management.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jxtse/scientific-research-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research skill collection explicitly documents literature search, full-text harvesting, reading and Zotero management."],"limitation":"Research skill collection explicitly documents literature search, full-text harvesting, reading and Zotero management. One collection scoped to those functions; access depends on providers and keys, not universal full-text availability.","url":"https://github.com/jxtse/scientific-research-skills","primarySourceURLs":["https://raw.githubusercontent.com/jxtse/scientific-research-skills/main/README.md","https://github.com/jxtse/scientific-research-skills"],"id":"RWE-3067","relevance":{"id":"RWE-3067","decision":"Core","rationale":"Retain the documented evidence function: Research skill collection explicitly documents literature search, full-text harvesting, reading and Zotero management. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research skill collection explicitly documents literature search, full-text harvesting, reading and Zotero management.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jxtse/scientific-research-skills","https://raw.githubusercontent.com/jxtse/scientific-research-skills/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ngtiendong/academic-research-agent-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Academic research skill documents source ingestion, evidence matrices, experiment planning and claim verification.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ngtiendong/academic-research-agent-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic research skill documents source ingestion, evidence matrices, experiment planning and claim verification."],"limitation":"Academic research skill documents source ingestion, evidence matrices, experiment planning and claim verification. Guidance workflow only; researcher review remains necessary, no automatic novelty or validity guarantee.","url":"https://github.com/ngtiendong/academic-research-agent-skill","primarySourceURLs":["https://raw.githubusercontent.com/ngtiendong/Academic-Research-Agent-Skill/main/README.md","https://github.com/ngtiendong/Academic-Research-Agent-Skill"],"id":"RWE-3070","relevance":{"id":"RWE-3070","decision":"Core","rationale":"Retain the documented evidence function: Academic research skill documents source ingestion, evidence matrices, experiment planning and claim verification. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic research skill documents source ingestion, evidence matrices, experiment planning and claim verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ngtiendong/academic-research-agent-skill","https://raw.githubusercontent.com/ngtiendong/Academic-Research-Agent-Skill/main/README.md","https://github.com/ngtiendong/Academic-Research-Agent-Skill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"icycreamdas/shidi-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Shidi research skill documents literature search, source-mapped reading, lab records and file reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"icycreamdas/shidi-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Shidi research skill documents literature search, source-mapped reading, lab records and file reports."],"limitation":"Shidi research skill documents literature search, source-mapped reading, lab records and file reports. Scope to literature/provenance workflow; journal-priority scoring and cross-LLM agreement do not establish evidence quality.","url":"https://github.com/icycreamdas/shidi-skill","primarySourceURLs":["https://raw.githubusercontent.com/IcyCreamDAS/shidi-skill/main/README.md","https://github.com/IcyCreamDAS/shidi-skill"],"id":"RWE-3072","relevance":{"id":"RWE-3072","decision":"Core","rationale":"Retain the documented evidence function: Shidi research skill documents literature search, source-mapped reading, lab records and file reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Shidi research skill documents literature search, source-mapped reading, lab records and file reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/icycreamdas/shidi-skill","https://raw.githubusercontent.com/IcyCreamDAS/shidi-skill/main/README.md","https://github.com/IcyCreamDAS/shidi-skill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"saptarsibhowmick/claude-workflow-for-econ-phd","kind":"Research tool","category":"RWE Data & Analytics","summary":"Empirical-economics research scaffold includes Zotero literature extraction and research/method referee agents with R/Stata replication workflow.","tags":["Health economics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"saptarsibhowmick/claude-workflow-for-econ-phd","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Empirical-economics research scaffold includes Zotero literature extraction and research/method referee agents with R/Stata replication workflow."],"limitation":"Empirical-economics research scaffold includes Zotero literature extraction and research/method referee agents with R/Stata replication workflow. Adjacent methods/research coordination; inherited guides are credited and analysis validity not certified.","url":"https://github.com/saptarsibhowmick/claude-workflow-for-econ-phd","primarySourceURLs":["https://raw.githubusercontent.com/saptarsibhowmick/claude-workflow-for-econ-phd/main/README.md","https://github.com/saptarsibhowmick/claude-workflow-for-econ-phd"],"id":"RWE-3073","relevance":{"id":"RWE-3073","decision":"Core","rationale":"Empirical-economics research scaffold includes Zotero literature extraction and research/method referee agents with R/Stata replication workflow. The documented descriptive analysis or empirical replication and literature-extraction workflow supplies an identifiable necessary research method.","relevanceBasis":"Empirical-economics research scaffold includes Zotero literature extraction and research/method referee agents with R/Stata replication workflow. Limits: Empirical-economics research scaffold includes Zotero literature extraction and research/method referee agents with R/Stata replication workflow. Adjacent methods/research coordination; inherited guides are credited and analysis validity not certified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/saptarsibhowmick/claude-workflow-for-econ-phd/main/README.md","https://github.com/saptarsibhowmick/claude-workflow-for-econ-phd"],"reviewGroup":"empirical-analysis-evidence-workflow"}},{"name":"eka-care/eka_mcp_server","kind":"MCP server","category":"Trials & Study Design","summary":"Eka MCP documents Indian branded-drug and treatment-protocol retrieval tools.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eka-care/eka_mcp_server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Eka MCP documents Indian branded-drug and treatment-protocol retrieval tools."],"limitation":"Eka MCP documents Indian branded-drug and treatment-protocol retrieval tools. Curated reference access only; corpus counts and internal validation are publisher claims, not external clinical assurance.","url":"https://github.com/eka-care/eka_mcp_server","primarySourceURLs":["https://raw.githubusercontent.com/eka-care/eka_mcp_server/main/README.md","https://github.com/eka-care/eka_mcp_server"],"id":"RWE-3076","relevance":{"id":"RWE-3076","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Eka MCP documents Indian branded-drug and treatment-protocol retrieval tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/eka-care/eka_mcp_server/main/README.md","https://github.com/eka-care/eka_mcp_server"],"reviewGroup":"clinical-trial-workflow"}},{"name":"johnyquest7/medical_calculator_mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Primary FastMCP server implements glucose-unit conversions and BMI arithmetic.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"johnyquest7/medical_calculator_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Primary FastMCP server implements glucose-unit conversions and BMI arithmetic."],"limitation":"Primary FastMCP server implements glucose-unit conversions and BMI arithmetic. Approve only these bounded descriptive calculators; exclude insulin dosing, historical race-adjusted MDRD and clinical conversion-estimate validity; input validation is limited.","url":"https://github.com/johnyquest7/medical_calculator_mcp","primarySourceURLs":["https://raw.githubusercontent.com/johnyquest7/Medical_calculator_MCP/main/README.md","https://raw.githubusercontent.com/johnyquest7/Medical_calculator_MCP/main/server.py","https://github.com/johnyquest7/Medical_calculator_MCP"],"id":"RWE-3080","relevance":{"id":"RWE-3080","decision":"Core","rationale":"Primary FastMCP server implements glucose-unit conversions and BMI arithmetic. Selected glucose-unit conversion and BMI arithmetic support explicit clinical measurement harmonization; dosing and unvalidated clinical estimators remain excluded.","relevanceBasis":"Primary FastMCP server implements glucose-unit conversions and BMI arithmetic. Limits: Primary FastMCP server implements glucose-unit conversions and BMI arithmetic. Approve only these bounded descriptive calculators; exclude insulin dosing, historical race-adjusted MDRD and clinical conversion-estimate validity; input validation is limited.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/johnyquest7/Medical_calculator_MCP/main/README.md","https://raw.githubusercontent.com/johnyquest7/Medical_calculator_MCP/main/server.py","https://github.com/johnyquest7/Medical_calculator_MCP"],"reviewGroup":"clinical-measurement-harmonization"}},{"name":"yungho/family-doctor","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Family Doctor collection has directly reviewed PubMed E-utilities search/fetch skill.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yungho/family-doctor","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Family Doctor collection has directly reviewed PubMed E-utilities search/fetch skill."],"limitation":"Family Doctor collection has directly reviewed PubMed E-utilities search/fetch skill. Scope only to this literature-retrieval component; example date query is malformed and results are truncated, so search syntax and completeness need care. Clinical risk/correlation/management modules excluded.","url":"https://github.com/yungho/family-doctor","primarySourceURLs":["https://raw.githubusercontent.com/Yungho/family-doctor/main/README.md","https://raw.githubusercontent.com/Yungho/family-doctor/main/pubmed-search/SKILL.md","https://github.com/Yungho/family-doctor"],"id":"RWE-3081","relevance":{"id":"RWE-3081","decision":"Core","rationale":"Retain the documented evidence function: Family Doctor collection has directly reviewed PubMed E-utilities search/fetch skill. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Family Doctor collection has directly reviewed PubMed E-utilities search/fetch skill.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yungho/family-doctor","https://raw.githubusercontent.com/Yungho/family-doctor/main/README.md","https://raw.githubusercontent.com/Yungho/family-doctor/main/pubmed-search/SKILL.md","https://github.com/Yungho/family-doctor"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"thinkoffapp/clawwatch","kind":"Research tool","category":"RWE Data & Analytics","summary":"Wear OS agent reads live heart rate and device sensor snapshots through natural language.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thinkoffapp/clawwatch","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Wear OS agent reads live heart rate and device sensor snapshots through natural language."],"limitation":"Wear OS agent reads live heart rate and device sensor snapshots through natural language. Restrict to wearable observation access; network model integration and consumer functions are also present, with no clinical validation established.","url":"https://github.com/thinkoffapp/clawwatch","primarySourceURLs":["https://raw.githubusercontent.com/ThinkOffApp/ClawWatch/main/README.md","https://github.com/ThinkOffApp/ClawWatch"],"id":"RWE-3084","relevance":{"id":"RWE-3084","decision":"Core","rationale":"Wear OS agent reads live heart rate and device sensor snapshots through natural language. The selected interface retrieves actual wearable health measurements; retain data access only, excluding coaching and inferred validity.","relevanceBasis":"Wear OS agent reads live heart rate and device sensor snapshots through natural language. Limits: Wear OS agent reads live heart rate and device sensor snapshots through natural language. Restrict to wearable observation access; network model integration and consumer functions are also present, with no clinical validation established.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ThinkOffApp/ClawWatch/main/README.md","https://github.com/ThinkOffApp/ClawWatch"],"reviewGroup":"longitudinal-health-measurements"}},{"name":"bytedance/pasa","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Academic paper search agent with crawler, citation expansion and relevance selector; AI-focused training and evaluation, not a guarantee of exhaustive biomedical search.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bytedance/pasa","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic paper search agent with crawler, citation expansion and relevance selector; AI-focused training and evaluation, not a guarantee of exhaustive biomedical search."],"limitation":"Academic paper search agent with crawler, citation expansion and relevance selector; AI-focused training and evaluation, not a guarantee of exhaustive biomedical search.","url":"https://github.com/bytedance/pasa","primarySourceURLs":["https://raw.githubusercontent.com/bytedance/pasa/main/README.md","https://github.com/bytedance/pasa"],"id":"RWE-3089","relevance":{"id":"RWE-3089","decision":"Core","rationale":"Retain the documented evidence function: Academic paper search agent with crawler, citation expansion and relevance selector; AI-focused training and evaluation, not a guarantee of exhaustive biomedical search. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic paper search agent with crawler, citation expansion and relevance selector; AI-focused training and evaluation, not a guarantee of exhaustive biomedical search.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bytedance/pasa","https://raw.githubusercontent.com/bytedance/pasa/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bricee98/valsci","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Scientific-claim literature retrieval and structured reporting through Semantic Scholar.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bricee98/valsci","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scientific-claim literature retrieval and structured reporting through Semantic Scholar."],"limitation":"Scientific-claim literature retrieval and structured reporting through Semantic Scholar. Include source discovery/reporting only; H-index, citations and estimated journal impact do not establish study credibility or validate claim-verdict scores.","url":"https://github.com/bricee98/valsci","primarySourceURLs":["https://raw.githubusercontent.com/bricee98/Valsci/main/README.md","https://github.com/bricee98/Valsci"],"id":"RWE-3091","relevance":{"id":"RWE-3091","decision":"Core","rationale":"Retain the documented evidence function: Scientific-claim literature retrieval and structured reporting through Semantic Scholar. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scientific-claim literature retrieval and structured reporting through Semantic Scholar.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bricee98/valsci","https://raw.githubusercontent.com/bricee98/Valsci/main/README.md","https://github.com/bricee98/Valsci"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zjunlp/sciatlas","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Hosted scientific knowledge-graph client and portable agent skill support paper search, reference trails and JSON/report artifacts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zjunlp/sciatlas","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Hosted scientific knowledge-graph client and portable agent skill support paper search, reference trails and JSON/report artifacts."],"limitation":"Hosted scientific knowledge-graph client and portable agent skill support paper search, reference trails and JSON/report artifacts. Restrict to literature retrieval and reporting; automated idea evaluation is not methodological validation.","url":"https://github.com/zjunlp/sciatlas","primarySourceURLs":["https://raw.githubusercontent.com/zjunlp/SciAtlas/main/README.md","https://github.com/zjunlp/SciAtlas"],"id":"RWE-3092","relevance":{"id":"RWE-3092","decision":"Core","rationale":"Retain the documented evidence function: Hosted scientific knowledge-graph client and portable agent skill support paper search, reference trails and JSON/report artifacts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Hosted scientific knowledge-graph client and portable agent skill support paper search, reference trails and JSON/report artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zjunlp/sciatlas","https://raw.githubusercontent.com/zjunlp/SciAtlas/main/README.md","https://github.com/zjunlp/SciAtlas"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"epistorm/epydemix","kind":"Research tool","category":"RWE Data & Analytics","summary":"Epidemic simulation package documents an agent CLI covering discovery, configuration validation, execution and result inspection, with contract on agent-framework branch.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"epistorm/epydemix","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Epidemic simulation package documents an agent CLI covering discovery, configuration validation, execution and result inspection, with contract on agent-framework branch."],"limitation":"Epidemic simulation package documents an agent CLI covering discovery, configuration validation, execution and result inspection, with contract on agent-framework branch. Research simulation interface; release/branch availability must remain explicit.","url":"https://github.com/epistorm/epydemix","primarySourceURLs":["https://raw.githubusercontent.com/epistorm/epydemix/main/README.md","https://github.com/epistorm/epydemix"],"id":"RWE-3109","relevance":{"id":"RWE-3109","decision":"Core","rationale":"Epidemic simulation package documents an agent CLI covering discovery, configuration validation, execution and result inspection, with contract on agent-framework branch. The agent CLI explicitly configures and inspects epidemic simulations, an identifiable population-health method.","relevanceBasis":"Epidemic simulation package documents an agent CLI covering discovery, configuration validation, execution and result inspection, with contract on agent-framework branch. Limits: Epidemic simulation package documents an agent CLI covering discovery, configuration validation, execution and result inspection, with contract on agent-framework branch. Research simulation interface; release/branch availability must remain explicit.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/epistorm/epydemix/main/README.md","https://github.com/epistorm/epydemix"],"reviewGroup":"epidemiological-simulation"}},{"name":"anantgp/crossroad-fhir-link","kind":"Research tool","category":"OMOP & terminology","summary":"Synthetic cross-border diabetes terminology/FHIR IPS prototype with checked-in federated study and CLI artifacts.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anantgp/crossroad-fhir-link","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Synthetic cross-border diabetes terminology/FHIR IPS prototype with checked-in federated study and CLI artifacts."],"limitation":"Synthetic cross-border diabetes terminology/FHIR IPS prototype with checked-in federated study and CLI artifacts. Standards research only; twenty synthetic reports do not establish real-note accuracy, full IPS conformance or privacy.","url":"https://github.com/anantgp/crossroad-fhir-link","primarySourceURLs":["https://raw.githubusercontent.com/AnantGp/crossroad-fhir-link/main/README.md","https://github.com/AnantGp/crossroad-fhir-link"],"id":"RWE-3112","relevance":{"id":"RWE-3112","decision":"Core","rationale":"The selected prototype explicitly studies clinical terminology/FHIR cross-border mapping; retain only interoperability research, with synthetic-data and accuracy limits.","relevanceBasis":"Synthetic cross-border diabetes terminology/FHIR IPS prototype with checked-in federated study and CLI artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AnantGp/crossroad-fhir-link/main/README.md","https://github.com/AnantGp/crossroad-fhir-link"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"chncwang/clintrialfinder","kind":"Research tool","category":"Trials & Study Design","summary":"ClinicalTrials.gov retrieval and source-linked trial exploration from patient descriptions.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chncwang/clintrialfinder","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["ClinicalTrials.gov retrieval and source-linked trial exploration from patient descriptions."],"limitation":"ClinicalTrials.gov retrieval and source-linked trial exploration from patient descriptions. Include discovery and evidence lookup only; unvalidated 0–100 suitability ranking must not be presented as clinical eligibility or treatment recommendation.","url":"https://github.com/chncwang/clintrialfinder","primarySourceURLs":["https://raw.githubusercontent.com/chncwang/ClinTrialFinder/main/README.md","https://github.com/chncwang/ClinTrialFinder"],"id":"RWE-3115","relevance":{"id":"RWE-3115","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"ClinicalTrials.gov retrieval and source-linked trial exploration from patient descriptions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/chncwang/ClinTrialFinder/main/README.md","https://github.com/chncwang/ClinTrialFinder"],"reviewGroup":"clinical-trial-workflow"}},{"name":"ronit22203/clinical-trials-matching-platform","kind":"Research tool","category":"Trials & Study Design","summary":"Local clinical-trial GraphRAG quickstart includes document ingestion, retrieval and LLM synthesis; README distinguishes deterministic local pipeline from separate production agents.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ronit22203/clinical-trials-matching-platform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Local clinical-trial GraphRAG quickstart includes document ingestion, retrieval and LLM synthesis; README distinguishes deterministic local pipeline from separate production agents."],"limitation":"Local clinical-trial GraphRAG quickstart includes document ingestion, retrieval and LLM synthesis; README distinguishes deterministic local pipeline from separate production agents. Research retrieval prototype, not confirmed patient-trial eligibility.","url":"https://github.com/ronit22203/clinical-trials-matching-platform","primarySourceURLs":["https://raw.githubusercontent.com/ronit22203/clinical-trials-matching-platform/main/README.md","https://github.com/ronit22203/clinical-trials-matching-platform"],"id":"RWE-3117","relevance":{"id":"RWE-3117","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Local clinical-trial GraphRAG quickstart includes document ingestion, retrieval and LLM synthesis; README distinguishes deterministic local pipeline from separate production agents.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ronit22203/clinical-trials-matching-platform/main/README.md","https://github.com/ronit22203/clinical-trials-matching-platform"],"reviewGroup":"clinical-trial-workflow"}},{"name":"healthie/healthie-dev-assist","kind":"MCP server","category":"RWE Data & Analytics","summary":"Healthie MCP exposes schema exploration and authenticated GraphQL access through a single code tool.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"healthie/healthie-dev-assist","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Healthie MCP exposes schema exploration and authenticated GraphQL access through a single code tool."],"limitation":"Healthie MCP exposes schema exploration and authenticated GraphQL access through a single code tool. Include healthcare API discovery/data access; mutation support means it is not read-only, and sandbox claims were not independently tested.","url":"https://github.com/healthie/healthie-dev-assist","primarySourceURLs":["https://raw.githubusercontent.com/healthie/healthie-dev-assist/main/README.md","https://github.com/healthie/healthie-dev-assist"],"id":"RWE-3119","relevance":{"id":"RWE-3119","decision":"Core","rationale":"Healthie MCP exposes schema exploration and authenticated GraphQL access through a single code tool. The selected function accesses clinical records, health observations, patient-reported outcomes or an explicit clinical data-model query workflow; access does not establish analytic validity.","relevanceBasis":"Healthie MCP exposes schema exploration and authenticated GraphQL access through a single code tool. Limits: Healthie MCP exposes schema exploration and authenticated GraphQL access through a single code tool. Include healthcare API discovery/data access; mutation support means it is not read-only, and sandbox claims were not independently tested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/healthie/healthie-dev-assist/main/README.md","https://github.com/healthie/healthie-dev-assist"],"reviewGroup":"clinical-data-access-harmonization"}},{"name":"wizardlancet/openoe-lite","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Cross-language medical literature retrieval from OpenAlex with query expansion, relevance filtering and citation-linked answers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wizardlancet/openoe-lite","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Cross-language medical literature retrieval from OpenAlex with query expansion, relevance filtering and citation-linked answers."],"limitation":"Cross-language medical literature retrieval from OpenAlex with query expansion, relevance filtering and citation-linked answers. HyDE text is search scaffolding, not evidence; source relevance does not establish clinical certainty.","url":"https://github.com/wizardlancet/openoe-lite","primarySourceURLs":["https://raw.githubusercontent.com/wizardlancet/OpenOE-Lite/main/README.md","https://github.com/wizardlancet/OpenOE-Lite"],"id":"RWE-3127","relevance":{"id":"RWE-3127","decision":"Core","rationale":"Retain the documented evidence function: Cross-language medical literature retrieval from OpenAlex with query expansion, relevance filtering and citation-linked answers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Cross-language medical literature retrieval from OpenAlex with query expansion, relevance filtering and citation-linked answers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wizardlancet/openoe-lite","https://raw.githubusercontent.com/wizardlancet/OpenOE-Lite/main/README.md","https://github.com/wizardlancet/OpenOE-Lite"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kaixindelele/chatpaper","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"ChatPaper provides paper search, summarization, translation and survey drafting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kaixindelele/chatpaper","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ChatPaper provides paper search, summarization, translation and survey drafting."],"limitation":"ChatPaper provides paper search, summarization, translation and survey drafting. Literature assistance only; generated reviews and citations need source checking and do not substitute for systematic-review methods.","url":"https://github.com/kaixindelele/chatpaper","primarySourceURLs":["https://raw.githubusercontent.com/kaixindelele/ChatPaper/main/README.md","https://github.com/kaixindelele/ChatPaper"],"id":"RWE-3133","relevance":{"id":"RWE-3133","decision":"Core","rationale":"Retain only the documented evidence function: Scholarly paper search only; generic summarization, translation and drafting excluded. Coverage and validation limitations remain in force.","relevanceBasis":"Scholarly paper search only; generic summarization, translation and drafting excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kaixindelele/chatpaper","https://raw.githubusercontent.com/kaixindelele/ChatPaper/main/README.md","https://github.com/kaixindelele/ChatPaper"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yogevbokobza/health-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Early Israeli health-account MCP reads Maccabi medication, laboratory, vaccination and commitment-status records into local storage.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yogevbokobza/health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Early Israeli health-account MCP reads Maccabi medication, laboratory, vaccination and commitment-status records into local storage."],"limitation":"Early Israeli health-account MCP reads Maccabi medication, laboratory, vaccination and commitment-status records into local storage. Restrict to documented Maccabi support; AI-client handling is outside local-storage guarantees.","url":"https://github.com/yogevbokobza/health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/YogevBokobza/health-mcp/master/README.md","https://github.com/YogevBokobza/health-mcp"],"id":"RWE-3134","relevance":{"id":"RWE-3134","decision":"Core","rationale":"Early Israeli health-account MCP reads Maccabi medication, laboratory, vaccination and commitment-status records into local storage. The selected function accesses clinical records, health observations, patient-reported outcomes or an explicit clinical data-model query workflow; access does not establish analytic validity.","relevanceBasis":"Early Israeli health-account MCP reads Maccabi medication, laboratory, vaccination and commitment-status records into local storage. Limits: Early Israeli health-account MCP reads Maccabi medication, laboratory, vaccination and commitment-status records into local storage. Restrict to documented Maccabi support; AI-client handling is outside local-storage guarantees.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/YogevBokobza/health-mcp/master/README.md","https://github.com/YogevBokobza/health-mcp"],"reviewGroup":"clinical-data-access-harmonization"}},{"name":"olie-kiss/agentic-endpoints","kind":"MCP component","category":"RWE Data & Analytics","summary":"Fetch a supplied PDF URL within a4MB input limit and return extracted text grouped into numbered page objects with URL and extraction timestamp.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"olie-kiss/agentic-endpoints","website":"GitHub","packages":"src/handlers/mcp.ts pdf_parse; src/handlers/pdf-parser.ts; selected src/lib/pdf.ts extraction branches","workflowFit":["RWE Data & Analytics"],"capabilities":["Fetch a supplied PDF URL within a4MB input limit and return extracted text grouped into numbered page objects with URL and extraction timestamp."],"limitation":"No OCR, encrypted-PDF support, table reconstruction or verified reading order. Source iterates page objects in object order rather than traversing the document page tree; fallback combines streams as one page. Unsupported stream filters can omit content. Handler drops extractor truncated flag, so a successful HTTP response can contain incomplete text. MCP max_pages input is not honored by the handler, which uses a different pages filter. Parsing limits, font mapping, payment behavior and URL guards were not runtime-tested; document fidelity and security are not established. Other vault, meeting, payment, scraping and compression tools are outside this approval.","url":"https://github.com/olie-kiss/agentic-endpoints","primarySourceURLs":["https://ai.oliverkiss.com","https://raw.githubusercontent.com/olie-kiss/agentic-endpoints/main/README.md","https://raw.githubusercontent.com/olie-kiss/agentic-endpoints/main/src/handlers/mcp.ts","https://raw.githubusercontent.com/olie-kiss/agentic-endpoints/main/src/handlers/pdf-parser.ts","https://raw.githubusercontent.com/olie-kiss/agentic-endpoints/main/src/lib/pdf.ts"],"id":"RWE-6795","relevance":{"id":"RWE-6795","decision":"Core","rationale":"Fetch a supplied PDF URL within a4MB input limit and return extracted text grouped into numbered page objects with URL and extraction timestamp. The selected document extraction, scholarly dataset/literature discovery or source-linked evidence compilation supplies a necessary research evidence-access workflow, with completeness limits retained.","relevanceBasis":"Fetch a supplied PDF URL within a4MB input limit and return extracted text grouped into numbered page objects with URL and extraction timestamp. Limits: No OCR, encrypted-PDF support, table reconstruction or verified reading order. Source iterates page objects in object order rather than traversing the document page tree; fallback combines streams as one page. Unsupported stream filters can omit content. Handler drops extractor truncated flag, so a successful HTTP response can contain incomplete text. MCP max_pages input is not honored by the handler, which uses a different pages filter. Parsing limits, font mapping, payment behavior and URL guards were not runtime-tested; document fidelity and security are not established. Other vault, meeting, payment, scraping and compression tools are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://ai.oliverkiss.com","https://raw.githubusercontent.com/olie-kiss/agentic-endpoints/main/README.md","https://raw.githubusercontent.com/olie-kiss/agentic-endpoints/main/src/handlers/mcp.ts","https://raw.githubusercontent.com/olie-kiss/agentic-endpoints/main/src/handlers/pdf-parser.ts","https://raw.githubusercontent.com/olie-kiss/agentic-endpoints/main/src/lib/pdf.ts"],"reviewGroup":"evidence-document-data-retrieval"}},{"name":"Polyform research data components","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"FDA recall/label and ClinicalTrials.gov retrieval; RxNorm/FAERS reference fields and side-by-side label text.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Hosted MCP documented retrieval subsets: /v1/fda/recalls, /v1/fda/drug-label, /v1/health/drug-brief, /v1/health/clinical-trials, /v1/health/drug-safety-compare, /v1/econ/worldbank, /v1/econ/country-snapshot, /v1/econ/compare-countries, /v1/geo/geocode, /v1/geo/reverse, /v1/geo/location-brief, /v1/geo/earthquakes, /v1/weather/forecast, /v1/weather/alerts, /v1/weather/hourly, /v1/weather/current, /v1/weather/metar, /v1/wiki/summary, /v1/legal/reg-watch, /v1/realestate/site-risk, /v1/realestate/property-report","workflowFit":["Pharmacovigilance & safety"],"capabilities":["FDA recall/label and ClinicalTrials.gov retrieval; RxNorm/FAERS reference fields and side-by-side label text.","World Bank population/inflation/unemployment context; Census address/geography lookup.","NWS conditions/alerts/forecast, NOAA METAR, USGS event counts/list and FEMA flood-zone fields; no derived hazard verdicts.","Federal Register topic-document metadata and Wikipedia reference extracts/URLs."],"limitation":"Documentation only; backend implementation, provider responses, transformations, coverage, freshness, units and pagination untested. FAERS report counts are not incidence, causation or comparative safety; label comparison is not interaction/effectiveness analysis. Forecasts are not observations. Exclude all risk, underwriting, travel and country-ranking judgments. Contracts conflict on alternative address/state versus coordinate requirements; METAR TAF and reverse-geography block fields lack response-schema confirmation. Many arrays/objects are unspecified; trial totals do not establish complete retrieval. No health-price-index, geocoding accuracy, population exposure assignment or clinical validation. No paid/sample endpoint calls, credentials or candidate execution.","url":"https://api.polyform.org","primarySourceURLs":["https://api.polyform.org","https://api.polyform.org/llms.txt","https://api.polyform.org/openapi.json"],"id":"RWE-6797","relevance":{"id":"RWE-6797","decision":"Core","rationale":"Retain FDA, trial and medication-reference retrieval only. Weather, macroeconomic and generic regulatory/reference components are outside the core basis.","relevanceBasis":"FDA recall/label and ClinicalTrials.gov retrieval; RxNorm/FAERS reference fields and side-by-side label text.; World Bank population/inflation/unemployment context; Census address/geography lookup.; NWS conditions/alerts/forecast, NOAA METAR, USGS event counts/list and FEMA flood-zone fields; no derived hazard verdicts.; Federal Register topic-document metadata and Wikipedia reference extracts/URLs.","evidenceLevel":"published-card","evidenceRefs":["https://api.polyform.org","https://api.polyform.org/llms.txt","https://api.polyform.org/openapi.json"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"hyeonseo2/dataset-search-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Registered search_datasets discovers HuggingFace, Zenodo and optional Kaggle dataset metadata with source/id/URLs and configurable source/format limits.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hyeonseo2/dataset-search-mcp","website":"GitHub","packages":"search_datasets","workflowFit":["RWE Data & Analytics"],"capabilities":["Registered search_datasets discovers HuggingFace, Zenodo and optional Kaggle dataset metadata with source/id/URLs and configurable source/format limits."],"limitation":"Metadata only; BM25/fuzzy/recency score is relevance not data validity. Per-source cap40 default; dedupe within(source,id), not cross-source identity. Kaggle credentials/terms needed. Generated starter_code interpolates supplied URLs/IDs and is not approved for execution; no downloads performed.","url":"https://github.com/hyeonseo2/dataset-search-mcp","primarySourceURLs":["https://github.com/hyeonseo2/dataset-search-mcp/blob/main/src/dataset_search_mcp/server.py","https://github.com/hyeonseo2/dataset-search-mcp/blob/main/README.md","https://github.com/hyeonseo2/dataset-search-mcp"],"id":"RWE-6810","relevance":{"id":"RWE-6810","decision":"Core","rationale":"Registered search_datasets discovers HuggingFace, Zenodo and optional Kaggle dataset metadata with source/id/URLs and configurable source/format limits. The selected document extraction, scholarly dataset/literature discovery or source-linked evidence compilation supplies a necessary research evidence-access workflow, with completeness limits retained.","relevanceBasis":"Registered search_datasets discovers HuggingFace, Zenodo and optional Kaggle dataset metadata with source/id/URLs and configurable source/format limits. Limits: Metadata only; BM25/fuzzy/recency score is relevance not data validity. Per-source cap40 default; dedupe within(source,id), not cross-source identity. Kaggle credentials/terms needed. Generated starter_code interpolates supplied URLs/IDs and is not approved for execution; no downloads performed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hyeonseo2/dataset-search-mcp/blob/main/src/dataset_search_mcp/server.py","https://github.com/hyeonseo2/dataset-search-mcp/blob/main/README.md","https://github.com/hyeonseo2/dataset-search-mcp"],"reviewGroup":"evidence-document-data-retrieval"}},{"name":"feanus/mcp-manager","kind":"MCP server","category":"RWE Data & Analytics","summary":"Selected local adapter exposes namespaced arXiv search/download/list via pinned blazickjp/arxiv-mcp-server0.2.10, adding bounded retries and stale download-error eviction.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"feanus/mcp-manager","website":"GitHub","packages":"catalog/servers/arxiv.yaml + services/arxiv-mcp-server/main.py","workflowFit":["RWE Data & Analytics"],"capabilities":["Selected local adapter exposes namespaced arXiv search/download/list via pinned blazickjp/arxiv-mcp-server0.2.10, adding bounded retries and stale download-error eviction."],"limitation":"Attribution belongs to upstream arxiv-mcp-server plus this gateway adapter; not new standalone literature methods or whole MCP manager approval. Download/storage dependencies and cluster/deployment access untested. Manifest4second pacing and up to4attempts inspected; no requests executed.","url":"https://github.com/feanus/mcp-manager","primarySourceURLs":["https://github.com/Feanus/mcp-manager/blob/main/catalog/servers/arxiv.yaml","https://github.com/Feanus/mcp-manager/blob/main/services/arxiv-mcp-server/main.py","https://github.com/Feanus/mcp-manager/blob/main/README.md","https://github.com/Feanus/mcp-manager","https://api.github.com/repos/Feanus/mcp-manager/git/trees/8aa59a96ba1a7601505820c1bda73616bb2aafd1"],"id":"RWE-6811","relevance":{"id":"RWE-6811","decision":"Core","rationale":"Selected local adapter exposes namespaced arXiv search/download/list via pinned blazickjp/arxiv-mcp-server0.2.10, adding bounded retries and stale download-error…. The selected document extraction, scholarly dataset/literature discovery or source-linked evidence compilation supplies a necessary research evidence-access workflow, with completeness limits retained.","relevanceBasis":"Selected local adapter exposes namespaced arXiv search/download/list via pinned blazickjp/arxiv-mcp-server0.2.10, adding bounded retries and stale download-error eviction. Limits: Attribution belongs to upstream arxiv-mcp-server plus this gateway adapter; not new standalone literature methods or whole MCP manager approval. Download/storage dependencies and cluster/deployment access untested. Manifest4second pacing and up to4attempts inspected; no requests executed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Feanus/mcp-manager/blob/main/catalog/servers/arxiv.yaml","https://github.com/Feanus/mcp-manager/blob/main/services/arxiv-mcp-server/main.py","https://github.com/Feanus/mcp-manager/blob/main/README.md","https://github.com/Feanus/mcp-manager","https://api.github.com/repos/Feanus/mcp-manager/git/trees/8aa59a96ba1a7601505820c1bda73616bb2aafd1"],"reviewGroup":"evidence-document-data-retrieval"}},{"name":"ncodeuy/medplum-mcp","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Registered fhir_read,fhir_search,fhir_read_history access configured Medplum FHIR resource data and version histories; environment/resource-type discovery documented.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ncodeuy/medplum-mcp","website":"GitHub","packages":"src/tools read-resource/search-resources/read-history","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Registered fhir_read,fhir_search,fhir_read_history access configured Medplum FHIR resource data and version histories; environment/resource-type discovery documented."],"limitation":"Credentialed configured environments, potentially identifiable clinical data; no authorization/de-identification validation. Search/history default20/max100, no lower bound check; search returns one bundle while history exposes offset. No complete cohort extraction or patient-care validity claim.","url":"https://github.com/ncodeuy/medplum-mcp","primarySourceURLs":["https://github.com/ncodeuy/medplum-mcp/blob/main/src/tools/read-history.ts","https://github.com/ncodeuy/medplum-mcp/blob/main/src/tools/read-resource.ts","https://github.com/ncodeuy/medplum-mcp/blob/main/src/tools/search-resources.ts","https://github.com/ncodeuy/medplum-mcp/blob/main/README.md","https://github.com/ncodeuy/medplum-mcp"],"id":"RWE-6812","relevance":{"id":"RWE-6812","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Registered fhir_read,fhir_search,fhir_read_history access configured Medplum FHIR resource data and version histories; environment/resource-type discovery documented.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ncodeuy/medplum-mcp/blob/main/src/tools/read-history.ts","https://github.com/ncodeuy/medplum-mcp/blob/main/src/tools/read-resource.ts","https://github.com/ncodeuy/medplum-mcp/blob/main/src/tools/search-resources.ts","https://github.com/ncodeuy/medplum-mcp/blob/main/README.md","https://github.com/ncodeuy/medplum-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"perufitlife/deep-research-mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"web_search returns title, URL and snippet from the first usable public SearXNG instance, with DuckDuckGo HTML fallback; direct tool limit 1–20.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"perufitlife/deep-research-mcp-server","website":"GitHub","packages":"index.js and research.js — web_search, read_url, deep_research source retrieval","workflowFit":["RWE Data & Analytics"],"capabilities":["web_search returns title, URL and snippet from the first usable public SearXNG instance, with DuckDuckGo HTML fallback; direct tool limit 1–20.","read_url extracts basic HTML headings/paragraphs into text with source URL and truncation flag; tool output is bounded to 500–40,000 characters.","deep_research reads candidate pages in parallel and emits up to 1–10 numbered source sections, source URLs, snippets and read counts; synthesis remains with the calling agent."],"limitation":"This is web-source retrieval, not systematic-review coverage or evidence verification. Search is first-success fallback rather than pooled completeness; English substring relevance filtering can miss sources. HTML extraction omits tables/link structure, may duplicate nested text, and is not PDF parsing. Dossier content is capped at 6,000 characters per source, drops the explicit truncated flag, retains original search URL rather than redirect-final URL, and may include failed sources with errors. Relevance scores/highlights are keyword-overlap heuristics, not evidence quality or claim validity. Public-instance freshness, rate limits, blocking and hosted Apify packaging were not runtime tested. No MCP invocations or candidate execution.","url":"https://github.com/perufitlife/deep-research-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/Perufitlife/deep-research-mcp-server/HEAD/README.md","https://raw.githubusercontent.com/Perufitlife/deep-research-mcp-server/HEAD/index.js","https://raw.githubusercontent.com/Perufitlife/deep-research-mcp-server/HEAD/research.js","https://github.com/Perufitlife/deep-research-mcp-server"],"id":"RWE-6813","relevance":{"id":"RWE-6813","decision":"Core","rationale":"web_search returns title, URL and snippet from the first usable public SearXNG instance, with DuckDuckGo HTML fallback; direct tool limit 1–20. The selected document extraction, scholarly dataset/literature discovery or source-linked evidence compilation supplies a necessary research evidence-access workflow, with completeness limits retained.","relevanceBasis":"web_search returns title, URL and snippet from the first usable public SearXNG instance, with DuckDuckGo HTML fallback; direct tool limit 1–20. Limits: This is web-source retrieval, not systematic-review coverage or evidence verification. Search is first-success fallback rather than pooled completeness; English substring relevance filtering can miss sources. HTML extraction omits tables/link structure, may duplicate nested text, and is not PDF parsing. Dossier content is capped at 6,000 characters per source, drops the explicit truncated flag, retains original search URL rather than redirect-final URL, and may include failed sources with errors. Relevance scores/highlights are keyword-overlap heuristics, not evidence quality or claim validity. Public-instance freshness, rate limits, blocking and hosted Apify packaging were not runtime tested. No MCP invocations or candidate execution.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Perufitlife/deep-research-mcp-server/HEAD/README.md","https://raw.githubusercontent.com/Perufitlife/deep-research-mcp-server/HEAD/index.js","https://raw.githubusercontent.com/Perufitlife/deep-research-mcp-server/HEAD/research.js","https://github.com/Perufitlife/deep-research-mcp-server"],"reviewGroup":"evidence-document-data-retrieval"}},{"name":"aglitch120/pubmed-remote","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"PubMed search; abstract retrieval; PMC open-access text; RIS citation export","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aglitch120/pubmed-remote","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed search; abstract retrieval; PMC open-access text; RIS citation export"],"limitation":"Full text is limited to available PMC open-access content. Request caps and upstream limits constrain completeness; runtime untested.","url":"https://github.com/aglitch120/pubmed-remote","primarySourceURLs":["https://raw.githubusercontent.com/aglitch120/pubmed-remote/main/README.md","https://github.com/aglitch120/pubmed-remote"],"id":"RWE-5445","relevance":{"id":"RWE-5445","decision":"Core","rationale":"Retain the documented evidence function: PubMed search; abstract retrieval; PMC open-access text; RIS citation export Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search; abstract retrieval; PMC open-access text; RIS citation export","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aglitch120/pubmed-remote","https://raw.githubusercontent.com/aglitch120/pubmed-remote/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pspdfkit/nutrient-document-engine-mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"Document metadata/listing, text extraction with documented OCR and page selection, text/pattern search, table extraction and existing PDF form-value retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pspdfkit/nutrient-document-engine-mcp-server","website":"GitHub","packages":"Document discovery and extract_text, search, extract_tables, extract_form_data","workflowFit":["RWE Data & Analytics"],"capabilities":["Document metadata/listing, text extraction with documented OCR and page selection, text/pattern search, table extraction and existing PDF form-value retrieval."],"limitation":"Documentation-level interface approval only; handlers and backend results were not audited. OCR accuracy, table fidelity, reading order, form validity, complete pagination and generic claims that all tools support batches/ranges are unverified. Requires a separately configured Document Engine with evaluation limitations or licence. Self-hosting does not establish secure deployment, privacy or compliance. No approval of redaction, irreversible edits, clinical abstraction or full document workflow. No installation, invocation or purchase.","url":"https://github.com/pspdfkit/nutrient-document-engine-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/PSPDFKit/nutrient-document-engine-mcp-server/HEAD/README.md","https://raw.githubusercontent.com/PSPDFKit/nutrient-document-engine-mcp-server/HEAD/docs/features.md","https://github.com/PSPDFKit/nutrient-document-engine-mcp-server"],"id":"RWE-6815","relevance":{"id":"RWE-6815","decision":"Core","rationale":"Document metadata/listing, text extraction with documented OCR and page selection, text/pattern search, table extraction and existing PDF form-value retrieval. The selected document extraction, scholarly dataset/literature discovery or source-linked evidence compilation supplies a necessary research evidence-access workflow, with completeness limits retained.","relevanceBasis":"Document metadata/listing, text extraction with documented OCR and page selection, text/pattern search, table extraction and existing PDF form-value retrieval. Limits: Documentation-level interface approval only; handlers and backend results were not audited. OCR accuracy, table fidelity, reading order, form validity, complete pagination and generic claims that all tools support batches/ranges are unverified. Requires a separately configured Document Engine with evaluation limitations or licence. Self-hosting does not establish secure deployment, privacy or compliance. No approval of redaction, irreversible edits, clinical abstraction or full document workflow. No installation, invocation or purchase.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/PSPDFKit/nutrient-document-engine-mcp-server/HEAD/README.md","https://raw.githubusercontent.com/PSPDFKit/nutrient-document-engine-mcp-server/HEAD/docs/features.md","https://github.com/PSPDFKit/nutrient-document-engine-mcp-server"],"reviewGroup":"evidence-document-data-retrieval"}},{"name":"CMS dataset catalogue and record retrieval","kind":"MCP component","category":"RWE Data & Analytics","summary":"Find CMS datasets, inspect metadata, retrieve filtered record pages and locate a source CSV link.","tags":["CMS datasets","Source record retrieval"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"clarifyhealth/cms-datagov-mcp-server","website":"GitHub","packages":"cms_search_datasets; cms_get_dataset; cms_query_dataset; cms_get_csv_link","workflowFit":["RWE Data & Analytics"],"capabilities":["cms_search_datasets: CMS catalogue keyword/theme search with source identifiers.","cms_get_dataset: source dataset metadata and distributions.","cms_query_dataset: filtered, column-selected records with explicit offset pagination.","cms_get_csv_link: first source CSV download link."],"limitation":"Selected four retrieval tools only. Catalogue cache is one hour; ANY-word heuristic search and default ten results do not establish relevance or completeness. Query cap 5,000 with manual offset; parameter validation and upstream filter behavior untested. First CSV link is not download or Athena execution. cms_get_dataset_stats is not approved as a reliable schema/count method: types inferred from one row and absent counts replaced with zero.","url":"https://github.com/clarifyhealth/cms-datagov-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/clarifyhealth/cms-datagov-mcp-server/f692515c31a44fe7439241284aa93c10b5803b7a/src/index.ts","https://github.com/clarifyhealth/cms-datagov-mcp-server/blob/main/README.md","https://github.com/clarifyhealth/cms-datagov-mcp-server"],"id":"RWE-6880","relevance":{"id":"RWE-6880","decision":"Core","rationale":"Find CMS datasets, inspect metadata, retrieve filtered record pages and locate a source CSV link. The selected records explicitly concern healthcare datasets, providers, health materials/prices, regulation or health-policy sources; no population risk, causal effect or price comparability is inferred.","relevanceBasis":"Find CMS datasets, inspect metadata, retrieve filtered record pages and locate a source CSV link. Limits: Selected four retrieval tools only. Catalogue cache is one hour; ANY-word heuristic search and default ten results do not establish relevance or completeness. Query cap 5,000 with manual offset; parameter validation and upstream filter behavior untested. First CSV link is not download or Athena execution. cms_get_dataset_stats is not approved as a reliable schema/count method: types inferred from one row and absent counts replaced with zero.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/clarifyhealth/cms-datagov-mcp-server/f692515c31a44fe7439241284aa93c10b5803b7a/src/index.ts","https://github.com/clarifyhealth/cms-datagov-mcp-server/blob/main/README.md","https://github.com/clarifyhealth/cms-datagov-mcp-server"],"reviewGroup":"health-data-policy-cost-reference"}},{"name":"NHSBSA datasets and NHS organisation records","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieve NHSBSA dataset metadata and source records, and look up NHS organisation identifiers and directory details.","tags":["NHS datasets","Organisation reference data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gsampaio-rh/nhs-mcp","website":"GitHub","packages":"datasets_list; datasets_metadata; datasets_query; organisations_search; organisations_get","workflowFit":["RWE Data & Analytics"],"capabilities":["datasets_list and datasets_metadata: NHSBSA CKAN catalogue/resource metadata.","datasets_query: source-record retrieval with exact filters and offset pagination.","organisations_search and organisations_get: NHS ODS organisation identifiers, status, address, roles, relationships and succession metadata."],"limitation":"Selected five tools only. Dataset listing returns default twenty without exposed catalogue pagination; dataset queries cap 100 and render only first-record columns, blank missing/null cells and unescaped Markdown values. Organisation search defaults twenty, exposes offset, and does not enforce the advertised max1000 locally. No patient records or clinical validity claim. prescriptions_search is not approved: fixed April2024 default resource, advertised partial BNF matching actually exact, missing numeric fields replaced with zero, no exposed offset. Cost-analysis/trend and relationship-only helpers are discovered siblings, not separately approved.","url":"https://github.com/gsampaio-rh/nhs-mcp","primarySourceURLs":["https://raw.githubusercontent.com/gsampaio-rh/nhs-mcp/64bb9d838d157e2e19cc107ed188e23e2f14424d/src/application/formatters/datasetFormatter.ts","https://raw.githubusercontent.com/gsampaio-rh/nhs-mcp/64bb9d838d157e2e19cc107ed188e23e2f14424d/src/application/formatters/organisationFormatter.ts","https://raw.githubusercontent.com/gsampaio-rh/nhs-mcp/64bb9d838d157e2e19cc107ed188e23e2f14424d/src/application/use-cases/getOrganisation.ts","https://raw.githubusercontent.com/gsampaio-rh/nhs-mcp/64bb9d838d157e2e19cc107ed188e23e2f14424d/src/application/use-cases/listDatasets.ts","https://raw.githubusercontent.com/gsampaio-rh/nhs-mcp/64bb9d838d157e2e19cc107ed188e23e2f14424d/src/application/use-cases/queryDataset.ts"],"id":"RWE-6881","relevance":{"id":"RWE-6881","decision":"Core","rationale":"Retrieve NHSBSA dataset metadata and source records, and look up NHS organisation identifiers and directory details. The selected records explicitly concern healthcare datasets, providers, health materials/prices, regulation or health-policy sources; no population risk, causal effect or price comparability is inferred.","relevanceBasis":"Retrieve NHSBSA dataset metadata and source records, and look up NHS organisation identifiers and directory details. Limits: Selected five tools only. Dataset listing returns default twenty without exposed catalogue pagination; dataset queries cap 100 and render only first-record columns, blank missing/null cells and unescaped Markdown values. Organisation search defaults twenty, exposes offset, and does not enforce the advertised max1000 locally. No patient records or clinical validity claim. prescriptions_search is not approved: fixed April2024 default resource, advertised partial BNF matching actually exact, missing numeric fields replaced with zero, no exposed offset. Cost-analysis/trend and relationship-only helpers are discovered siblings, not separately approved.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gsampaio-rh/nhs-mcp/64bb9d838d157e2e19cc107ed188e23e2f14424d/src/application/formatters/datasetFormatter.ts","https://raw.githubusercontent.com/gsampaio-rh/nhs-mcp/64bb9d838d157e2e19cc107ed188e23e2f14424d/src/application/formatters/organisationFormatter.ts","https://raw.githubusercontent.com/gsampaio-rh/nhs-mcp/64bb9d838d157e2e19cc107ed188e23e2f14424d/src/application/use-cases/getOrganisation.ts","https://raw.githubusercontent.com/gsampaio-rh/nhs-mcp/64bb9d838d157e2e19cc107ed188e23e2f14424d/src/application/use-cases/listDatasets.ts","https://raw.githubusercontent.com/gsampaio-rh/nhs-mcp/64bb9d838d157e2e19cc107ed188e23e2f14424d/src/application/use-cases/queryDataset.ts"],"reviewGroup":"health-data-policy-cost-reference"}},{"name":"leonardodiasrr/compras-publicas-br","kind":"MCP component","category":"RWE Data & Analytics","summary":"compras_listar_modulo_material_2_consultar_classe_material, compras_listar_modulo_material_3_consultar_pdm_material and compras_listar_modulo_material_4_consultar_item_material: selected BPS-filtered material class/PDM/item identifiers and descriptions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"leonardodiasrr/compras-publicas-br","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["compras_listar_modulo_material_2_consultar_classe_material, compras_listar_modulo_material_3_consultar_pdm_material and compras_listar_modulo_material_4_consultar_item_material: selected BPS-filtered material class/PDM/item identifiers and descriptions.","compras_listar_modulo_contratacoes_2_consultar_itens_contratacoes_pncp_14133: selected BPS-filtered procurement-item records with material identifiers and dates; source/endpoint/query provenance retained."],"limitation":"Conditional health-material subset: bps must explicitly be true (default false), then verify returned codes and descriptions. No direct BPS database extraction or medicine price comparability, clinical value, exhaustive market or full169-tool approval. Default normalized limit100, auto-pagination off and dependent on upstream pagination metadata, material cache1hour/recent5minutes; original format cannot combine with automatic pagination. Upstream snapshots and runtime behavior not tested.","url":"https://github.com/leonardodiasrr/compras-publicas-br","primarySourceURLs":["https://github.com/LeonardoDiasRR/compras-publicas-br/blob/master/README.md","https://raw.githubusercontent.com/LeonardoDiasRR/compras-publicas-br/2d7dd85a0393b819a865b1f2ad3974669ca0e603/TOOLS.md","https://raw.githubusercontent.com/LeonardoDiasRR/compras-publicas-br/2d7dd85a0393b819a865b1f2ad3974669ca0e603/src/features/mcp/servidor.py","https://raw.githubusercontent.com/LeonardoDiasRR/compras-publicas-br/2d7dd85a0393b819a865b1f2ad3974669ca0e603/src/features/consultas/servico.py","https://raw.githubusercontent.com/LeonardoDiasRR/compras-publicas-br/2d7dd85a0393b819a865b1f2ad3974669ca0e603/src/features/provedores/clientes.py"],"id":"RWE-6885","relevance":{"id":"RWE-6885","decision":"Core","rationale":"compras_listar_modulo_material_2_consultar_classe_material, compras_listar_modulo_material_3_consultar_pdm_material and…. The selected records explicitly concern healthcare datasets, providers, health materials/prices, regulation or health-policy sources; no population risk, causal effect or price comparability is inferred.","relevanceBasis":"compras_listar_modulo_material_2_consultar_classe_material, compras_listar_modulo_material_3_consultar_pdm_material and compras_listar_modulo_material_4_consultar_item_material: selected BPS-filtered material class/PDM/item identifiers and descriptions. Limits: Conditional health-material subset: bps must explicitly be true (default false), then verify returned codes and descriptions. No direct BPS database extraction or medicine price comparability, clinical value, exhaustive market or full169-tool approval. Default normalized limit100, auto-pagination off and dependent on upstream pagination metadata, material cache1hour/recent5minutes; original format cannot combine with automatic pagination. Upstream snapshots and runtime behavior not tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/LeonardoDiasRR/compras-publicas-br/blob/master/README.md","https://raw.githubusercontent.com/LeonardoDiasRR/compras-publicas-br/2d7dd85a0393b819a865b1f2ad3974669ca0e603/TOOLS.md","https://raw.githubusercontent.com/LeonardoDiasRR/compras-publicas-br/2d7dd85a0393b819a865b1f2ad3974669ca0e603/src/features/mcp/servidor.py","https://raw.githubusercontent.com/LeonardoDiasRR/compras-publicas-br/2d7dd85a0393b819a865b1f2ad3974669ca0e603/src/features/consultas/servico.py","https://raw.githubusercontent.com/LeonardoDiasRR/compras-publicas-br/2d7dd85a0393b819a865b1f2ad3974669ca0e603/src/features/provedores/clientes.py"],"reviewGroup":"health-data-policy-cost-reference"}},{"name":"marioluciofjr/mcp-dados-brasil","kind":"Research tool","category":"RWE Data & Analytics","summary":"ibge_localidades: municipality/state IBGE identifiers and geographic region lookup for record linkage context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"marioluciofjr/mcp-dados-brasil","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ibge_localidades: municipality/state IBGE identifiers and geographic region lookup for record linkage context.","dou_buscar_termo: dated official-gazette search titles, short excerpts and article links for selected health/policy terms.","noticias_agencia_brasil: selected saude/public-policy RSS titles, publication dates, excerpts and source links."],"limitation":"IBGE lookup is geographic metadata, not demographic statistics; cache24hours, max50 first matches, missing regional hierarchy dropped, state filters use UF abbreviations despite broader name wording. DOU uses undocumented HTML JSON extraction, cache10minutes, max30 no pagination, excerpts220chars; no absence/completeness or fact-checking-validity guarantee. RSS max20 latest items, excerpts200chars, no keyword/historical search. Pix and political expenses unapproved; other legislative handlers are discovered siblings, not separately approved. Independent project says inspired by Mcp-Brasil, not code-equivalent.","url":"https://github.com/marioluciofjr/mcp-dados-brasil","primarySourceURLs":["https://github.com/marioluciofjr/mcp-dados-brasil/blob/main/README.md","https://raw.githubusercontent.com/marioluciofjr/mcp-dados-brasil/04405d4fc06010804216156a7f8f6d7313a02fc8/core.py","https://raw.githubusercontent.com/marioluciofjr/mcp-dados-brasil/04405d4fc06010804216156a7f8f6d7313a02fc8/server.py","https://raw.githubusercontent.com/marioluciofjr/mcp-dados-brasil/04405d4fc06010804216156a7f8f6d7313a02fc8/tools/ibge.py","https://raw.githubusercontent.com/marioluciofjr/mcp-dados-brasil/04405d4fc06010804216156a7f8f6d7313a02fc8/tools/dou.py"],"id":"RWE-6886","relevance":{"id":"RWE-6886","decision":"Core","rationale":"ibge_localidades: municipality/state IBGE identifiers and geographic region lookup for record linkage context. The selected records explicitly concern healthcare datasets, providers, health materials/prices, regulation or health-policy sources; no population risk, causal effect or price comparability is inferred.","relevanceBasis":"ibge_localidades: municipality/state IBGE identifiers and geographic region lookup for record linkage context. Limits: IBGE lookup is geographic metadata, not demographic statistics; cache24hours, max50 first matches, missing regional hierarchy dropped, state filters use UF abbreviations despite broader name wording. DOU uses undocumented HTML JSON extraction, cache10minutes, max30 no pagination, excerpts220chars; no absence/completeness or fact-checking-validity guarantee. RSS max20 latest items, excerpts200chars, no keyword/historical search. Pix and political expenses unapproved; other legislative handlers are discovered siblings, not separately approved. Independent project says inspired by Mcp-Brasil, not code-equivalent.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/marioluciofjr/mcp-dados-brasil/blob/main/README.md","https://raw.githubusercontent.com/marioluciofjr/mcp-dados-brasil/04405d4fc06010804216156a7f8f6d7313a02fc8/core.py","https://raw.githubusercontent.com/marioluciofjr/mcp-dados-brasil/04405d4fc06010804216156a7f8f6d7313a02fc8/server.py","https://raw.githubusercontent.com/marioluciofjr/mcp-dados-brasil/04405d4fc06010804216156a7f8f6d7313a02fc8/tools/ibge.py","https://raw.githubusercontent.com/marioluciofjr/mcp-dados-brasil/04405d4fc06010804216156a7f8f6d7313a02fc8/tools/dou.py"],"reviewGroup":"health-data-policy-cost-reference"}},{"name":"Unstructured Transform MCP","kind":"MCP component","category":"RWE Data & Analytics","summary":"Partitions document files into elements; exports Markdown, JSON, HTML or text with format-dependent metadata.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Hosted document partitioning and schema-based extraction","workflowFit":["RWE Data & Analytics"],"capabilities":["Partitions document files into elements; exports Markdown, JSON, HTML or text with format-dependent metadata.","Extracts schema-shaped fields from previously partitioned JSON and associates output with source filenames."],"limitation":"First-party documentation review only; hosted implementation and output accuracy untested. Extraction reads partitioned output, so OCR or partition omissions propagate; JSON shape is not evidence correctness. Enrichment, chunks and embeddings are not generated by default; high-resolution enrichment and paid service dependencies require configuration. No validated study-data extraction, clinical use or whole-platform approval.","url":"https://docs.unstructured.io/transform/overview","primarySourceURLs":["https://docs.unstructured.io/transform/overview","https://docs.unstructured.io/transform/get-started/overview","https://docs.unstructured.io/transform/output","https://docs.unstructured.io/transform/sde"],"id":"RWE-6774","relevance":{"id":"RWE-6774","decision":"Core","rationale":"Partitions document files into elements; exports Markdown, JSON, HTML or text with format-dependent metadata. The selected document extraction, scholarly dataset/literature discovery or source-linked evidence compilation supplies a necessary research evidence-access workflow, with completeness limits retained.","relevanceBasis":"Partitions document files into elements; exports Markdown, JSON, HTML or text with format-dependent metadata. Limits: First-party documentation review only; hosted implementation and output accuracy untested. Extraction reads partitioned output, so OCR or partition omissions propagate; JSON shape is not evidence correctness. Enrichment, chunks and embeddings are not generated by default; high-resolution enrichment and paid service dependencies require configuration. No validated study-data extraction, clinical use or whole-platform approval.","evidenceLevel":"published-card","evidenceRefs":["https://docs.unstructured.io/transform/overview","https://docs.unstructured.io/transform/get-started/overview","https://docs.unstructured.io/transform/output","https://docs.unstructured.io/transform/sde"],"reviewGroup":"evidence-document-data-retrieval"}},{"name":"Alpha Sophia service and query playbook","kind":"MCP service and skill","category":"Trials & Study Design","summary":"Alpha Sophia provider/facility intelligence service with a reviewed query playbook for trial, investigator and publication discovery.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"plugins/alpha-sophia/skills/alpha-sophia/SKILL.md — query playbook for existing Alpha Sophia hosted service","workflowFit":["Trials & Study Design"],"capabilities":["plugins/alpha-sophia/skills/alpha-sophia/SKILL.md — query playbook for existing Alpha Sophia hosted service: Guides canonical entity resolution before filters, distinguishes provider/site/trial/investigator/publication/author search and count workflows, and documents filter AND/OR semantics.","plugins/alpha-sophia/skills/alpha-sophia/SKILL.md — query playbook for existing Alpha Sophia hosted service: Provides structured examples for recruiting phase-3 trials, trial investigators and publication discovery using the existing authenticated Alpha Sophia tools.","https://www.alphasophia.com/: Claims-derived provider/facility discovery, volumes and clinical-trial site-selection support through an authenticated commercial MCP service."],"limitation":"plugins/alpha-sophia/skills/alpha-sophia/SKILL.md — query playbook for existing Alpha Sophia hosted service: Instruction and connection-file review only; proprietary backend, schemas and result coverage untested. Subscription, enabled API/Agent modules, agent balance and OAuth access required. Source all-provider/all-payor claims are unverified; aggregates and commercial targeting do not establish patient-level RWE or causal effects. Do not infer study completeness from counts. Existing hosted MCP service is not counted as a new server. https://www.alphasophia.com/: Subscription with Agent capability required. Publisher coverage, all-payor and no-hallucination claims are not independently validated. Provider aggregates are not patient-level longitudinal RWE or causal effects; detailed schemas/backend uninspected.","url":"https://alphasophia.com","primarySourceURLs":["https://raw.githubusercontent.com/alphasophia/claude-plugins/main/README.md","https://raw.githubusercontent.com/alphasophia/claude-plugins/main/plugins/alpha-sophia/README.md","https://raw.githubusercontent.com/alphasophia/claude-plugins/main/plugins/alpha-sophia/skills/alpha-sophia/SKILL.md","https://raw.githubusercontent.com/alphasophia/claude-plugins/main/plugins/alpha-sophia/.mcp.json","https://www.alphasophia.com/"],"id":"RWE-3164","relevance":{"id":"RWE-3164","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"plugins/alpha-sophia/skills/alpha-sophia/SKILL.md — query playbook for existing Alpha Sophia hosted service: Guides canonical entity resolution before filters, distinguishes provider/site/trial/investigator/publication/author search and count workflows, and documents filter AND/OR semantics.; plugins/alpha-sophia/skills/alpha-sophia/SKILL.md — query playbook for existing Alpha Sophia hosted service: Provides structured examples for recruiting phase-3 trials, trial investigators and publication discovery using the existing authenticated Alpha Sophia tools.; https://www.alphasophia.com/: Claims-derived provider/facility discovery, volumes and clinical-trial site-selection support through an authenticated commercial MCP service.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/alphasophia/claude-plugins/main/README.md","https://raw.githubusercontent.com/alphasophia/claude-plugins/main/plugins/alpha-sophia/README.md","https://raw.githubusercontent.com/alphasophia/claude-plugins/main/plugins/alpha-sophia/skills/alpha-sophia/SKILL.md","https://raw.githubusercontent.com/alphasophia/claude-plugins/main/plugins/alpha-sophia/.mcp.json","https://www.alphasophia.com/"],"reviewGroup":"clinical-trial-workflow"}},{"name":"strac-io/strac-mcp-dlp","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Sends text or files to authenticated Strac detection/redaction endpoints; text responses omit matched values by default.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"strac-io/strac-mcp-dlp","website":"GitHub","packages":"On-demand sensitive-data detection and redaction tools only","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Sends text or files to authenticated Strac detection/redaction endpoints; text responses omit matched values by default.","Writes redacted file copies and reports remote document identifiers."],"limitation":"No local classifier: all content goes to Strac; files over 4 MB for detection and all file redaction use its document vault, where originals remain retrievable. 10 MB upload limit. Detection depends on account settings and differs in type vocabulary by endpoint. Recall, PHI removal completeness, legal compliance and backend handling unvalidated. On-demand calls do not enforce interception before a model sees data; raw matches are optional. Detokenization and whole-gateway policies are outside this approval.","url":"https://github.com/strac-io/strac-mcp-dlp","primarySourceURLs":["https://raw.githubusercontent.com/strac-io/strac-mcp-dlp/main/README.md","https://raw.githubusercontent.com/strac-io/strac-mcp-dlp/main/src/strac_mcp_dlp/server.py","https://raw.githubusercontent.com/strac-io/strac-mcp-dlp/main/src/strac_mcp_dlp/client.py","https://github.com/strac-io/strac-mcp-dlp"],"id":"RWE-6775","relevance":{"id":"RWE-6775","decision":"Core","rationale":"The explicitly reviewed PHI text/file redaction client supports handling clinical research data; it does not establish complete de-identification or certified privacy.","relevanceBasis":"Sends text or files to authenticated Strac detection/redaction endpoints; text responses omit matched values by default.; Writes redacted file copies and reports remote document identifiers.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/strac-io/strac-mcp-dlp/main/README.md","https://raw.githubusercontent.com/strac-io/strac-mcp-dlp/main/src/strac_mcp_dlp/server.py","https://raw.githubusercontent.com/strac-io/strac-mcp-dlp/main/src/strac_mcp_dlp/client.py","https://github.com/strac-io/strac-mcp-dlp"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"kiyoung8/simulation_by_simpy_mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Run and compare M/M/1 and M/M/c queue simulations with theoretical metrics and configuration checks.","tags":["Health economics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kiyoung8/simulation_by_simpy_mcp","website":"GitHub","packages":"mcp-server-mm1 queue-simulation interface; selected M/M/1 source follow-up","workflowFit":["RWE Data & Analytics"],"capabilities":["Run and compare M/M/1 and M/M/c queue simulations with theoretical metrics and configuration checks."],"limitation":"Operations-research simulation enabler; Poisson arrivals/exponential service assumptions require justification. No calibrated hospital model or optimization guarantee established. M/M/1 source inspection: reported utilization is theoretical rho; queue length is sampled at arrivals and customers_served counts service starts. No warm-up or replication confidence interval; unfinished customers may remain. Fixed error-threshold grades are heuristics, not statistical validation, and the standalone metric tool lacks the positive-parameter validator. No additional M/M/c or manufacturing approval from this follow-up.","url":"https://github.com/kiyoung8/simulation_by_simpy_mcp","primarySourceURLs":["https://github.com/kiyoung8/Simulation_by_SimPy_MCP/blob/master/README.md","https://raw.githubusercontent.com/kiyoung8/Simulation_by_SimPy_MCP/master/src/mcp_server_mm1/server.py","https://raw.githubusercontent.com/kiyoung8/Simulation_by_SimPy_MCP/master/src/mcp_server_mm1/simulations/mm1_queue.py","https://raw.githubusercontent.com/kiyoung8/Simulation_by_SimPy_MCP/master/src/mcp_server_mm1/utils/metrics.py"],"id":"RWE-6636","relevance":{"id":"RWE-6636","decision":"Core","rationale":"Run and compare M/M/1 and M/M/c queue simulations with theoretical metrics and configuration checks. The selected queueing or discrete-event simulation contract is an identifiable analytical method transferable to health-service and economic modelling, with assumption/calibration limits retained.","relevanceBasis":"Run and compare M/M/1 and M/M/c queue simulations with theoretical metrics and configuration checks. Limits: Operations-research simulation enabler; Poisson arrivals/exponential service assumptions require justification. No calibrated hospital model or optimization guarantee established. M/M/1 source inspection: reported utilization is theoretical rho; queue length is sampled at arrivals and customers_served counts service starts. No warm-up or replication confidence interval; unfinished customers may remain. Fixed error-threshold grades are heuristics, not statistical validation, and the standalone metric tool lacks the positive-parameter validator. No additional M/M/c or manufacturing approval from this follow-up.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kiyoung8/Simulation_by_SimPy_MCP/blob/master/README.md","https://raw.githubusercontent.com/kiyoung8/Simulation_by_SimPy_MCP/master/src/mcp_server_mm1/server.py","https://raw.githubusercontent.com/kiyoung8/Simulation_by_SimPy_MCP/master/src/mcp_server_mm1/simulations/mm1_queue.py","https://raw.githubusercontent.com/kiyoung8/Simulation_by_SimPy_MCP/master/src/mcp_server_mm1/utils/metrics.py"],"reviewGroup":"queueing-discrete-event-method"}},{"name":"QueueSim queueing simulation MCP","kind":"MCP component","category":"RWE Data & Analytics","summary":"Runs parameterized M/M/c simulations and compares outputs with Erlang-C calculations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Documented M/M/c simulation and analytic-comparison tools","workflowFit":["RWE Data & Analytics"],"capabilities":["Runs parameterized M/M/c simulations and compares outputs with Erlang-C calculations.","Provides scenario descriptions and simulation outputs for arrival/service rates and server counts."],"limitation":"First-party documentation review; hosted engine not run or independently validated. Classical queue assumptions do not model priority, abandonment, skills routing or outages; advanced explainers do not simulate those patterns. Simulation duration, transient effects and uncertainty need study-specific checks. Five-percent agreement and quote-verbatim instructions do not prove validity. Public docs enumerate nine tools while directory schema lists eleven; approval excludes undocumented extras and a prebuilt ER preset. No clinical staffing or safety recommendation approval.","url":"https://queuesim.com/claude.html","primarySourceURLs":["https://queuesim.com/claude.html","https://queuesim.com","https://queuesim.com/models"],"id":"RWE-6789","relevance":{"id":"RWE-6789","decision":"Core","rationale":"Runs parameterized M/M/c simulations and compares outputs with Erlang-C calculations. The selected queueing or discrete-event simulation contract is an identifiable analytical method transferable to health-service and economic modelling, with assumption/calibration limits retained.","relevanceBasis":"Runs parameterized M/M/c simulations and compares outputs with Erlang-C calculations. Limits: First-party documentation review; hosted engine not run or independently validated. Classical queue assumptions do not model priority, abandonment, skills routing or outages; advanced explainers do not simulate those patterns. Simulation duration, transient effects and uncertainty need study-specific checks. Five-percent agreement and quote-verbatim instructions do not prove validity. Public docs enumerate nine tools while directory schema lists eleven; approval excludes undocumented extras and a prebuilt ER preset. No clinical staffing or safety recommendation approval.","evidenceLevel":"published-card","evidenceRefs":["https://queuesim.com/claude.html","https://queuesim.com","https://queuesim.com/models"],"reviewGroup":"queueing-discrete-event-method"}},{"name":"QSimHealth public staffing demo MCP","kind":"MCP component","category":"RWE Data & Analytics","summary":"Exposes a seven-day physician-only emergency-department demo and a minimum-physician-count search against a wait target.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Public seven-day MD-only demo and facility-reference tools","workflowFit":["RWE Data & Analytics"],"capabilities":["Exposes a seven-day physician-only emergency-department demo and a minimum-physician-count search against a wait target.","Provides facility archetype descriptions and static queueing explainers."],"limitation":"Documentation only; backend, calibration and stochastic uncertainty untested. Public seven-day MD-only demo does not establish the homepage full-year, multi-provider or cost-analysis features in this interface. No validated staffing, care-quality or clinical-outcome inference. Authenticated full toolset and individual-data fitting are outside approval. Numerical tool inputs and client/session metadata are logged according to publisher policy; that policy is not an independent privacy audit.","url":"https://qsimhealth.com","primarySourceURLs":["https://qsimhealth.com","https://qsimhealth.com/privacy"],"id":"RWE-6790","relevance":{"id":"RWE-6790","decision":"Core","rationale":"Exposes a seven-day physician-only emergency-department demo and a minimum-physician-count search against a wait target. The selected queueing or discrete-event simulation contract is an identifiable analytical method transferable to health-service and economic modelling, with assumption/calibration limits retained.","relevanceBasis":"Exposes a seven-day physician-only emergency-department demo and a minimum-physician-count search against a wait target. Limits: Documentation only; backend, calibration and stochastic uncertainty untested. Public seven-day MD-only demo does not establish the homepage full-year, multi-provider or cost-analysis features in this interface. No validated staffing, care-quality or clinical-outcome inference. Authenticated full toolset and individual-data fitting are outside approval. Numerical tool inputs and client/session metadata are logged according to publisher policy; that policy is not an independent privacy audit.","evidenceLevel":"published-card","evidenceRefs":["https://qsimhealth.com","https://qsimhealth.com/privacy"],"reviewGroup":"queueing-discrete-event-method"}},{"name":"https://docs.dataplex-consulting.com/snowflake-access/mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"Search healthcare datasets; read data dictionaries; obtain limited sample rows and access SQL","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search healthcare datasets; read data dictionaries; obtain limited sample rows and access SQL"],"limitation":"Documentation review only; samples do not establish complete cohort availability. Data products and trials have separate access and usage terms.","url":"https://docs.dataplex-consulting.com/snowflake-access/mcp-server","primarySourceURLs":["https://docs.dataplex-consulting.com/snowflake-access/mcp-server"],"id":"RWE-3142","relevance":{"id":"RWE-3142","decision":"Core","rationale":"Search healthcare datasets; read data dictionaries; obtain limited sample rows and access SQL. The selected function accesses clinical records, health observations, patient-reported outcomes or an explicit clinical data-model query workflow; access does not establish analytic validity.","relevanceBasis":"Search healthcare datasets; read data dictionaries; obtain limited sample rows and access SQL Limits: Documentation review only; samples do not establish complete cohort availability. Data products and trials have separate access and usage terms.","evidenceLevel":"published-card","evidenceRefs":["https://docs.dataplex-consulting.com/snowflake-access/mcp-server"],"reviewGroup":"clinical-data-access-harmonization"}},{"name":"aanari/loacare-healthcare-pricing","kind":"Research tool","category":"RWE Data & Analytics","summary":"Search billing codes and providers; inspect hospital prices; explain price sources","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aanari/loacare-healthcare-pricing","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search billing codes and providers; inspect hospital prices; explain price sources"],"limitation":"Prices are source-specific estimates, not paid amounts or causal cost estimates. Hosted backend not inspected; OAuth-protected execution includes correction submissions.","url":"https://github.com/aanari/loacare-healthcare-pricing","primarySourceURLs":["https://github.com/aanari/loacare-healthcare-pricing"],"id":"RWE-3143","relevance":{"id":"RWE-3143","decision":"Core","rationale":"Search billing codes and providers; inspect hospital prices; explain price sources. The selected records explicitly concern healthcare datasets, providers, health materials/prices, regulation or health-policy sources; no population risk, causal effect or price comparability is inferred.","relevanceBasis":"Search billing codes and providers; inspect hospital prices; explain price sources Limits: Prices are source-specific estimates, not paid amounts or causal cost estimates. Hosted backend not inspected; OAuth-protected execution includes correction submissions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aanari/loacare-healthcare-pricing"],"reviewGroup":"health-data-policy-cost-reference"}},{"name":"atomno-mcp/mcp-pharma","kind":"MCP component","category":"RWE Data & Analytics","summary":"Drug registration/card lookup; VEDL price lookup; Roszdravnadzor series notices","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"atomno-mcp/mcp-pharma","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Drug registration/card lookup; VEDL price lookup; Roszdravnadzor series notices"],"limitation":"Hosted backend requires a paid API key; source coverage/version must be checked. get_instruction is explicitly unavailable and must not be claimed as document retrieval.","url":"https://github.com/atomno-mcp/mcp-pharma","primarySourceURLs":["https://github.com/atomno-mcp/mcp-pharma"],"id":"RWE-3144","relevance":{"id":"RWE-3144","decision":"Core","rationale":"Drug registration/card lookup; VEDL price lookup; Roszdravnadzor series notices. The selected records explicitly concern healthcare datasets, providers, health materials/prices, regulation or health-policy sources; no population risk, causal effect or price comparability is inferred.","relevanceBasis":"Drug registration/card lookup; VEDL price lookup; Roszdravnadzor series notices Limits: Hosted backend requires a paid API key; source coverage/version must be checked. get_instruction is explicitly unavailable and must not be claimed as document retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/atomno-mcp/mcp-pharma"],"reviewGroup":"health-data-policy-cost-reference"}},{"name":"qinisolabs/icdwise","kind":"Research tool","category":"OMOP & terminology","summary":"ICD-10-CM lookup, code-set membership validation and substring search.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"qinisolabs/icdwise","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["ICD-10-CM lookup, code-set membership validation and substring search."],"limitation":"Generated dataset build and published package not tested; dataset completeness and publisher benchmark not independently verified. Code existence does not establish clinical appropriateness, reimbursement or billability. Hosted transport sends queries to a remote server, despite local-only privacy wording.","url":"https://github.com/qinisolabs/icdwise","primarySourceURLs":["https://github.com/qinisolabs/icdwise"],"id":"RWE-3145","relevance":{"id":"RWE-3145","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"ICD-10-CM lookup, code-set membership validation and substring search.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/qinisolabs/icdwise"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"rachadele/biolit","kind":"Research tool","category":"RWE Data & Analytics","summary":"Biomedical metadata/full-text retrieval, LLM relevance screening, structured extraction and batch outputs from supplied identifiers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rachadele/biolit","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Biomedical metadata/full-text retrieval, LLM relevance screening, structured extraction and batch outputs from supplied identifiers."],"limitation":"LLM screening/extraction not validated; source content may fall back to abstracts. Batch CSV excludes failures, requiring artifact reconciliation for review accounting. API keys/provider costs and configured full-text rights apply. No causal estimation merely from extracting causal_claims.","url":"https://github.com/rachadele/biolit","primarySourceURLs":["https://github.com/rachadele/biolit"],"id":"RWE-3146","relevance":{"id":"RWE-3146","decision":"Core","rationale":"Biomedical metadata/full-text retrieval, LLM relevance screening, structured extraction and batch outputs from supplied identifiers. The selected document extraction, scholarly dataset/literature discovery or source-linked evidence compilation supplies a necessary research evidence-access workflow, with completeness limits retained.","relevanceBasis":"Biomedical metadata/full-text retrieval, LLM relevance screening, structured extraction and batch outputs from supplied identifiers. Limits: LLM screening/extraction not validated; source content may fall back to abstracts. Batch CSV excludes failures, requiring artifact reconciliation for review accounting. API keys/provider costs and configured full-text rights apply. No causal estimation merely from extracting causal_claims.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rachadele/biolit"],"reviewGroup":"evidence-document-data-retrieval"}},{"name":"rarasai/raras","kind":"Research tool","category":"Trials & Study Design","summary":"Brazilian rare-disease knowledge-graph lookup, HPO matching, SUS coverage, reference-centre and trial retrieval.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rarasai/raras","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Brazilian rare-disease knowledge-graph lookup, HPO matching, SUS coverage, reference-centre and trial retrieval."],"limitation":"Static access-layer review; populated graph and update provenance not independently inspected. Phenotype overlap/similarity is not diagnostic probability; disease twin label does not establish a causal simulator. Curated coverage or treatment hypotheses need source confirmation.","url":"https://github.com/rarasai/raras","primarySourceURLs":["https://github.com/rarasAI/raras"],"id":"RWE-3147","relevance":{"id":"RWE-3147","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Brazilian rare-disease knowledge-graph lookup, HPO matching, SUS coverage, reference-centre and trial retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rarasAI/raras"],"reviewGroup":"clinical-trial-workflow"}},{"name":"rootsbymenda/cannabis-mcp-server","kind":"Research tool","category":"Regulatory & Product Data","summary":"Cannabis contaminant-testing requirements and controlled-substance regulatory reference retrieval.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rootsbymenda/cannabis-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Cannabis contaminant-testing requirements and controlled-substance regulatory reference retrieval."],"limitation":"D1 query implementation inspected; curated database contents and completeness not independently checked. Search is capped, coverage varies by source. Regulatory retrieval is not validated product compliance certification; publisher first/only claims not adopted.","url":"https://github.com/rootsbymenda/cannabis-mcp-server","primarySourceURLs":["https://github.com/rootsbymenda/cannabis-mcp-server"],"id":"RWE-3148","relevance":{"id":"RWE-3148","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Cannabis contaminant-testing requirements and controlled-substance regulatory reference retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rootsbymenda/cannabis-mcp-server"],"reviewGroup":"health-product-and-safety-data"}},{"name":"sourabhnk/mosaic-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Preclinical knowledge-graph tool layer for target/compound/literature/trial retrieval and exploratory hypotheses.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sourabhnk/mosaic-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Preclinical knowledge-graph tool layer for target/compound/literature/trial retrieval and exploratory hypotheses."],"limitation":"Self-hosted package requires a populated compatible PostgreSQL database; curated data is separately hosted. Review covered MCP entry point and selected functions, not every query. Confidence badges and hypothesis scores are not clinical validation. Workspace tools include writes.","url":"https://github.com/sourabhnk/mosaic-mcp","primarySourceURLs":["https://github.com/sourabhnk/mosaic-mcp"],"id":"RWE-3150","relevance":{"id":"RWE-3150","decision":"Core","rationale":"Retain the documented evidence function: Trial and scholarly literature retrieval only; preclinical target/compound hypothesis functions excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Trial and scholarly literature retrieval only; preclinical target/compound hypothesis functions excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sourabhnk/mosaic-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"stayce/icd-mcp-cloudflare","kind":"Research tool","category":"RWE Data & Analytics","summary":"WHO ICD-10/ICD-11 classification lookup, search, hierarchy and code validation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stayce/icd-mcp-cloudflare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["WHO ICD-10/ICD-11 classification lookup, search, hierarchy and code validation."],"limitation":"Default releases are ICD-10 2019 and ICD-11 2024-01 unless configured. Children and text details are capped; exceptions may become not-found responses. Autocoding is a source matching tool, not established diagnostic correctness or calibrated probability.","url":"https://github.com/stayce/icd-mcp-cloudflare","primarySourceURLs":["https://github.com/stayce/icd-mcp-cloudflare"],"id":"RWE-3151","relevance":{"id":"RWE-3151","decision":"Core","rationale":"WHO ICD-10/ICD-11 classification lookup, search, hierarchy and code validation. The selected clinical classification or phenotype value-set interface is a necessary clinical-data harmonization method, without coding-validity claims.","relevanceBasis":"WHO ICD-10/ICD-11 classification lookup, search, hierarchy and code validation. Limits: Default releases are ICD-10 2019 and ICD-11 2024-01 unless configured. Children and text details are capped; exceptions may become not-found responses. Autocoding is a source matching tool, not established diagnostic correctness or calibrated probability.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/stayce/icd-mcp-cloudflare"],"reviewGroup":"clinical-terminology-phenotyping"}},{"name":"m190/usefulapi-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reviewed components: healthie: Healthie patient, charting-form, document and metric retrieval through a hosted practice API connector.; metriport: Metriport patient, facility and medical-document retrieval plus query initiation through a hosted connector.; io.usefulapi/cliniko: Cliniko patient and clinical treatment-note retrieval. Additional reviewed component details are listed below.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"m190/usefulapi-mcp","website":"GitHub","packages":"healthie; metriport","workflowFit":["RWE Data & Analytics"],"capabilities":["healthie: Healthie patient, charting-form, document and metric retrieval through a hosted practice API connector.","metriport: Metriport patient, facility and medical-document retrieval plus query initiation through a hosted connector.","io.usefulapi/cliniko: Cliniko patient and clinical treatment-note retrieval.","io.usefulapi/vital: Vital connected wearable, activity, sleep and laboratory result retrieval."],"limitation":"healthie: Documentation only; API key and underlying practice access required. Includes task/note writes and subscription-management tools. No research consent, de-identification, cohort completeness or validated analytics established. metriport: Documentation only; key and underlying data-access rights required. Includes patient creation and document/consolidated-query writes. FHIR data accessibility does not establish consent, de-identification or analytic validity. io.usefulapi/cliniko: API key/access required; practice-management writes also exposed; no research consent or de-identification assurance. io.usefulapi/vital: API key/underlying permissions required; access is not complete cohort ascertainment or analytic validation. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/m190/usefulapi-mcp","primarySourceURLs":["https://github.com/m190/usefulapi-mcp"],"id":"RWE-3152","relevance":{"id":"RWE-3152","decision":"Core","rationale":"healthie: Healthie patient, charting-form, document and metric retrieval through a hosted practice API connector.; metriport: Metriport patient, facility and…. The selected function accesses clinical records, health observations, patient-reported outcomes or an explicit clinical data-model query workflow; access does not establish analytic validity.","relevanceBasis":"Reviewed components: healthie: Healthie patient, charting-form, document and metric retrieval through a hosted practice API connector.; metriport: Metriport patient, facility and medical-document retrieval plus query initiation through a hosted connector.; io.usefulapi/cliniko: Cliniko patient and clinical treatment-note retrieval. Additional reviewed component details are listed below. Limits: healthie: Documentation only; API key and underlying practice access required. Includes task/note writes and subscription-management tools. No research consent, de-identification, cohort completeness or validated analytics established. metriport: Documentation only; key and underlying data-access rights required. Includes patient creation and document/consolidated-query writes. FHIR data accessibility does not establish consent, de-identification or analytic validity. io.usefulapi/cliniko: API key/access required; practice-management writes also exposed; no research consent or de-identification assurance. io.usefulapi/vital: API key/underlying permissions required; access is not complete cohort ascertainment or analytic validation. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/m190/usefulapi-mcp"],"reviewGroup":"clinical-data-access-harmonization"}},{"name":"aimplifier/neuro-mcp","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"MNE neurophysiology loading, filtering, ICA, event/epoch, spectral and ERP workflows; dataset/EHR/annotation management.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aimplifier/neuro-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["MNE neurophysiology loading, filtering, ICA, event/epoch, spectral and ERP workflows; dataset/EHR/annotation management."],"limitation":"Tools operate on supplied data and mutate sessions, files and database records. Inspected selected processing and data tools; no signal-processing benchmarks, clinical safety or complete audit/security validation.","url":"https://github.com/aimplifier/neuro-mcp","primarySourceURLs":["https://github.com/AImplifier/neuro-mcp"],"id":"RWE-3153","relevance":{"id":"RWE-3153","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"MNE neurophysiology loading, filtering, ICA, event/epoch, spectral and ERP workflows; dataset/EHR/annotation management.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/AImplifier/neuro-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"braynexservices/nigeria-mcp","kind":"Research tool","category":"Public health & surveillance","summary":"Nigeria national UN SDG series lookup including mortality and health determinants.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"braynexservices/nigeria-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Nigeria national UN SDG series lookup including mortality and health determinants."],"limitation":"Offline mock provider is default; real-data mode requires SDG_PROVIDER=unsdg. National headline row selection is heuristic with dimension pins and first-row choice; not general subgroup analysis. Pagination capped at 40 pages; no population-level causal inference.","url":"https://github.com/braynexservices/nigeria-mcp","primarySourceURLs":["https://github.com/Braynexservices/nigeria-mcp"],"id":"RWE-3154","relevance":{"id":"RWE-3154","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Nigeria national UN SDG series lookup including mortality and health determinants.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Braynexservices/nigeria-mcp"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"CounterScript","kind":"MCP server","category":"RWE Data & Analytics","summary":"Reviewed components: https://rx.agentlookups.ai/: CMS NADAC drug acquisition benchmarks and documented drug_price MCP lookup with source-file provenance.; drug-price reference lookup: Retrieve CMS NADAC drug acquisition-cost benchmarks, listed alternatives and associated federal pricing references.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"drug-price reference lookup","workflowFit":["RWE Data & Analytics"],"capabilities":["https://rx.agentlookups.ai/: CMS NADAC drug acquisition benchmarks and documented drug_price MCP lookup with source-file provenance.","drug-price reference lookup: Retrieve CMS NADAC drug acquisition-cost benchmarks, listed alternatives and associated federal pricing references."],"limitation":"https://rx.agentlookups.ai/: Estimated cash-price ranges add a dispensing assumption; they are not observed patient payments, coverage determinations, or guaranteed pharmacy prices. drug-price reference lookup: Acquisition cost is not price owed; fair-cash numbers add a modeled dispensing-fee band and are not paid claims. Matching, weekly-source refresh and Medicare/generic mappings not independently validated.","url":"https://rx.agentlookups.ai","primarySourceURLs":["https://rx.agentlookups.ai/","https://rx.agentlookups.ai","https://rx.agentlookups.ai/llms.txt"],"id":"RWE-3155","relevance":{"id":"RWE-3155","decision":"Core","rationale":"CMS NADAC drug acquisition benchmarks and documented drug_price MCP lookup with source-file provenance.; drug-price reference lookup: Retrieve CMS NADAC drug…. The selected records explicitly concern healthcare datasets, providers, health materials/prices, regulation or health-policy sources; no population risk, causal effect or price comparability is inferred.","relevanceBasis":"Reviewed components: https://rx.agentlookups.ai/: CMS NADAC drug acquisition benchmarks and documented drug_price MCP lookup with source-file provenance.; drug-price reference lookup: Retrieve CMS NADAC drug acquisition-cost benchmarks, listed alternatives and associated federal pricing references. Limits: https://rx.agentlookups.ai/: Estimated cash-price ranges add a dispensing assumption; they are not observed patient payments, coverage determinations, or guaranteed pharmacy prices. drug-price reference lookup: Acquisition cost is not price owed; fair-cash numbers add a modeled dispensing-fee band and are not paid claims. Matching, weekly-source refresh and Medicare/generic mappings not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://rx.agentlookups.ai/","https://rx.agentlookups.ai","https://rx.agentlookups.ai/llms.txt"],"reviewGroup":"health-data-policy-cost-reference"}},{"name":"DropWatch Health","kind":"Research tool","category":"Regulatory & Product Data","summary":"Reviewed components: https://health.dropwatchhq.com/: Provider lookup, OIG exclusion lookup/feed and FDA enforcement reference tools.; public provider and enforcement records: Retrieve public CMS NPPES provider, HHS-OIG exclusion and FDA enforcement reference records.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"public provider and enforcement records","workflowFit":["Regulatory & Product Data"],"capabilities":["https://health.dropwatchhq.com/: Provider lookup, OIG exclusion lookup/feed and FDA enforcement reference tools.","public provider and enforcement records: Retrieve public CMS NPPES provider, HHS-OIG exclusion and FDA enforcement reference records."],"limitation":"https://health.dropwatchhq.com/: Coverage is limited/seeded rather than the full provider universe; sample specialty pages contain inconsistencies. Identity matching and historical completeness are unvalidated; paid monitoring can write watchlists/webhooks. public provider and enforcement records: Name matches can be false positives; SAM integration is conditional, exclusion history starts with accumulated snapshots, and no-match is not clearance. Counts, freshness and source joins not independently tested.","url":"https://health.dropwatchhq.com","primarySourceURLs":["https://health.dropwatchhq.com/","https://health.dropwatchhq.com","https://health.dropwatchhq.com/developers"],"id":"RWE-3156","relevance":{"id":"RWE-3156","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"https://health.dropwatchhq.com/: Provider lookup, OIG exclusion lookup/feed and FDA enforcement reference tools.; public provider and enforcement records: Retrieve public CMS NPPES provider, HHS-OIG exclusion and FDA enforcement reference records.","evidenceLevel":"published-card","evidenceRefs":["https://health.dropwatchhq.com/","https://health.dropwatchhq.com","https://health.dropwatchhq.com/developers"],"reviewGroup":"health-product-and-safety-data"}},{"name":"https://meridiantrace.com/agents.html","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medical-device registration, manufacturer, market coverage, predicate and timeline reference tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical-device registration, manufacturer, market coverage, predicate and timeline reference tools."],"limitation":"Publisher counts of jurisdictions differ across documentation. Manufacturer/OEM resolution includes inference; current-only registry sources create survivorship limits. Regulatory listing is not clinical safety or effectiveness evidence.","url":"https://meridiantrace.com/agents.html","primarySourceURLs":["https://meridiantrace.com/agents.html"],"id":"RWE-3157","relevance":{"id":"RWE-3157","decision":"Core","rationale":"Medical-device registration, manufacturer, market coverage, predicate and timeline reference tools. The selected records explicitly concern healthcare datasets, providers, health materials/prices, regulation or health-policy sources; no population risk, causal effect or price comparability is inferred.","relevanceBasis":"Medical-device registration, manufacturer, market coverage, predicate and timeline reference tools. Limits: Publisher counts of jurisdictions differ across documentation. Manufacturer/OEM resolution includes inference; current-only registry sources create survivorship limits. Regulatory listing is not clinical safety or effectiveness evidence.","evidenceLevel":"published-card","evidenceRefs":["https://meridiantrace.com/agents.html"],"reviewGroup":"health-data-policy-cost-reference"}},{"name":"https://drgsystem.de/mcp-service","kind":"Research tool","category":"RWE Data & Analytics","summary":"German ICD-10-GM, OPS and related coding/classification catalogue lookup across versions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["German ICD-10-GM, OPS and related coding/classification catalogue lookup across versions."],"limitation":"Public beta with rate limits; catalogue lookup does not validate coding decisions, reimbursement or clinical interpretation. Hosted backend not inspected.","url":"https://drgsystem.de/mcp-service","primarySourceURLs":["https://www.drgsystem.de/mcp-service"],"id":"RWE-3158","relevance":{"id":"RWE-3158","decision":"Core","rationale":"German ICD-10-GM, OPS and related coding/classification catalogue lookup across versions. The selected clinical classification or phenotype value-set interface is a necessary clinical-data harmonization method, without coding-validity claims.","relevanceBasis":"German ICD-10-GM, OPS and related coding/classification catalogue lookup across versions. Limits: Public beta with rate limits; catalogue lookup does not validate coding decisions, reimbursement or clinical interpretation. Hosted backend not inspected.","evidenceLevel":"published-card","evidenceRefs":["https://www.drgsystem.de/mcp-service"],"reviewGroup":"clinical-terminology-phenotyping"}},{"name":"https://eureka.md/mcp","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Practice EHR agent interface for patient records, notes, scheduling, messages and billing workflows.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Practice EHR agent interface for patient records, notes, scheduling, messages and billing workflows."],"limitation":"Account-scoped clinical workflow service with write operations; read-only mode is documented. Research permissions, cohort completeness and clinical validity were not assessed.","url":"https://eureka.md/mcp","primarySourceURLs":["https://eureka.md/mcp"],"id":"RWE-3159","relevance":{"id":"RWE-3159","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Practice EHR agent interface for patient records, notes, scheduling, messages and billing workflows.","evidenceLevel":"published-card","evidenceRefs":["https://eureka.md/mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"https://mcp.nexlab.net/s/peer-research-papers","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Scholarly search, paper/DOI lookup, citation graph, watch cursors, retraction and open-access discovery.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly search, paper/DOI lookup, citation graph, watch cursors, retraction and open-access discovery."],"limitation":"Hosted service and source-specific access limits; backend and retrieval completeness untested. DOI resolution is not evidence validity. Sample configuration uses HTTP; secure authenticated transport needs clarification before adopting that example.","url":"https://mcp.nexlab.net/s/peer-research-papers","primarySourceURLs":["https://mcp.nexlab.net/s/peer-research-papers"],"id":"RWE-3160","relevance":{"id":"RWE-3160","decision":"Core","rationale":"Retain the documented evidence function: Scholarly search, paper/DOI lookup, citation graph, watch cursors, retraction and open-access discovery. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly search, paper/DOI lookup, citation graph, watch cursors, retraction and open-access discovery.","evidenceLevel":"published-card","evidenceRefs":["https://mcp.nexlab.net/s/peer-research-papers"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://vicp-registry.org/mcp-setup","kind":"Research tool","category":"RWE Data & Analytics","summary":"US vaccine-injury compensation case retrieval, source-linked full text, case statistics and legal-actor lookup.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["US vaccine-injury compensation case retrieval, source-linked full text, case statistics and legal-actor lookup."],"limitation":"AI-assisted extraction may err. Compensation decisions and case proportions are not population vaccine risk, incidence or causal-effect estimates.","url":"https://vicp-registry.org/mcp-setup","primarySourceURLs":["https://vicp-registry.org/mcp-setup"],"id":"RWE-3162","relevance":{"id":"RWE-3162","decision":"Core","rationale":"US vaccine-injury compensation case retrieval, source-linked full text, case statistics and legal-actor lookup. The selected records explicitly concern healthcare datasets, providers, health materials/prices, regulation or health-policy sources; no population risk, causal effect or price comparability is inferred.","relevanceBasis":"US vaccine-injury compensation case retrieval, source-linked full text, case statistics and legal-actor lookup. Limits: AI-assisted extraction may err. Compensation decisions and case proportions are not population vaccine risk, incidence or causal-effect estimates.","evidenceLevel":"published-card","evidenceRefs":["https://vicp-registry.org/mcp-setup"],"reviewGroup":"health-data-policy-cost-reference"}},{"name":"https://exatoshi.uk/developers","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Hosted asynchronous literature research, paper/evidence retrieval and DOI verification tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Hosted asynchronous literature research, paper/evidence retrieval and DOI verification tools."],"limitation":"Paid/keyed backend not inspected. DOI existence and PRISMA-labelled output do not establish valid synthesis, exhaustive searching or accurate claims.","url":"https://exatoshi.uk/developers","primarySourceURLs":["https://exatoshi.uk/developers"],"id":"RWE-3163","relevance":{"id":"RWE-3163","decision":"Core","rationale":"Retain the documented evidence function: Hosted asynchronous literature research, paper/evidence retrieval and DOI verification tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Hosted asynchronous literature research, paper/evidence retrieval and DOI verification tools.","evidenceLevel":"published-card","evidenceRefs":["https://exatoshi.uk/developers"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cletcher/chaprola-mcp","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Generic hosted data processing with explicit FHIR-format import parameters and documented export support.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cletcher/chaprola-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Generic hosted data processing with explicit FHIR-format import parameters and documented export support."],"limitation":"Inspected wrapper passes format to a hosted backend; FHIR conformance, lossless round trips and clinical research fitness are unvalidated. Includes account, data, code execution, publishing, scheduling and messaging writes; BAA guardrails are not certification.","url":"https://github.com/cletcher/chaprola-mcp","primarySourceURLs":["https://github.com/cletcher/chaprola-mcp"],"id":"RWE-3165","relevance":{"id":"RWE-3165","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Generic hosted data processing with explicit FHIR-format import parameters and documented export support.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cletcher/chaprola-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"do-droid/busan-essentials","kind":"Research tool","category":"RWE Data & Analytics","summary":"Busan pharmacy/AED and accessibility-location discovery from government open data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"do-droid/busan-essentials","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Busan pharmacy/AED and accessibility-location discovery from government open data."],"limitation":"Adjacent health-access data, not epidemiological modelling. Search limits and missing pharmacy attributes constrain coverage; toilet coordinates may be district centroids, not facility locations. Subway tool is a placeholder. Feedback submission writes externally; backend datasets uninspected.","url":"https://github.com/do-droid/busan-essentials","primarySourceURLs":["https://github.com/do-droid/busan-essentials"],"id":"RWE-3167","relevance":{"id":"RWE-3167","decision":"Core","rationale":"Busan pharmacy/AED and accessibility-location discovery from government open data. The selected records explicitly concern healthcare datasets, providers, health materials/prices, regulation or health-policy sources; no population risk, causal effect or price comparability is inferred.","relevanceBasis":"Busan pharmacy/AED and accessibility-location discovery from government open data. Limits: Adjacent health-access data, not epidemiological modelling. Search limits and missing pharmacy attributes constrain coverage; toilet coordinates may be district centroids, not facility locations. Subway tool is a placeholder. Feedback submission writes externally; backend datasets uninspected.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/do-droid/busan-essentials"],"reviewGroup":"health-data-policy-cost-reference"}},{"name":"edithatogo/healthpoint-rs","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Healthpoint healthcare-service, organisation and location lookup through a typed FHIR client and MCP interface.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"edithatogo/healthpoint-rs","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Healthpoint healthcare-service, organisation and location lookup through a typed FHIR client and MCP interface."],"limitation":"Real access requires licensed Healthpoint credentials; synthetic/mock deployment paths are separate. Reviewed client implementation and validation documentation, not licensed live data or actual live validation results.","url":"https://github.com/edithatogo/healthpoint-rs","primarySourceURLs":["https://github.com/edithatogo/healthpoint-rs"],"id":"RWE-3168","relevance":{"id":"RWE-3168","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Healthpoint healthcare-service, organisation and location lookup through a typed FHIR client and MCP interface.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/edithatogo/healthpoint-rs"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"encodi/validar-codigo-medico","kind":"Research tool","category":"RWE Data & Analytics","summary":"ICD-10-CM catalogue membership lookup and CPT format classification.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"encodi/validar-codigo-medico","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ICD-10-CM catalogue membership lookup and CPT format classification."],"limitation":"CPT valid means syntactic format only, not membership in a licensed CPT catalogue. ICD catalogue provenance is documented but individual entries were not compared with the source release. FY2026 scope, 100-code cap and paid x402 calls; no clinical or billing correctness guarantee.","url":"https://github.com/encodi/validar-codigo-medico","primarySourceURLs":["https://github.com/encodi/validar-codigo-medico"],"id":"RWE-3169","relevance":{"id":"RWE-3169","decision":"Core","rationale":"ICD-10-CM catalogue membership lookup and CPT format classification. The selected clinical classification or phenotype value-set interface is a necessary clinical-data harmonization method, without coding-validity claims.","relevanceBasis":"ICD-10-CM catalogue membership lookup and CPT format classification. Limits: CPT valid means syntactic format only, not membership in a licensed CPT catalogue. ICD catalogue provenance is documented but individual entries were not compared with the source release. FY2026 scope, 100-code cap and paid x402 calls; no clinical or billing correctness guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/encodi/validar-codigo-medico"],"reviewGroup":"clinical-terminology-phenotyping"}},{"name":"h2-papers/h2-papers-mcp-server","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Topic-specific hydrogen literature search/detail, editorial topic views and reported device-incident references.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"h2-papers/h2-papers-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Topic-specific hydrogen literature search/detail, editorial topic views and reported device-incident references."],"limitation":"Wrapper reaches a curated hosted corpus. Completeness, editorial selection, claimed safety thresholds and therapeutic effectiveness were not validated; inclusion supports literature retrieval only.","url":"https://github.com/h2-papers/h2-papers-mcp-server","primarySourceURLs":["https://github.com/h2-papers/h2-papers-mcp-server"],"id":"RWE-3170","relevance":{"id":"RWE-3170","decision":"Core","rationale":"Retain the documented evidence function: Topic-specific hydrogen literature search/detail, editorial topic views and reported device-incident references. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Topic-specific hydrogen literature search/detail, editorial topic views and reported device-incident references.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/h2-papers/h2-papers-mcp-server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hifarrer/ccwai-api","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Oncology literature, trial and regulatory-approval retrieval; documented biomedical prediction endpoints.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hifarrer/ccwai-api","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Oncology literature, trial and regulatory-approval retrieval; documented biomedical prediction endpoints."],"limitation":"Public repository documents hosted tools but does not expose the backend. Key/rate limits apply. Model predictions and the product name do not establish cancer treatment efficacy or clinical validation.","url":"https://github.com/hifarrer/ccwai-api","primarySourceURLs":["https://github.com/hifarrer/ccwai-api"],"id":"RWE-3171","relevance":{"id":"RWE-3171","decision":"Core","rationale":"Retain the documented evidence function: Oncology literature, trials and regulatory-approval records only; biomedical predictions excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Oncology literature, trials and regulatory-approval records only; biomedical predictions excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hifarrer/ccwai-api"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lozit/mcp-freestyle","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Read-only recent FreeStyle glucose measurements and short-horizon history via unofficial LibreLinkUp/LibreView APIs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lozit/mcp-freestyle","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Read-only recent FreeStyle glucose measurements and short-horizon history via unofficial LibreLinkUp/LibreView APIs."],"limitation":"Requires phone uploads, follower sharing and credentials. Approximately 12-hour history; source availability and measurement validity not independently tested. Individual-data access is not a ready research cohort or a medical device.","url":"https://github.com/lozit/mcp-freestyle","primarySourceURLs":["https://github.com/lozit/mcp-freestyle"],"id":"RWE-3172","relevance":{"id":"RWE-3172","decision":"Core","rationale":"Retain the documented evidence function: Read-only recent FreeStyle glucose measurements and short-horizon history via unofficial LibreLinkUp/LibreView APIs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Read-only recent FreeStyle glucose measurements and short-horizon history via unofficial LibreLinkUp/LibreView APIs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lozit/mcp-freestyle"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"malkreide/bag-health-mcp","kind":"Research tool","category":"Public health & surveillance","summary":"Swiss infectious-disease surveillance, export and population-indicator tools spanning BAG, Obsan, Versorgungsatlas and HBSC.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"malkreide/bag-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Swiss infectious-disease surveillance, export and population-indicator tools spanning BAG, Obsan, Versorgungsatlas and HBSC."],"limitation":"Source-defined dimensions, suppressed cells, weekly updates and response caps apply. HBSC example is national only; aggregate series do not establish individual effects. Source-specific licence assumptions need checking before reuse; runtime and full parsing paths untested.","url":"https://github.com/malkreide/bag-health-mcp","primarySourceURLs":["https://github.com/malkreide/bag-health-mcp"],"id":"RWE-3173","relevance":{"id":"RWE-3173","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Swiss infectious-disease surveillance, export and population-indicator tools spanning BAG, Obsan, Versorgungsatlas and HBSC.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/malkreide/bag-health-mcp"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"microqueryhq/microquery-mcp","kind":"Research tool","category":"Biomedical & Bioinformatics","summary":"Dataset/schema discovery and hosted SQL over FDA, trials, literature and genomic reference datasets.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"microqueryhq/microquery-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Dataset/schema discovery and hosted SQL over FDA, trials, literature and genomic reference datasets."],"limitation":"Backend/data coverage uninspected. Query can automatically register using the OS username, persist a token and request account top-ups. Cross-database joins are not supported. Documentation examples include inconsistent SQL and unsupported causal explanations; FAERS counts are not incidence.","url":"https://github.com/microqueryhq/microquery-mcp","primarySourceURLs":["https://github.com/microqueryhq/microquery-mcp"],"id":"RWE-3174","relevance":{"id":"RWE-3174","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Dataset/schema discovery and hosted SQL over FDA, trials, literature and genomic reference datasets.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/microqueryhq/microquery-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"nous-ehr/claude_pallas_extension","kind":"Research tool","category":"RWE Data & Analytics","summary":"Athenahealth integration knowledge-base search and DataView schema/join/workflow guidance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nous-ehr/claude_pallas_extension","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Athenahealth integration knowledge-base search and DataView schema/join/workflow guidance."],"limitation":"Documentation assistance, not direct execution of a validated clinical cohort. Reviewed search/view handlers; KB accuracy and safety-rate claims unvalidated. KB has noncommercial data licensing; feedback/telemetry and review tools can write state.","url":"https://github.com/nous-ehr/claude_pallas_extension","primarySourceURLs":["https://github.com/nous-ehr/claude_pallas_extension"],"id":"RWE-3175","relevance":{"id":"RWE-3175","decision":"Core","rationale":"Athenahealth integration knowledge-base search and DataView schema/join/workflow guidance. The selected function accesses clinical records, health observations, patient-reported outcomes or an explicit clinical data-model query workflow; access does not establish analytic validity.","relevanceBasis":"Athenahealth integration knowledge-base search and DataView schema/join/workflow guidance. Limits: Documentation assistance, not direct execution of a validated clinical cohort. Reviewed search/view handlers; KB accuracy and safety-rate claims unvalidated. KB has noncommercial data licensing; feedback/telemetry and review tools can write state.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nous-ehr/claude_pallas_extension"],"reviewGroup":"clinical-data-access-harmonization"}},{"name":"penny4nonsense/mcp-scholaris","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Academic search across PubMed, Semantic Scholar and arXiv with open-access text retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"penny4nonsense/mcp-scholaris","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic search across PubMed, Semantic Scholar and arXiv with open-access text retrieval."],"limitation":"Selected handlers inspected; source adapters not fully reviewed. Small top-N previews, truncated abstracts and silent full-text fallback failures prevent claims of exhaustive or validated synthesis.","url":"https://github.com/penny4nonsense/mcp-scholaris","primarySourceURLs":["https://github.com/penny4nonsense/mcp-scholaris"],"id":"RWE-3176","relevance":{"id":"RWE-3176","decision":"Core","rationale":"Retain the documented evidence function: Academic search across PubMed, Semantic Scholar and arXiv with open-access text retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic search across PubMed, Semantic Scholar and arXiv with open-access text retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/penny4nonsense/mcp-scholaris"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jackkuo666/sci-hub-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"MCP paper DOI/title/keyword search, metadata lookup and documented available-PDF retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackkuo666/sci-hub-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["MCP paper DOI/title/keyword search, metadata lookup and documented available-PDF retrieval."],"limitation":"External mirror availability and content access not tested; retrieval output not evidence-quality validation.","url":"https://github.com/jackkuo666/sci-hub-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/JackKuo666/Sci-Hub-MCP-Server/HEAD/README.md"],"id":"RWE-3178","relevance":{"id":"RWE-3178","decision":"Core","rationale":"Retain the documented evidence function: MCP paper DOI/title/keyword search, metadata lookup and documented available-PDF retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"MCP paper DOI/title/keyword search, metadata lookup and documented available-PDF retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackkuo666/sci-hub-mcp-server","https://raw.githubusercontent.com/JackKuo666/Sci-Hub-MCP-Server/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"imbad0202/experiment-agent","kind":"Research tool","category":"Trials & Study Design","summary":"Research experiment skill with run/manage/validate/plan modes, human-study protocol tracking, statistics interpretation and reproducibility checks.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"imbad0202/experiment-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Research experiment skill with run/manage/validate/plan modes, human-study protocol tracking, statistics interpretation and reproducibility checks."],"limitation":"Prompt/workflow package, not IRB approval or validated statistical reasoning.","url":"https://github.com/imbad0202/experiment-agent","primarySourceURLs":["https://raw.githubusercontent.com/Imbad0202/experiment-agent/HEAD/README.md","https://raw.githubusercontent.com/Imbad0202/academic-research-skills/main/README.md","https://github.com/Imbad0202/experiment-agent"],"id":"RWE-3180","relevance":{"id":"RWE-3180","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Research experiment skill with run/manage/validate/plan modes, human-study protocol tracking, statistics interpretation and reproducibility checks.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Imbad0202/experiment-agent/HEAD/README.md","https://raw.githubusercontent.com/Imbad0202/academic-research-skills/main/README.md","https://github.com/Imbad0202/experiment-agent"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"cadasto/openehr-assistant-mcp","kind":"MCP server","category":"OMOP & terminology","summary":"openEHR MCP retrieval of CKM archetypes/templates, AQL, terminology and specification guidance.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cadasto/openehr-assistant-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["openEHR MCP retrieval of CKM archetypes/templates, AQL, terminology and specification guidance."],"limitation":"Pre-release; semantic/syntax suggestions not verified clinical models.","url":"https://github.com/cadasto/openehr-assistant-mcp","primarySourceURLs":["https://raw.githubusercontent.com/cadasto/openehr-assistant-mcp/HEAD/README.md","https://raw.githubusercontent.com/Cadasto/openehr-assistant-plugin/main/README.md","https://github.com/cadasto/openehr-assistant-mcp"],"id":"RWE-3182","relevance":{"id":"RWE-3182","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"openEHR MCP retrieval of CKM archetypes/templates, AQL, terminology and specification guidance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cadasto/openehr-assistant-mcp/HEAD/README.md","https://raw.githubusercontent.com/Cadasto/openehr-assistant-plugin/main/README.md","https://github.com/cadasto/openehr-assistant-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"dsebastien/ai-skill-arxiv","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Agent skills search arXiv metadata, retrieve paper text with tiered fallback and maintain query watchlists.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dsebastien/ai-skill-arxiv","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Agent skills search arXiv metadata, retrieve paper text with tiered fallback and maintain query watchlists."],"limitation":"Monitor requires search skill; external text/API availability and summaries untested.","url":"https://github.com/dsebastien/ai-skill-arxiv","primarySourceURLs":["https://raw.githubusercontent.com/dsebastien/ai-skill-arxiv/HEAD/README.md","https://raw.githubusercontent.com/dsebastien/ai-skill-scholar/main/README.md","https://github.com/dsebastien/ai-skill-arxiv"],"id":"RWE-3183","relevance":{"id":"RWE-3183","decision":"Core","rationale":"Retain the documented evidence function: Agent skills search arXiv metadata, retrieve paper text with tiered fallback and maintain query watchlists. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Agent skills search arXiv metadata, retrieve paper text with tiered fallback and maintain query watchlists.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dsebastien/ai-skill-arxiv","https://raw.githubusercontent.com/dsebastien/ai-skill-arxiv/HEAD/README.md","https://raw.githubusercontent.com/dsebastien/ai-skill-scholar/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nvidia-ai-blueprints/aiq","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"AI-Q research backend includes Google Scholar paper search provider and cited research/report workflows through CLI, UI and MCP orchestration.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nvidia-ai-blueprints/aiq","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["AI-Q research backend includes Google Scholar paper search provider and cited research/report workflows through CLI, UI and MCP orchestration."],"limitation":"Paper-search connector is opt-in/commented in default profiles; provider keys and configuration needed. No broad scientific validity claim.","url":"https://github.com/nvidia-ai-blueprints/aiq","primarySourceURLs":["https://raw.githubusercontent.com/NVIDIA-AI-Blueprints/aiq-research-assistant/HEAD/README.md","https://raw.githubusercontent.com/NVIDIA-AI-Blueprints/biomedical-aiq-research-agent/main/README.md","https://github.com/NVIDIA-AI-Blueprints/aiq-research-assistant","https://api.github.com/repos/NVIDIA-AI-Blueprints/aiq-research-assistant"],"id":"RWE-3185","relevance":{"id":"RWE-3185","decision":"Core","rationale":"Retain the documented evidence function: Configured Google Scholar paper-search provider only; broad agent report automation excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Configured Google Scholar paper-search provider only; broad agent report automation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nvidia-ai-blueprints/aiq","https://raw.githubusercontent.com/NVIDIA-AI-Blueprints/aiq-research-assistant/HEAD/README.md","https://raw.githubusercontent.com/NVIDIA-AI-Blueprints/biomedical-aiq-research-agent/main/README.md","https://github.com/NVIDIA-AI-Blueprints/aiq-research-assistant","https://api.github.com/repos/NVIDIA-AI-Blueprints/aiq-research-assistant"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"plagtech/spraay-x402-gateway","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Spraay MCP-linked gateway research endpoints expose OpenAlex, arXiv, Crossref, PubChem and PubMed lookup.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"plagtech/spraay-x402-gateway","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Spraay MCP-linked gateway research endpoints expose OpenAlex, arXiv, Crossref, PubChem and PubMed lookup."],"limitation":"Only research endpoint component, paid micropayments and upstream limits; not whole financial gateway.","url":"https://github.com/plagtech/spraay-x402-gateway","primarySourceURLs":["https://raw.githubusercontent.com/plagtech/spraay-x402-gateway/HEAD/README.md","https://gateway.spraay.app/.well-known/x402.json","https://github.com/plagtech/spraay-x402-gateway"],"id":"RWE-3188","relevance":{"id":"RWE-3188","decision":"Core","rationale":"Retain the documented evidence function: OpenAlex/arXiv/Crossref/PubMed scholarly lookup only; financial gateway and molecular PubChem operations excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenAlex/arXiv/Crossref/PubMed scholarly lookup only; financial gateway and molecular PubChem operations excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/plagtech/spraay-x402-gateway","https://raw.githubusercontent.com/plagtech/spraay-x402-gateway/HEAD/README.md","https://gateway.spraay.app/.well-known/x402.json"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"1anj/academic-integrity-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Academic integrity self-audit skill maps figures and screens image reuse, statistics, citation consistency and source-data discrepancies.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"1anj/academic-integrity-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic integrity self-audit skill maps figures and screens image reuse, statistics, citation consistency and source-data discrepancies."],"limitation":"Screening flags for human review, not misconduct findings or proven fraud.","url":"https://github.com/1anj/academic-integrity-skill","primarySourceURLs":["https://raw.githubusercontent.com/1anj/academic-integrity-skill/HEAD/README.md","https://raw.githubusercontent.com/wanshuiyin/Anti-Autoresearch/HEAD/README.md","https://github.com/1anj/academic-integrity-skill"],"id":"RWE-3189","relevance":{"id":"RWE-3189","decision":"Core","rationale":"Retain the documented evidence function: Academic integrity self-audit skill maps figures and screens image reuse, statistics, citation consistency and source-data discrepancies. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic integrity self-audit skill maps figures and screens image reuse, statistics, citation consistency and source-data discrepancies.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/1anj/academic-integrity-skill","https://raw.githubusercontent.com/1anj/academic-integrity-skill/HEAD/README.md","https://raw.githubusercontent.com/wanshuiyin/Anti-Autoresearch/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nvidia-medtech/medical-ai-skills","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medical AI skills wrap DICOM preflight/metadata/CT volume conversion and NVIDIA CT/CTMR segmentation and finetuning with evidence manifests.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nvidia-medtech/medical-ai-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical AI skills wrap DICOM preflight/metadata/CT volume conversion and NVIDIA CT/CTMR segmentation and finetuning with evidence manifests."],"limitation":"Only named shipping skills; local medical research data/tool dependencies. Publisher verification claims not independently reproduced; not diagnostic validation.","url":"https://github.com/nvidia-medtech/medical-ai-skills","primarySourceURLs":["https://raw.githubusercontent.com/NVIDIA-Medtech/medical-AI-skills/HEAD/README.md","https://raw.githubusercontent.com/NVIDIA/skills/HEAD/README.md","https://github.com/NVIDIA-Medtech/medical-AI-skills"],"id":"RWE-3190","relevance":{"id":"RWE-3190","decision":"Core","rationale":"Medical AI skills wrap DICOM preflight/metadata/CT volume conversion and NVIDIA CT/CTMR segmentation and finetuning with evidence manifests. The selected DICOM metadata/preflight and CT conversion component is clinical-data preparation; model training and diagnostic segmentation claims do not supply the relevance basis.","relevanceBasis":"Medical AI skills wrap DICOM preflight/metadata/CT volume conversion and NVIDIA CT/CTMR segmentation and finetuning with evidence manifests. Limits: Only named shipping skills; local medical research data/tool dependencies. Publisher verification claims not independently reproduced; not diagnostic validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/NVIDIA-Medtech/medical-AI-skills/HEAD/README.md","https://raw.githubusercontent.com/NVIDIA/skills/HEAD/README.md","https://github.com/NVIDIA-Medtech/medical-AI-skills"],"reviewGroup":"clinical-data-preparation"}},{"name":"fino-wind/vaultbeat-apple-health","kind":"MCP server","category":"RWE Data & Analytics","summary":"Reviewed components: https://github.com/Fino-wind/vaultbeat-apple-health: Local Vaultbeat MCP decrypts and exposes Apple Health sleep/vital/activity data with owner filtering and provenance.; io.github.Fino-wind/vaultbeat-apple-health: Pinned local MCP source exposes Apple Health histories through Vaultbeat.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fino-wind/vaultbeat-apple-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["https://github.com/Fino-wind/vaultbeat-apple-health: Local Vaultbeat MCP decrypts and exposes Apple Health sleep/vital/activity data with owner filtering and provenance.","io.github.Fino-wind/vaultbeat-apple-health: Pinned local MCP source exposes Apple Health histories through Vaultbeat."],"limitation":"https://github.com/Fino-wind/vaultbeat-apple-health: Private pairing required; ownerless aggregates can mix people. README has conflicting broad read/write introduction versus read-only core description; approve documented read data only. io.github.Fino-wind/vaultbeat-apple-health: Pinned local MCP source exposes Apple Health histories through Vaultbeat. Encryption/privacy claims unaudited; README contains conflicting read/write statements and notes owner omission can pool partners, so no blanket read-only or isolation claim.","url":"https://github.com/fino-wind/vaultbeat-apple-health","primarySourceURLs":["https://raw.githubusercontent.com/Fino-wind/vaultbeat-apple-health/HEAD/README.md","https://github.com/Fino-wind/vaultbeat-apple-health/blob/09e30dfcf0849a7e3c59d20989ecc527635eb3dd/README.md","https://github.com/Fino-wind/vaultbeat-apple-health"],"id":"RWE-3191","relevance":{"id":"RWE-3191","decision":"Core","rationale":"Local Vaultbeat MCP decrypts and exposes Apple Health sleep/vital/activity data with owner filtering and provenance.; io.github.Fino-wind/vaultbeat-apple-health:…. The selected function accesses clinical records, health observations, patient-reported outcomes or an explicit clinical data-model query workflow; access does not establish analytic validity.","relevanceBasis":"Reviewed components: https://github.com/Fino-wind/vaultbeat-apple-health: Local Vaultbeat MCP decrypts and exposes Apple Health sleep/vital/activity data with owner filtering and provenance.; io.github.Fino-wind/vaultbeat-apple-health: Pinned local MCP source exposes Apple Health histories through Vaultbeat. Limits: https://github.com/Fino-wind/vaultbeat-apple-health: Private pairing required; ownerless aggregates can mix people. README has conflicting broad read/write introduction versus read-only core description; approve documented read data only. io.github.Fino-wind/vaultbeat-apple-health: Pinned local MCP source exposes Apple Health histories through Vaultbeat. Encryption/privacy claims unaudited; README contains conflicting read/write statements and notes owner omission can pool partners, so no blanket read-only or isolation claim.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Fino-wind/vaultbeat-apple-health/HEAD/README.md","https://github.com/Fino-wind/vaultbeat-apple-health/blob/09e30dfcf0849a7e3c59d20989ecc527635eb3dd/README.md","https://github.com/Fino-wind/vaultbeat-apple-health"],"reviewGroup":"clinical-data-access-harmonization"}},{"name":"almostjacked/health-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Reviewed components: https://github.com/almostjacked/health-mcp: Self-hosted health MCP exposes user Apple Health weight/body composition/nutrition/water data via owned Supabase storage.; Health Data (your own Supabase): Repository and MCP registration expose user-owned Supabase health observations synced from Apple Health.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"almostjacked/health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["https://github.com/almostjacked/health-mcp: Self-hosted health MCP exposes user Apple Health weight/body composition/nutrition/water data via owned Supabase storage.","Health Data (your own Supabase): Repository and MCP registration expose user-owned Supabase health observations synced from Apple Health."],"limitation":"https://github.com/almostjacked/health-mcp: Personal raw data connector, not validated outcome measurement or fitness guidance. Health Data (your own Supabase): Repository and MCP registration expose user-owned Supabase health observations synced from Apple Health. Self-hosting and access configuration required; zero-custody/privacy claims not audited.","url":"https://github.com/almostjacked/health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/almostjacked/health-mcp/HEAD/README.md","https://github.com/almostjacked/health-mcp/blob/e002cedb3882708255348ff0a8e2bae66cc195e6/README.md","https://github.com/almostjacked/health-mcp"],"id":"RWE-3192","relevance":{"id":"RWE-3192","decision":"Core","rationale":"Self-hosted health MCP exposes user Apple Health weight/body composition/nutrition/water data via owned Supabase storage.; Health Data (your own Supabase): Repository…. The selected function accesses clinical records, health observations, patient-reported outcomes or an explicit clinical data-model query workflow; access does not establish analytic validity.","relevanceBasis":"Reviewed components: https://github.com/almostjacked/health-mcp: Self-hosted health MCP exposes user Apple Health weight/body composition/nutrition/water data via owned Supabase storage.; Health Data (your own Supabase): Repository and MCP registration expose user-owned Supabase health observations synced from Apple Health. Limits: https://github.com/almostjacked/health-mcp: Personal raw data connector, not validated outcome measurement or fitness guidance. Health Data (your own Supabase): Repository and MCP registration expose user-owned Supabase health observations synced from Apple Health. Self-hosting and access configuration required; zero-custody/privacy claims not audited.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/almostjacked/health-mcp/HEAD/README.md","https://github.com/almostjacked/health-mcp/blob/e002cedb3882708255348ff0a8e2bae66cc195e6/README.md","https://github.com/almostjacked/health-mcp"],"reviewGroup":"clinical-data-access-harmonization"}},{"name":"davidmosiah/samsung-health-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Reviewed components: https://github.com/davidmosiah/samsung-health-mcp: Samsung Health MCP reads local activity/sleep/heart/stress CSV or ZIP exports for agents.; io.github.davidmosiah/samsung-health-mcp: Samsung Health CSV/ZIP export reader with MCP entry and skill.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"davidmosiah/samsung-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["https://github.com/davidmosiah/samsung-health-mcp: Samsung Health MCP reads local activity/sleep/heart/stress CSV or ZIP exports for agents.","io.github.davidmosiah/samsung-health-mcp: Samsung Health CSV/ZIP export reader with MCP entry and skill."],"limitation":"https://github.com/davidmosiah/samsung-health-mcp: Unofficial local export connector; sensor validity and completeness not assessed. io.github.davidmosiah/samsung-health-mcp: Samsung Health CSV/ZIP export reader with MCP entry and skill. Export coverage and measurement validity not tested.","url":"https://github.com/davidmosiah/samsung-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/davidmosiah/samsung-health-mcp/HEAD/README.md","https://github.com/davidmosiah/samsung-health-mcp/blob/633cd180964bbf4bd2ef8297cda12efd65aeb155/README.md","https://github.com/davidmosiah/samsung-health-mcp"],"id":"RWE-3193","relevance":{"id":"RWE-3193","decision":"Core","rationale":"Samsung Health MCP reads local activity/sleep/heart/stress CSV or ZIP exports for agents.; io.github.davidmosiah/samsung-health-mcp: Samsung Health CSV/ZIP export…. The selected function accesses clinical records, health observations, patient-reported outcomes or an explicit clinical data-model query workflow; access does not establish analytic validity.","relevanceBasis":"Reviewed components: https://github.com/davidmosiah/samsung-health-mcp: Samsung Health MCP reads local activity/sleep/heart/stress CSV or ZIP exports for agents.; io.github.davidmosiah/samsung-health-mcp: Samsung Health CSV/ZIP export reader with MCP entry and skill. Limits: https://github.com/davidmosiah/samsung-health-mcp: Unofficial local export connector; sensor validity and completeness not assessed. io.github.davidmosiah/samsung-health-mcp: Samsung Health CSV/ZIP export reader with MCP entry and skill. Export coverage and measurement validity not tested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/davidmosiah/samsung-health-mcp/HEAD/README.md","https://github.com/davidmosiah/samsung-health-mcp/blob/633cd180964bbf4bd2ef8297cda12efd65aeb155/README.md","https://github.com/davidmosiah/samsung-health-mcp"],"reviewGroup":"clinical-data-access-harmonization"}},{"name":"malkreide/eth-library-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"ETH Library MCP full-text/discovery/archive/resource-type search.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"malkreide/eth-library-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ETH Library MCP full-text/discovery/archive/resource-type search."],"limitation":"Six current tools; removed persons API explicitly excluded. Requires library API access, no universal holdings/fulltext access claim.","url":"https://github.com/malkreide/eth-library-mcp","primarySourceURLs":["https://raw.githubusercontent.com/malkreide/eth-library-mcp/HEAD/README.md","https://github.com/malkreide/swiss-academic-libraries-mcp/blob/29c9d605a581e7b6a307a9697215767fdb5be6ae/README.md","https://github.com/malkreide/eth-library-mcp"],"id":"RWE-3194","relevance":{"id":"RWE-3194","decision":"Core","rationale":"ETH Library MCP full-text/discovery/archive/resource-type search. The selected document extraction, scholarly dataset/literature discovery or source-linked evidence compilation supplies a necessary research evidence-access workflow, with completeness limits retained.","relevanceBasis":"ETH Library MCP full-text/discovery/archive/resource-type search. Limits: Six current tools; removed persons API explicitly excluded. Requires library API access, no universal holdings/fulltext access claim.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/malkreide/eth-library-mcp/HEAD/README.md","https://github.com/malkreide/swiss-academic-libraries-mcp/blob/29c9d605a581e7b6a307a9697215767fdb5be6ae/README.md","https://github.com/malkreide/eth-library-mcp"],"reviewGroup":"evidence-document-data-retrieval"}},{"name":"mlintangmz2765/scholar-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Reviewed components: https://github.com/mlintangmz2765/Scholar-MCP: Scholar MCP metadata/search and citation lineage via Scopus/OpenAlex/Semantic Scholar plus DOI-to-open-PDF resolution.; io.github.mlintangmz2765/scholar: Pinned server exposes multi-engine scholarly metadata and retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mlintangmz2765/scholar-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["https://github.com/mlintangmz2765/Scholar-MCP: Scholar MCP metadata/search and citation lineage via Scopus/OpenAlex/Semantic Scholar plus DOI-to-open-PDF resolution.","io.github.mlintangmz2765/scholar: Pinned server exposes multi-engine scholarly metadata and retrieval."],"limitation":"https://github.com/mlintangmz2765/Scholar-MCP: Keys required for some providers; abstract/fulltext availability varies. Approve legitimate scholarly retrieval, not fulltext availability guarantees. io.github.mlintangmz2765/scholar: Pinned server exposes multi-engine scholarly metadata and retrieval. Access sources vary and includes unauthorized-access fallback in README; card must describe source/rights limits and not advertise guaranteed full text or hardened status.","url":"https://github.com/mlintangmz2765/scholar-mcp","primarySourceURLs":["https://raw.githubusercontent.com/mlintangmz2765/Scholar-MCP/HEAD/README.md","https://github.com/mlintangmz2765/Scholar-MCP/blob/65ebee8efc2bf4dc90a55fc519aa21d34efb351f/README.md","https://github.com/mlintangmz2765/Scholar-MCP"],"id":"RWE-3195","relevance":{"id":"RWE-3195","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: https://github.com/mlintangmz2765/Scholar-MCP: Scholar MCP metadata/search and citation lineage via Scopus/OpenAlex/Semantic Scholar plus DOI-to-open-PDF resolution.; io.github.mlintangmz2765/scholar: Pinned server exposes multi-engine scholarly metadata and retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: https://github.com/mlintangmz2765/Scholar-MCP: Scholar MCP metadata/search and citation lineage via Scopus/OpenAlex/Semantic Scholar plus DOI-to-open-PDF resolution.; io.github.mlintangmz2765/scholar: Pinned server exposes multi-engine scholarly metadata and retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mlintangmz2765/scholar-mcp","https://raw.githubusercontent.com/mlintangmz2765/Scholar-MCP/HEAD/README.md","https://github.com/mlintangmz2765/Scholar-MCP/blob/65ebee8efc2bf4dc90a55fc519aa21d34efb351f/README.md","https://github.com/mlintangmz2765/Scholar-MCP"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"shawnnygoh/arxiv-scout","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"arXiv Scout MCP search, metadata/batch retrieval, PDF extraction and Semantic Scholar reference/citation tools plus paper-summary prompts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shawnnygoh/arxiv-scout","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["arXiv Scout MCP search, metadata/batch retrieval, PDF extraction and Semantic Scholar reference/citation tools plus paper-summary prompts.","Canonical arxiv-scout README documents arXiv search, metadata, PDF extraction and Semantic Scholar citation lookup."],"limitation":"External rate limits and extraction limitations; generated syntheses unverified. Canonical arxiv-scout README documents arXiv search, metadata, PDF extraction and Semantic Scholar citation lookup. PDF parsing, API availability and preprint coverage constrain interpretation and completeness.","url":"https://github.com/shawnnygoh/arxiv-scout","primarySourceURLs":["https://raw.githubusercontent.com/shawnnygoh/arxiv-scout/HEAD/README.md","https://github.com/shawnnygoh/arxiv-scout"],"id":"RWE-3196","relevance":{"id":"RWE-3196","decision":"Core","rationale":"Retain the documented evidence function: arXiv Scout MCP search, metadata/batch retrieval, PDF extraction and Semantic Scholar reference/citation tools plus paper-summary prompts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"arXiv Scout MCP search, metadata/batch retrieval, PDF extraction and Semantic Scholar reference/citation tools plus paper-summary prompts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shawnnygoh/arxiv-scout","https://raw.githubusercontent.com/shawnnygoh/arxiv-scout/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jackkuo666/semanticscholar-search-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Semantic Scholar search skill retrieves paper/author metadata and citation/reference lists with JSON output.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackkuo666/semanticscholar-search-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Semantic Scholar search skill retrieves paper/author metadata and citation/reference lists with JSON output."],"limitation":"Metadata access not study-quality assessment; API limits apply.","url":"https://github.com/jackkuo666/semanticscholar-search-skill","primarySourceURLs":["https://raw.githubusercontent.com/JackKuo666/semanticScholar-search-skill/HEAD/README.md","https://github.com/pantheon-org/tekhne/blob/0b01025351a08da35e5330d1a658c7b8a977537e/skills/documentation/research/semantic-scholar-search/SKILL.md","https://github.com/JackKuo666/semanticScholar-search-skill"],"id":"RWE-3197","relevance":{"id":"RWE-3197","decision":"Core","rationale":"Retain the documented evidence function: Semantic Scholar search skill retrieves paper/author metadata and citation/reference lists with JSON output. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Semantic Scholar search skill retrieves paper/author metadata and citation/reference lists with JSON output.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackkuo666/semanticscholar-search-skill","https://raw.githubusercontent.com/JackKuo666/semanticScholar-search-skill/HEAD/README.md","https://github.com/pantheon-org/tekhne/blob/0b01025351a08da35e5330d1a658c7b8a977537e/skills/documentation/research/semantic-scholar-search/SKILL.md","https://github.com/JackKuo666/semanticScholar-search-skill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"null12138/paperflow","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Paperflow AI/JSON API runs asynchronous WOS/PubMed/EuropePMC searches, deduplicates library records and prepares accessible-PDF archives.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"null12138/paperflow","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paperflow AI/JSON API runs asynchronous WOS/PubMed/EuropePMC searches, deduplicates library records and prepares accessible-PDF archives."],"limitation":"WOS authorization and publisher access required; no JCR scraping/fulltext completeness guarantee.","url":"https://github.com/null12138/paperflow","primarySourceURLs":["https://raw.githubusercontent.com/null12138/paperflow/HEAD/README.md","https://github.com/null12138/paperflow-skill/blob/97feafa3f41588fe79e834b8aff94819c48137f4/SKILL.md","https://github.com/null12138/paperflow"],"id":"RWE-3198","relevance":{"id":"RWE-3198","decision":"Core","rationale":"Retain the documented evidence function: Paperflow AI/JSON API runs asynchronous WOS/PubMed/EuropePMC searches, deduplicates library records and prepares accessible-PDF archives. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paperflow AI/JSON API runs asynchronous WOS/PubMed/EuropePMC searches, deduplicates library records and prepares accessible-PDF archives.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/null12138/paperflow","https://raw.githubusercontent.com/null12138/paperflow/HEAD/README.md","https://github.com/null12138/paperflow-skill/blob/97feafa3f41588fe79e834b8aff94819c48137f4/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sadeekfarhan21/clinova","kind":"Research tool","category":"OMOP & terminology","summary":"PICO question, target-trial protocol, rubric iteration, OMOP concept lookup and generated analysis-code agent pipeline.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sadeekfarhan21/clinova","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["PICO question, target-trial protocol, rubric iteration, OMOP concept lookup and generated analysis-code agent pipeline."],"limitation":"Virtual clinical-trial design/simulation prototype; claimed trial replication and hypothesis validation are not demonstrated causal or clinical validity.","url":"https://github.com/sadeekfarhan21/clinova","primarySourceURLs":["https://raw.githubusercontent.com/SadeekFarhan21/Clinova/main/README.md","https://github.com/SadeekFarhan21/Clinova"],"id":"RWE-3199","relevance":{"id":"RWE-3199","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"PICO question, target-trial protocol, rubric iteration, OMOP concept lookup and generated analysis-code agent pipeline.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SadeekFarhan21/Clinova/main/README.md","https://github.com/SadeekFarhan21/Clinova"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"jacobjameson/tte_cc","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Interactive TTE skills specify protocols/time zero/estimands, produce R matching, standardization, IPW, sequential-trial and cloning-censoring-weighting analyses, check balance and report.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jacobjameson/tte_cc","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Interactive TTE skills specify protocols/time zero/estimands, produce R matching, standardization, IPW, sequential-trial and cloning-censoring-weighting analyses, check balance and report."],"limitation":"Independent toolkit with synthetic teaching data; documented estimators and tests not executed here; assumptions and causal identification require expert judgment.","url":"https://github.com/jacobjameson/tte_cc","primarySourceURLs":["https://raw.githubusercontent.com/jacobjameson/TTE_CC/main/README.md","https://github.com/jacobjameson/TTE_CC"],"id":"RWE-3200","relevance":{"id":"RWE-3200","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Interactive TTE skills specify protocols/time zero/estimands, produce R matching, standardization, IPW, sequential-trial and cloning-censoring-weighting analyses, check balance and report.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jacobjameson/TTE_CC/main/README.md","https://github.com/jacobjameson/TTE_CC"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"nathalinechanentia/pro-coa-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Trial-context extraction, Neo4j PRO instrument/regulatory evidence retrieval, deterministic instrument scoring, subscale mapping and citation-numbered strategy synthesis for oncology trials.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nathalinechanentia/pro-coa-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Trial-context extraction, Neo4j PRO instrument/regulatory evidence retrieval, deterministic instrument scoring, subscale mapping and citation-numbered strategy synthesis for oncology trials."],"limitation":"Pinned agent.py establishes concrete workflow beyond one-line README. Requires Neo4j and model APIs; ranking weights and regulatory appropriateness not independently validated.","url":"https://github.com/nathalinechanentia/pro-coa-agent","primarySourceURLs":["https://raw.githubusercontent.com/nathalinechanentia/pro-coa-agent/main/README.md","https://raw.githubusercontent.com/nathalinechanentia/pro-coa-agent/a70d56d040453ff31deddb5b8a54f1e8a3a72805/agent.py","https://github.com/nathalinechanentia/pro-coa-agent"],"id":"RWE-3201","relevance":{"id":"RWE-3201","decision":"Core","rationale":"Retain the documented evidence function: Trial-context extraction, Neo4j PRO instrument/regulatory evidence retrieval, deterministic instrument scoring, subscale mapping and citation-numbered strategy synthesis for oncology trials. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Trial-context extraction, Neo4j PRO instrument/regulatory evidence retrieval, deterministic instrument scoring, subscale mapping and citation-numbered strategy synthesis for oncology trials.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nathalinechanentia/pro-coa-agent","https://raw.githubusercontent.com/nathalinechanentia/pro-coa-agent/main/README.md","https://raw.githubusercontent.com/nathalinechanentia/pro-coa-agent/a70d56d040453ff31deddb5b8a54f1e8a3a72805/agent.py"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dandychux/raecer-bot","kind":"Research tool","category":"RWE Data & Analytics","summary":"Conversational GPT-4 patient-reported symptom capture, ClinicalBERT extraction and PRO-CTCAE code mapping through session API.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dandychux/raecer-bot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Conversational GPT-4 patient-reported symptom capture, ClinicalBERT extraction and PRO-CTCAE code mapping through session API."],"limitation":"Primary API_README concerns cancer symptoms while metadata says postcontrast outcomes; include documented PRO collection only. No validation of coding accuracy or HIPAA claim.","url":"https://github.com/dandychux/raecer-bot","primarySourceURLs":["https://raw.githubusercontent.com/DandyChux/raecer-bot/main/README.md","https://raw.githubusercontent.com/DandyChux/raecer-bot/66facbbf5227818e2d8688cb0ac50d30ca88bb0f/API_README.md","https://github.com/DandyChux/raecer-bot"],"id":"RWE-3202","relevance":{"id":"RWE-3202","decision":"Core","rationale":"Conversational GPT-4 patient-reported symptom capture, ClinicalBERT extraction and PRO-CTCAE code mapping through session API. The selected function accesses clinical records, health observations, patient-reported outcomes or an explicit clinical data-model query workflow; access does not establish analytic validity.","relevanceBasis":"Conversational GPT-4 patient-reported symptom capture, ClinicalBERT extraction and PRO-CTCAE code mapping through session API. Limits: Primary API_README concerns cancer symptoms while metadata says postcontrast outcomes; include documented PRO collection only. No validation of coding accuracy or HIPAA claim.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DandyChux/raecer-bot/main/README.md","https://raw.githubusercontent.com/DandyChux/raecer-bot/66facbbf5227818e2d8688cb0ac50d30ca88bb0f/API_README.md","https://github.com/DandyChux/raecer-bot"],"reviewGroup":"clinical-data-access-harmonization"}},{"name":"numina-systems/sirona","kind":"Research tool","category":"RWE Data & Analytics","summary":"Sentinel CDM CLI agent generates TypeScript tool calls for DuckDB SQL/schema queries, codelist joins and CSV exports over local parquet/CSV/SAS data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"numina-systems/sirona","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Sentinel CDM CLI agent generates TypeScript tool calls for DuckDB SQL/schema queries, codelist joins and CSV exports over local parquet/CSV/SAS data."],"limitation":"Requires own data and provider key; generated analyses and sandbox boundaries not runtime audited; no causal-effect validity claim.","url":"https://github.com/numina-systems/sirona","primarySourceURLs":["https://raw.githubusercontent.com/Numina-Systems/Sirona/main/README.md","https://github.com/Numina-Systems/Sirona"],"id":"RWE-3203","relevance":{"id":"RWE-3203","decision":"Core","rationale":"Sentinel CDM CLI agent generates TypeScript tool calls for DuckDB SQL/schema queries, codelist joins and CSV exports over local parquet/CSV/SAS data. The selected function accesses clinical records, health observations, patient-reported outcomes or an explicit clinical data-model query workflow; access does not establish analytic validity.","relevanceBasis":"Sentinel CDM CLI agent generates TypeScript tool calls for DuckDB SQL/schema queries, codelist joins and CSV exports over local parquet/CSV/SAS data. Limits: Requires own data and provider key; generated analyses and sandbox boundaries not runtime audited; no causal-effect validity claim.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Numina-Systems/Sirona/main/README.md","https://github.com/Numina-Systems/Sirona"],"reviewGroup":"clinical-data-access-harmonization"}},{"name":"tpapak/mcp-netmeta","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP netmeta R network meta-analysis, arm-to-contrast conversion, league tables, P-score rankings and network/forest data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tpapak/mcp-netmeta","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP netmeta R network meta-analysis, arm-to-contrast conversion, league tables, P-score rankings and network/forest data.","Netmeta MCP network meta-analysis through pinned R netmeta development version."],"limitation":"Self-hosted instructions qualify; public CINeMA endpoint is explicitly coming soon. Statistical assumptions and live outputs not tested. Development pin and network transitivity/consistency assumptions require validation.","url":"https://github.com/tpapak/mcp-netmeta","primarySourceURLs":["https://raw.githubusercontent.com/tpapak/mcp-netmeta/main/README.md","https://github.com/tpapak/mcp-netmeta"],"id":"RWE-3204","relevance":{"id":"RWE-3204","decision":"Core","rationale":"MCP netmeta R network meta-analysis, arm-to-contrast conversion, league tables, P-score rankings and network/forest data. The selected R network meta-analysis interface is an explicit evidence-synthesis method, subject to transitivity and consistency assumptions.","relevanceBasis":"MCP netmeta R network meta-analysis, arm-to-contrast conversion, league tables, P-score rankings and network/forest data. Limits: Self-hosted instructions qualify; public CINeMA endpoint is explicitly coming soon. Statistical assumptions and live outputs not tested. Development pin and network transitivity/consistency assumptions require validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tpapak/mcp-netmeta/main/README.md","https://github.com/tpapak/mcp-netmeta"],"reviewGroup":"evidence-synthesis-method"}},{"name":"doromoro/literature_screening_agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Korean screening-triage workflow suggests title/abstract inclusion and produces human-review queue spreadsheets and Rayyan import exports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"doromoro/literature_screening_agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Korean screening-triage workflow suggests title/abstract inclusion and produces human-review queue spreadsheets and Rayyan import exports."],"limitation":"Human screening assistance; export/import requires review and does not replace final eligibility decisions.","url":"https://github.com/doromoro/literature_screening_agent","primarySourceURLs":["https://raw.githubusercontent.com/doromoro/literature_screening_agent/main/README.md","https://github.com/doromoro/literature_screening_agent"],"id":"RWE-3205","relevance":{"id":"RWE-3205","decision":"Core","rationale":"Retain the documented evidence function: Korean screening-triage workflow suggests title/abstract inclusion and produces human-review queue spreadsheets and Rayyan import exports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Korean screening-triage workflow suggests title/abstract inclusion and produces human-review queue spreadsheets and Rayyan import exports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/doromoro/literature_screening_agent","https://raw.githubusercontent.com/doromoro/literature_screening_agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"vivizero/systematic-review-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"LangGraph PubMed/arXiv protocol/PICO search, hybrid ranking, structured screening with human interrupts, exact-substring abstract evidence and synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vivizero/systematic-review-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["LangGraph PubMed/arXiv protocol/PICO search, hybrid ranking, structured screening with human interrupts, exact-substring abstract evidence and synthesis."],"limitation":"Mock mode and Qwen mode distinct; exact-substring grounding does not establish validity/exhaustive evidence, and documented40-paper benchmark is limited.","url":"https://github.com/vivizero/systematic-review-agent","primarySourceURLs":["https://raw.githubusercontent.com/vivizero/systematic-review-agent/main/README.md","https://github.com/vivizero/systematic-review-agent"],"id":"RWE-3206","relevance":{"id":"RWE-3206","decision":"Core","rationale":"Retain the documented evidence function: LangGraph PubMed/arXiv protocol/PICO search, hybrid ranking, structured screening with human interrupts, exact-substring abstract evidence and synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"LangGraph PubMed/arXiv protocol/PICO search, hybrid ranking, structured screening with human interrupts, exact-substring abstract evidence and synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vivizero/systematic-review-agent","https://raw.githubusercontent.com/vivizero/systematic-review-agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"elzaem121/literature-review-mas","kind":"Research tool","category":"RWE Data & Analytics","summary":"Multi-agent OpenAlex search expansion, criterion screening, accessible PDF retrieval, chunk retrieval and structured extraction.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"elzaem121/literature-review-mas","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Multi-agent OpenAlex search expansion, criterion screening, accessible PDF retrieval, chunk retrieval and structured extraction."],"limitation":"Student prototype; open-weight inference requires GPU deployment, PDF access limits; retry branching and human-in-loop are planned next steps.","url":"https://github.com/elzaem121/literature-review-mas","primarySourceURLs":["https://raw.githubusercontent.com/elzaem121/literature-review-mas/main/README.md","https://github.com/elzaem121/literature-review-mas"],"id":"RWE-3207","relevance":{"id":"RWE-3207","decision":"Core","rationale":"Multi-agent OpenAlex search expansion, criterion screening, accessible PDF retrieval, chunk retrieval and structured extraction. The selected document extraction, scholarly dataset/literature discovery or source-linked evidence compilation supplies a necessary research evidence-access workflow, with completeness limits retained.","relevanceBasis":"Multi-agent OpenAlex search expansion, criterion screening, accessible PDF retrieval, chunk retrieval and structured extraction. Limits: Student prototype; open-weight inference requires GPU deployment, PDF access limits; retry branching and human-in-loop are planned next steps.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/elzaem121/literature-review-mas/main/README.md","https://github.com/elzaem121/literature-review-mas"],"reviewGroup":"evidence-document-data-retrieval"}},{"name":"meitingliu2005-lang/screening-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Literature screening evaluation compares zero-shot/RAG scorers and adaptive selection policies using WSS95 and paired bootstrap on reviewer-labelled SYNERGY records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"meitingliu2005-lang/screening-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature screening evaluation compares zero-shot/RAG scorers and adaptive selection policies using WSS95 and paired bootstrap on reviewer-labelled SYNERGY records."],"limitation":"Single270-record rodent cognition review benchmark; include general screening-method harness, not health effectiveness evidence or validated review automation.","url":"https://github.com/meitingliu2005-lang/screening-agent","primarySourceURLs":["https://raw.githubusercontent.com/meitingliu2005-lang/screening-agent/main/README.md","https://github.com/meitingliu2005-lang/screening-agent"],"id":"RWE-3208","relevance":{"id":"RWE-3208","decision":"Core","rationale":"Retain the documented evidence function: Literature screening evaluation compares zero-shot/RAG scorers and adaptive selection policies using WSS95 and paired bootstrap on reviewer-labelled SYNERGY records. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature screening evaluation compares zero-shot/RAG scorers and adaptive selection policies using WSS95 and paired bootstrap on reviewer-labelled SYNERGY records.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/meitingliu2005-lang/screening-agent","https://raw.githubusercontent.com/meitingliu2005-lang/screening-agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rakibhossain31/llm-drug-safety-review-platform","kind":"Research benchmark","category":"Pharmacovigilance & safety","summary":"Synthetic pharmacovigilance ICSR review-support graph plus120-abstract literature benchmark comparing rule, single-step, graph and bounded-agent workflows.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rakibhossain31/llm-drug-safety-review-platform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Synthetic pharmacovigilance ICSR review-support graph plus120-abstract literature benchmark comparing rule, single-step, graph and bounded-agent workflows."],"limitation":"Synthetic cases, guidance, labels, simulated dual review and adjudication; no real-patient or regulatory performance validation.","url":"https://github.com/rakibhossain31/llm-drug-safety-review-platform","primarySourceURLs":["https://raw.githubusercontent.com/rakibhossain31/llm-drug-safety-review-platform/main/README.md","https://github.com/rakibhossain31/llm-drug-safety-review-platform"],"id":"RWE-3209","relevance":{"id":"RWE-3209","decision":"Core","rationale":"The selected ICSR evidence-review graph is directly pharmacovigilance workflow support; synthetic benchmark performance does not validate regulatory use.","relevanceBasis":"Synthetic pharmacovigilance ICSR review-support graph plus120-abstract literature benchmark comparing rule, single-step, graph and bounded-agent workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rakibhossain31/llm-drug-safety-review-platform/main/README.md","https://github.com/rakibhossain31/llm-drug-safety-review-platform"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"liuhd123/literature-screening-report","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Codex skill inventories scholarly PDFs, extracts text/DOIs, deduplicates, records paper-level evidence/limitations and renders Chinese screening report.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"liuhd123/literature-screening-report","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Codex skill inventories scholarly PDFs, extracts text/DOIs, deduplicates, records paper-level evidence/limitations and renders Chinese screening report."],"limitation":"Documentation-only; DOI verification and generated claim accuracy require checking; not a validated automatic systematic review.","url":"https://github.com/liuhd123/literature-screening-report","primarySourceURLs":["https://raw.githubusercontent.com/Liuhd123/literature-screening-report/main/README.md","https://github.com/Liuhd123/literature-screening-report"],"id":"RWE-3210","relevance":{"id":"RWE-3210","decision":"Core","rationale":"Retain the documented evidence function: Codex skill inventories scholarly PDFs, extracts text/DOIs, deduplicates, records paper-level evidence/limitations and renders Chinese screening report. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Codex skill inventories scholarly PDFs, extracts text/DOIs, deduplicates, records paper-level evidence/limitations and renders Chinese screening report.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/liuhd123/literature-screening-report","https://raw.githubusercontent.com/Liuhd123/literature-screening-report/main/README.md","https://github.com/Liuhd123/literature-screening-report"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yuzheleilei/literature-deep-reader","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Pinned skill provides biomedical/computational paper claim-evidence maps, figure/control/statistical audits, causal-evidence separation and cross-paper matrices.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yuzheleilei/literature-deep-reader","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Pinned skill provides biomedical/computational paper claim-evidence maps, figure/control/statistical audits, causal-evidence separation and cross-paper matrices."],"limitation":"Prompted research-review instructions, no runtime or expert-quality validation; limited by available full text and model judgments.","url":"https://github.com/yuzheleilei/literature-deep-reader","primarySourceURLs":["https://raw.githubusercontent.com/yuzheleilei/literature-deep-reader/main/README.md","https://raw.githubusercontent.com/yuzheleilei/literature-deep-reader/6fc545d7b97af3b5ec252a70bd419e2aa2c639fb/skill.md","https://github.com/yuzheleilei/literature-deep-reader"],"id":"RWE-3211","relevance":{"id":"RWE-3211","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Pinned skill provides biomedical/computational paper claim-evidence maps, figure/control/statistical audits, causal-evidence separation and cross-paper matrices.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/yuzheleilei/literature-deep-reader/main/README.md","https://raw.githubusercontent.com/yuzheleilei/literature-deep-reader/6fc545d7b97af3b5ec252a70bd419e2aa2c639fb/skill.md","https://github.com/yuzheleilei/literature-deep-reader"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"patsnap/mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Reviewed components: Deep Patent Mining MCP Server: MCP access to patent text and classification/application-domain mining supporting scholarly/innovation evidence retrieval.; https://github.com/patsnap/mcp: Patent, scientific-literature, pharmaceutical and trial-data discovery through MCP.; https://github.com/patsnap/mcp: life-sciences/patsnap-pharma-intelligence retrieves drug, target, trial, disease, epidemiology, FDA-label and translational intelligence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"patsnap/mcp","website":"GitHub","packages":"Deep Patent Mining MCP Server","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Deep Patent Mining MCP Server: MCP access to patent text and classification/application-domain mining supporting scholarly/innovation evidence retrieval.","https://github.com/patsnap/mcp: Patent, scientific-literature, pharmaceutical and trial-data discovery through MCP.","https://github.com/patsnap/mcp: life-sciences/patsnap-pharma-intelligence retrieves drug, target, trial, disease, epidemiology, FDA-label and translational intelligence."],"limitation":"Deep Patent Mining MCP Server: Requires Patsnap API key; documentation only. Distinct package from patent-literature-search and Pharma Intelligence; no validation of patent relevance or biomedical conclusions. https://github.com/patsnap/mcp: Proprietary coverage and entitlements apply; database-size claims not independently verified. https://github.com/patsnap/mcp: Distinct component from patent-literature search and chemical ADMET prediction; proprietary entitlements, not independently verified corpus counts or predictive validity. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/patsnap/mcp","primarySourceURLs":["https://open.patsnap.com/marketplace/mcp-servers/patent-mining","https://github.com/patsnap/mcp/blob/main/README.md","https://raw.githubusercontent.com/patsnap/mcp/main/README.md","https://github.com/patsnap/mcp","https://smithery.ai/server/openpatsnap/patsnap-deep-patent-mining"],"id":"RWE-3215","relevance":{"id":"RWE-3215","decision":"Core","rationale":"Retain the documented evidence function: Scientific literature, clinical-trial, epidemiology and FDA-label retrieval only; general patent mining, commercial landscape and molecular drug/target discovery excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scientific literature, clinical-trial, epidemiology and FDA-label retrieval only; general patent mining, commercial landscape and molecular drug/target discovery excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/patsnap/mcp","https://open.patsnap.com/marketplace/mcp-servers/patent-mining","https://github.com/patsnap/mcp/blob/main/README.md","https://raw.githubusercontent.com/patsnap/mcp/main/README.md","https://smithery.ai/server/openpatsnap/patsnap-deep-patent-mining"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"deak-ai/openehr-mcp-server","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"openEHR MCP EHRbase templates, example compositions, EHR lookup and composition access.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"deak-ai/openehr-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["openEHR MCP EHRbase templates, example compositions, EHR lookup and composition access."],"limitation":"Health-data interoperability component; requires own EHRbase and authorization. Writes and clinical correctness not tested.","url":"https://github.com/deak-ai/openehr-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/deak-ai/openehr-mcp-server/HEAD/README.md","https://raw.githubusercontent.com/cadasto/openehr-assistant-mcp/HEAD/README.md","https://github.com/deak-ai/openehr-mcp-server"],"id":"RWE-3216","relevance":{"id":"RWE-3216","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"openEHR MCP EHRbase templates, example compositions, EHR lookup and composition access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/deak-ai/openehr-mcp-server/HEAD/README.md","https://raw.githubusercontent.com/cadasto/openehr-assistant-mcp/HEAD/README.md","https://github.com/deak-ai/openehr-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"karpathy/nanochat","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Specific read-arxiv-paper skill retrieves TeX sources, follows included source files and writes a paper summary.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"karpathy/nanochat","website":"GitHub","packages":".claude/skills/read-arxiv-paper/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Specific read-arxiv-paper skill retrieves TeX sources, follows included source files and writes a paper summary."],"limitation":"Only embedded .claude/skills/read-arxiv-paper component; not nanochat model training. Source archives and generated summaries untested.","url":"https://github.com/karpathy/nanochat","primarySourceURLs":["https://raw.githubusercontent.com/karpathy/nanochat/HEAD/.claude/skills/read-arxiv-paper/SKILL.md","https://raw.githubusercontent.com/dsebastien/ai-skill-arxiv/HEAD/README.md","https://github.com/karpathy/nanochat"],"id":"RWE-3217","relevance":{"id":"RWE-3217","decision":"Core","rationale":"Retain the documented evidence function: Specific read-arxiv-paper skill retrieves TeX sources, follows included source files and writes a paper summary. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Specific read-arxiv-paper skill retrieves TeX sources, follows included source files and writes a paper summary.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/karpathy/nanochat","https://raw.githubusercontent.com/karpathy/nanochat/HEAD/.claude/skills/read-arxiv-paper/SKILL.md","https://raw.githubusercontent.com/dsebastien/ai-skill-arxiv/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"toxmcp/direct-use-exposure-mcp","kind":"Research tool","category":"Regulatory & Product Data","summary":"Deterministic dermal/oral/inhalation product-use exposure scenarios, provenance and PBPK-ready dose handoffs.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"toxmcp/direct-use-exposure-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Deterministic dermal/oral/inhalation product-use exposure scenarios, provenance and PBPK-ready dose handoffs."],"limitation":"External-dose screening only; no PBPK execution, PoD derivation or final risk determination.","url":"https://github.com/toxmcp/direct-use-exposure-mcp","primarySourceURLs":["https://raw.githubusercontent.com/ToxMCP/direct-use-exposure-mcp/HEAD/README.md","https://raw.githubusercontent.com/ToxMCP/toxmcp/HEAD/README.md","https://github.com/ToxMCP/direct-use-exposure-mcp"],"id":"RWE-3222","relevance":{"id":"RWE-3222","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"Deterministic dermal/oral/inhalation product-use exposure scenarios, provenance and PBPK-ready dose handoffs.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ToxMCP/direct-use-exposure-mcp/HEAD/README.md","https://raw.githubusercontent.com/ToxMCP/toxmcp/HEAD/README.md","https://github.com/ToxMCP/direct-use-exposure-mcp"],"reviewGroup":"bounded-research-method"}},{"name":"toxmcp/dietary-exposure-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Dietary residue/food-consumption exposure screening, monitoring-review summaries and PBPK-ready oral-dose exports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"toxmcp/dietary-exposure-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Dietary residue/food-consumption exposure screening, monitoring-review summaries and PBPK-ready oral-dose exports."],"limitation":"Screening only; governed profiles/assumptions, no final regulatory determination or proprietary adapter execution.","url":"https://github.com/toxmcp/dietary-exposure-mcp","primarySourceURLs":["https://raw.githubusercontent.com/ToxMCP/dietary-exposure-mcp/HEAD/README.md","https://raw.githubusercontent.com/ToxMCP/toxmcp/HEAD/README.md","https://github.com/ToxMCP/dietary-exposure-mcp"],"id":"RWE-3223","relevance":{"id":"RWE-3223","decision":"Core","rationale":"Retain the documented evidence function: Dietary residue/food-consumption exposure screening, monitoring-review summaries and PBPK-ready oral-dose exports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Dietary residue/food-consumption exposure screening, monitoring-review summaries and PBPK-ready oral-dose exports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/toxmcp/dietary-exposure-mcp","https://raw.githubusercontent.com/ToxMCP/dietary-exposure-mcp/HEAD/README.md","https://raw.githubusercontent.com/ToxMCP/toxmcp/HEAD/README.md","https://github.com/ToxMCP/dietary-exposure-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"winternewt/futurehouse_mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Edison Scientific MCP chemistry, concise/deep literature, precedent-search and data-analysis task agents with continuation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"winternewt/futurehouse_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Edison Scientific MCP chemistry, concise/deep literature, precedent-search and data-analysis task agents with continuation."],"limitation":"Third-party hosted platform wrapper; account/API access and actual model capability not tested.","url":"https://github.com/winternewt/futurehouse_mcp","primarySourceURLs":["https://raw.githubusercontent.com/winternewt/futurehouse_mcp/HEAD/README.md","https://raw.githubusercontent.com/longevity-genie/holy-bio-mcp/HEAD/README.md","https://github.com/winternewt/futurehouse_mcp"],"id":"RWE-3224","relevance":{"id":"RWE-3224","decision":"Core","rationale":"Retain the documented evidence function: Hosted concise/deep literature retrieval only; chemistry and unspecified data-analysis agents excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Hosted concise/deep literature retrieval only; chemistry and unspecified data-analysis agents excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/winternewt/futurehouse_mcp","https://raw.githubusercontent.com/winternewt/futurehouse_mcp/HEAD/README.md","https://raw.githubusercontent.com/longevity-genie/holy-bio-mcp/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jackkuo666/pubmed-search-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed search skill retrieves E-utilities metadata, performs prompted paper analysis and downloads available PMC fulltext.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackkuo666/pubmed-search-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed search skill retrieves E-utilities metadata, performs prompted paper analysis and downloads available PMC fulltext."],"limitation":"Open-access availability and LLM analysis quality untested; metadata not evidence-quality adjudication.","url":"https://github.com/jackkuo666/pubmed-search-skill","primarySourceURLs":["https://raw.githubusercontent.com/JackKuo666/pubmed-search-skill/HEAD/README.md","https://raw.githubusercontent.com/JackKuo666/semanticScholar-search-skill/HEAD/README.md","https://github.com/JackKuo666/pubmed-search-skill"],"id":"RWE-3228","relevance":{"id":"RWE-3228","decision":"Core","rationale":"Retain the documented evidence function: PubMed search skill retrieves E-utilities metadata, performs prompted paper analysis and downloads available PMC fulltext. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search skill retrieves E-utilities metadata, performs prompted paper analysis and downloads available PMC fulltext.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackkuo666/pubmed-search-skill","https://raw.githubusercontent.com/JackKuo666/pubmed-search-skill/HEAD/README.md","https://raw.githubusercontent.com/JackKuo666/semanticScholar-search-skill/HEAD/README.md","https://github.com/JackKuo666/pubmed-search-skill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jackkuo666/sci-hub-search-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Scholarly search skill uses Crossref title/keyword lookup and DOI metadata with documented download workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackkuo666/sci-hub-search-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly search skill uses Crossref title/keyword lookup and DOI metadata with documented download workflow."],"limitation":"Mirror/fulltext availability not guaranteed or tested; no completeness or permission claim.","url":"https://github.com/jackkuo666/sci-hub-search-skill","primarySourceURLs":["https://raw.githubusercontent.com/JackKuo666/sci-hub-search-skill/HEAD/README.md","https://raw.githubusercontent.com/JackKuo666/semanticScholar-search-skill/HEAD/README.md","https://github.com/JackKuo666/sci-hub-search-skill"],"id":"RWE-3229","relevance":{"id":"RWE-3229","decision":"Core","rationale":"Retain the documented evidence function: Scholarly search skill uses Crossref title/keyword lookup and DOI metadata with documented download workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly search skill uses Crossref title/keyword lookup and DOI metadata with documented download workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackkuo666/sci-hub-search-skill","https://raw.githubusercontent.com/JackKuo666/sci-hub-search-skill/HEAD/README.md","https://raw.githubusercontent.com/JackKuo666/semanticScholar-search-skill/HEAD/README.md","https://github.com/JackKuo666/sci-hub-search-skill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jackkuo666/sci-data-extractor","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Scientific PDF data-extraction skill uses OCR/model calls to produce configurable CSV/Markdown fields and enzyme/experiment/review templates.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackkuo666/sci-data-extractor","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scientific PDF data-extraction skill uses OCR/model calls to produce configurable CSV/Markdown fields and enzyme/experiment/review templates."],"limitation":"Mathpix/model providers optional; table/chart extraction accuracy requires manual verification.","url":"https://github.com/jackkuo666/sci-data-extractor","primarySourceURLs":["https://raw.githubusercontent.com/JackKuo666/sci-data-extractor/HEAD/README.md","https://raw.githubusercontent.com/JackKuo666/semanticScholar-search-skill/HEAD/README.md","https://github.com/JackKuo666/sci-data-extractor"],"id":"RWE-3230","relevance":{"id":"RWE-3230","decision":"Core","rationale":"Retain the documented evidence function: Configurable scholarly review field extraction only; enzyme/wet-lab templates excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Configurable scholarly review field extraction only; enzyme/wet-lab templates excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackkuo666/sci-data-extractor","https://raw.githubusercontent.com/JackKuo666/sci-data-extractor/HEAD/README.md","https://raw.githubusercontent.com/JackKuo666/semanticScholar-search-skill/HEAD/README.md","https://github.com/JackKuo666/sci-data-extractor"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"om-blip/disease-burden-rag-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Disease-burden literature chatbot documents hybrid PDF passage retrieval, reranking and source-linked answers about DALY/YLL/YLD.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"om-blip/disease-burden-rag-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Disease-burden literature chatbot documents hybrid PDF passage retrieval, reranking and source-linked answers about DALY/YLL/YLD."],"limitation":"Retrieval confidence is not calibrated evidence certainty; no disease-burden estimate or epidemiologic validity approval.","url":"https://github.com/om-blip/disease-burden-rag-agent","primarySourceURLs":["https://raw.githubusercontent.com/om-blip/disease-burden-rag-agent/main/README.md","https://github.com/om-blip/disease-burden-rag-agent"],"id":"RWE-6292","relevance":{"id":"RWE-6292","decision":"Core","rationale":"Retain the documented evidence function: Disease-burden literature chatbot documents hybrid PDF passage retrieval, reranking and source-linked answers about DALY/YLL/YLD. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Disease-burden literature chatbot documents hybrid PDF passage retrieval, reranking and source-linked answers about DALY/YLL/YLD.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/om-blip/disease-burden-rag-agent","https://raw.githubusercontent.com/om-blip/disease-burden-rag-agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"square-box-hash/crisiswatch","kind":"Research tool","category":"RWE Data & Analytics","summary":"CrisisWatch source retrieval agent documents WHO/CDC/ECDC/ReliefWeb page collection, human-case extraction, deduplication and source-linked outbreak summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"square-box-hash/crisiswatch","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CrisisWatch source retrieval agent documents WHO/CDC/ECDC/ReliefWeb page collection, human-case extraction, deduplication and source-linked outbreak summaries."],"limitation":"Only source collection/organization approved. Spread projection is roadmap; severity, climate risk and confidence judgments are not validated surveillance measures.","url":"https://github.com/square-box-hash/crisiswatch","primarySourceURLs":["https://raw.githubusercontent.com/square-box-hash/Crisiswatch/main/README.md","https://raw.githubusercontent.com/square-box-hash/Crisiswatch_frontend/main/README.md","https://github.com/square-box-hash/Crisiswatch"],"id":"RWE-6293","relevance":{"id":"RWE-6293","decision":"Core","rationale":"CrisisWatch source retrieval agent documents WHO/CDC/ECDC/ReliefWeb page collection, human-case extraction, deduplication and source-linked outbreak summaries. The explicit human-case outbreak source collection and deduplication workflow serves population-health surveillance; risk and spread predictions remain excluded.","relevanceBasis":"CrisisWatch source retrieval agent documents WHO/CDC/ECDC/ReliefWeb page collection, human-case extraction, deduplication and source-linked outbreak summaries. Limits: Only source collection/organization approved. Spread projection is roadmap; severity, climate risk and confidence judgments are not validated surveillance measures.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/square-box-hash/Crisiswatch/main/README.md","https://raw.githubusercontent.com/square-box-hash/Crisiswatch_frontend/main/README.md","https://github.com/square-box-hash/Crisiswatch"],"reviewGroup":"population-health-surveillance"}},{"name":"colbyw5/phenoforge","kind":"MCP server","category":"RWE Data & Analytics","summary":"PhenoForge MCP assembles semantic value sets with Athena vocabulary loading, hierarchy expansion and phenotype matching.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"colbyw5/phenoforge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["PhenoForge MCP assembles semantic value sets with Athena vocabulary loading, hierarchy expansion and phenotype matching."],"limitation":"Early prototype; retrieval/LLM suggestions must be reviewed for intended cohort validity.","url":"https://github.com/colbyw5/phenoforge","primarySourceURLs":["https://raw.githubusercontent.com/colbyw5/phenoforge/main/README.md","https://github.com/colbyw5/phenoforge"],"id":"RWE-4895","relevance":{"id":"RWE-4895","decision":"Core","rationale":"PhenoForge MCP assembles semantic value sets with Athena vocabulary loading, hierarchy expansion and phenotype matching. The selected clinical classification or phenotype value-set interface is a necessary clinical-data harmonization method, without coding-validity claims.","relevanceBasis":"PhenoForge MCP assembles semantic value sets with Athena vocabulary loading, hierarchy expansion and phenotype matching. Limits: Early prototype; retrieval/LLM suggestions must be reviewed for intended cohort validity.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/colbyw5/phenoforge/main/README.md","https://github.com/colbyw5/phenoforge"],"reviewGroup":"clinical-terminology-phenotyping"}},{"name":"mauroforlin/ebm-lens","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"EBM Lens biomedical evidence discovery documents PICO query planning, provider searches, citation-graph expansion and source-linked reading summaries through an agent tool loop.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mauroforlin/ebm-lens","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["EBM Lens biomedical evidence discovery documents PICO query planning, provider searches, citation-graph expansion and source-linked reading summaries through an agent tool loop."],"limitation":"Study-design tier is not GRADE; citation check verifies existence only, not support. Limited full text and uncalibrated findings caps; hosted demo is15 prerecorded runs.","url":"https://github.com/mauroforlin/ebm-lens","primarySourceURLs":["https://raw.githubusercontent.com/mauroforlin/ebm-lens/main/README.md","https://github.com/mauroforlin/ebm-lens"],"id":"RWE-6295","relevance":{"id":"RWE-6295","decision":"Core","rationale":"Retain the documented evidence function: EBM Lens biomedical evidence discovery documents PICO query planning, provider searches, citation-graph expansion and source-linked reading summaries through an agent tool loop. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"EBM Lens biomedical evidence discovery documents PICO query planning, provider searches, citation-graph expansion and source-linked reading summaries through an agent tool loop.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mauroforlin/ebm-lens","https://raw.githubusercontent.com/mauroforlin/ebm-lens/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aniketkoppaka/deepresearch-multi-agent-research-system","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Kairo documents scholarly document/web retrieval, human query refinement, evidence-source graph and citation-linked academic report export.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aniketkoppaka/deepresearch-multi-agent-research-system","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Kairo documents scholarly document/web retrieval, human query refinement, evidence-source graph and citation-linked academic report export."],"limitation":"Documentation-only research workflow; mock fallback exists. Credibility, contradiction and RAGAS scores do not establish scientific validity or publication readiness.","url":"https://github.com/aniketkoppaka/deepresearch-multi-agent-research-system","primarySourceURLs":["https://raw.githubusercontent.com/Aniketkoppaka/DeepResearch-Multi-Agent-Research-System/main/README.md","https://github.com/Aniketkoppaka/DeepResearch-Multi-Agent-Research-System"],"id":"RWE-6296","relevance":{"id":"RWE-6296","decision":"Core","rationale":"Retain the documented evidence function: Kairo documents scholarly document/web retrieval, human query refinement, evidence-source graph and citation-linked academic report export. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Kairo documents scholarly document/web retrieval, human query refinement, evidence-source graph and citation-linked academic report export.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aniketkoppaka/deepresearch-multi-agent-research-system","https://raw.githubusercontent.com/Aniketkoppaka/DeepResearch-Multi-Agent-Research-System/main/README.md","https://github.com/Aniketkoppaka/DeepResearch-Multi-Agent-Research-System"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mhoc96/active-research-assistant-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Academic research agent retrieves arXiv/OpenAlex/Semantic Scholar results, ingests arXiv PDFs, maps sentence queries to source passages and exports citation bundles.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mhoc96/active-research-assistant-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic research agent retrieves arXiv/OpenAlex/Semantic Scholar results, ingests arXiv PDFs, maps sentence queries to source passages and exports citation bundles."],"limitation":"Reranker threshold/candidate count is not evidence sufficiency or entailment validation; arXiv-only full-PDF ingestion, bounded discovery rounds, external model/API dependencies.","url":"https://github.com/mhoc96/active-research-assistant-agent","primarySourceURLs":["https://raw.githubusercontent.com/MHOC96/Active-Research-Assistant-Agent/main/README.md","https://github.com/MHOC96/Active-Research-Assistant-Agent"],"id":"RWE-6298","relevance":{"id":"RWE-6298","decision":"Core","rationale":"Retain the documented evidence function: Academic research agent retrieves arXiv/OpenAlex/Semantic Scholar results, ingests arXiv PDFs, maps sentence queries to source passages and exports citation bundles. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic research agent retrieves arXiv/OpenAlex/Semantic Scholar results, ingests arXiv PDFs, maps sentence queries to source passages and exports citation bundles.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mhoc96/active-research-assistant-agent","https://raw.githubusercontent.com/MHOC96/Active-Research-Assistant-Agent/main/README.md","https://github.com/MHOC96/Active-Research-Assistant-Agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dipesh4000/analytiq_bot","kind":"Research tool","category":"RWE Data & Analytics","summary":"Telegram agent discovers public datasets, extracts CSV/TSV/Excel/HTML/PDF tables, runs read-only DuckDB and deterministic arithmetic/statistics, returns answer plus JSONL source trace.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dipesh4000/analytiq_bot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Telegram agent discovers public datasets, extracts CSV/TSV/Excel/HTML/PDF tables, runs read-only DuckDB and deterministic arithmetic/statistics, returns answer plus JSONL source trace."],"limitation":"Coursework implementation; public trace may contain queried data; extraction and model answers need checking. No causal or clinical validity established.","url":"https://github.com/dipesh4000/analytiq_bot","primarySourceURLs":["https://raw.githubusercontent.com/dipesh4000/analytiq_bot/main/README.md","https://github.com/dipesh4000/analytiq_bot"],"id":"RWE-6377","relevance":{"id":"RWE-6377","decision":"Core","rationale":"Telegram agent discovers public datasets, extracts CSV/TSV/Excel/HTML/PDF tables, runs read-only DuckDB and deterministic arithmetic/statistics, returns answer plus…. Tabular extraction, read-only DuckDB and deterministic arithmetic/statistics supply an identifiable data-analysis method; data/answer validity remains untested.","relevanceBasis":"Telegram agent discovers public datasets, extracts CSV/TSV/Excel/HTML/PDF tables, runs read-only DuckDB and deterministic arithmetic/statistics, returns answer plus JSONL source trace. Limits: Coursework implementation; public trace may contain queried data; extraction and model answers need checking. No causal or clinical validity established.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dipesh4000/analytiq_bot/main/README.md","https://github.com/dipesh4000/analytiq_bot"],"reviewGroup":"statistical-data-query-method"}},{"name":"iamcatobot/text2sim-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"SimPy DES and PySD system-dynamics model construction, schema checking, seeded replications, wait/utilization/throughput and time-series output through named MCP tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"iamcatobot/text2sim-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["SimPy DES and PySD system-dynamics model construction, schema checking, seeded replications, wait/utilization/throughput and time-series output through named MCP tools.","Text2Sim exposes JSON-configured discrete-event and system-dynamics simulations, schema validation, model management and repeated simulation summaries through MCP."],"limitation":"Work in progress; schema validity is not empirical model validity; user assumptions, distributions and outputs require validation. Reliability scoring not approved as external validity. Analytical simulation enabler only. Input distributions, warm-up, replication design and health-economic assumptions require investigator specification. Selected DES source dispatches to simulation engines with a legacy fallback; no numerical validation or health-economic model validation was performed.","url":"https://github.com/iamcatobot/text2sim-mcp-server","primarySourceURLs":["https://github.com/IamCatoBot/text2sim-MCP-server/blob/main/README.md","https://github.com/IamCatoBot/text2sim-MCP-server/blob/main/mcp_server/tools/des_tools.py","https://raw.githubusercontent.com/IamCatoBot/text2sim-MCP-server/main/README.md","https://github.com/IamCatoBot/text2sim-MCP-server","https://api.github.com/repos/IamCatoBot/text2sim-MCP-server/contents/mcp_server/tools/des_tools.py?ref=main"],"id":"RWE-6378","relevance":{"id":"RWE-6378","decision":"Core","rationale":"SimPy DES and PySD system-dynamics model construction, schema checking, seeded replications, wait/utilization/throughput and time-series output through named MCP tools. The selected queueing or discrete-event simulation contract is an identifiable analytical method transferable to health-service and economic modelling, with assumption/calibration limits retained.","relevanceBasis":"SimPy DES and PySD system-dynamics model construction, schema checking, seeded replications, wait/utilization/throughput and time-series output through named MCP tools. Limits: Work in progress; schema validity is not empirical model validity; user assumptions, distributions and outputs require validation. Reliability scoring not approved as external validity. Analytical simulation enabler only. Input distributions, warm-up, replication design and health-economic assumptions require investigator specification. Selected DES source dispatches to simulation engines with a legacy fallback; no numerical validation or health-economic model validation was performed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/IamCatoBot/text2sim-MCP-server/blob/main/README.md","https://github.com/IamCatoBot/text2sim-MCP-server/blob/main/mcp_server/tools/des_tools.py","https://raw.githubusercontent.com/IamCatoBot/text2sim-MCP-server/main/README.md","https://github.com/IamCatoBot/text2sim-MCP-server","https://api.github.com/repos/IamCatoBot/text2sim-MCP-server/contents/mcp_server/tools/des_tools.py?ref=main"],"reviewGroup":"queueing-discrete-event-method"}},{"name":"bulentsoykan/simulation-ai-agent","kind":"MCP component","category":"RWE Data & Analytics","summary":"list_simulations and run_simulation expose parameterized M/M/c queue simulation and wait/system-time/utilization metrics.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bulentsoykan/simulation-ai-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["list_simulations and run_simulation expose parameterized M/M/c queue simulation and wait/system-time/utilization metrics."],"limitation":"Only documented queueing analytical component; manufacturing/logistics workflows and neural predictions are not separately approved; arrival/service assumptions require checking.","url":"https://github.com/bulentsoykan/simulation-ai-agent","primarySourceURLs":["https://raw.githubusercontent.com/bulentsoykan/Simulation-AI-Agent/main/README.md","https://github.com/bulentsoykan/Simulation-AI-Agent"],"id":"RWE-6379","relevance":{"id":"RWE-6379","decision":"Core","rationale":"list_simulations and run_simulation expose parameterized M/M/c queue simulation and wait/system-time/utilization metrics. The selected queueing or discrete-event simulation contract is an identifiable analytical method transferable to health-service and economic modelling, with assumption/calibration limits retained.","relevanceBasis":"list_simulations and run_simulation expose parameterized M/M/c queue simulation and wait/system-time/utilization metrics. Limits: Only documented queueing analytical component; manufacturing/logistics workflows and neural predictions are not separately approved; arrival/service assumptions require checking.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bulentsoykan/Simulation-AI-Agent/main/README.md","https://github.com/bulentsoykan/Simulation-AI-Agent"],"reviewGroup":"queueing-discrete-event-method"}},{"name":"liuxfiu/mcp-des","kind":"MCP component","category":"Regulatory & Product Data","summary":"Generate, execute and explain Simulus queue models; compose ED/OR/pharmacy models with shared resources; retained hospital/14-case reproduction harness.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"liuxfiu/mcp-des","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Generate, execute and explain Simulus queue models; compose ED/OR/pharmacy models with shared resources; retained hospital/14-case reproduction harness."],"limitation":"Generated code and parameter mapping need review; reported offline tests and hosted-LLM benchmark results not independently rerun; hospital example is simulation, not validated clinical policy.","url":"https://github.com/liuxfiu/mcp-des","primarySourceURLs":["https://raw.githubusercontent.com/liuxfiu/mcp-des/main/README.md","https://github.com/liuxfiu/mcp-des"],"id":"RWE-6380","relevance":{"id":"RWE-6380","decision":"Core","rationale":"Explicit ED, operating-room and pharmacy discrete-event models support health-service study methods, while remaining unvalidated simulations.","relevanceBasis":"Generate, execute and explain Simulus queue models; compose ED/OR/pharmacy models with shared resources; retained hospital/14-case reproduction harness.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/liuxfiu/mcp-des/main/README.md","https://github.com/liuxfiu/mcp-des"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"harrymunro/vibe-modelling-skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Structures objectives/scope/variables/constraints and entities/resources/processes before drafting SimPy queue and capacity what-if models.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"harrymunro/vibe-modelling-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Structures objectives/scope/variables/constraints and entities/resources/processes before drafting SimPy queue and capacity what-if models."],"limitation":"Prompt-based modeling assistance, not validated hospital model or autonomous outcome guarantee; generated assumptions and code require expert review.","url":"https://github.com/harrymunro/vibe-modelling-skill","primarySourceURLs":["https://raw.githubusercontent.com/harrymunro/vibe-modelling-skill/main/README.md","https://github.com/harrymunro/vibe-modelling-skill"],"id":"RWE-6381","relevance":{"id":"RWE-6381","decision":"Core","rationale":"Structures objectives/scope/variables/constraints and entities/resources/processes before drafting SimPy queue and capacity what-if models. The selected queueing or discrete-event simulation contract is an identifiable analytical method transferable to health-service and economic modelling, with assumption/calibration limits retained.","relevanceBasis":"Structures objectives/scope/variables/constraints and entities/resources/processes before drafting SimPy queue and capacity what-if models. Limits: Prompt-based modeling assistance, not validated hospital model or autonomous outcome guarantee; generated assumptions and code require expert review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/harrymunro/vibe-modelling-skill/main/README.md","https://github.com/harrymunro/vibe-modelling-skill"],"reviewGroup":"queueing-discrete-event-method"}},{"name":"sim-agent/sketch-to-des-pilot","kind":"Research benchmark","category":"RWE Data & Analytics","summary":"Convert queue-network images to descriptions and schema-validated JSON, then deterministic json2ciw simulation; compare artifacts with ground truth and urgent-care call-centre benchmark.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sim-agent/sketch-to-des-pilot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Convert queue-network images to descriptions and schema-validated JSON, then deterministic json2ciw simulation; compare artifacts with ground truth and urgent-care call-centre benchmark."],"limitation":"Proof of concept evaluated on eight diagrams; LLM-judge metrics and hospital use do not establish external validity; models/GPU requirements documented, not runtime tested.","url":"https://github.com/sim-agent/sketch-to-des-pilot","primarySourceURLs":["https://raw.githubusercontent.com/sim-agent/sketch-to-des-pilot/main/README.md","https://github.com/sim-agent/sketch-to-des-pilot"],"id":"RWE-6382","relevance":{"id":"RWE-6382","decision":"Core","rationale":"Convert queue-network images to descriptions and schema-validated JSON, then deterministic json2ciw simulation; compare artifacts with ground truth and urgent-care…. The selected queueing or discrete-event simulation contract is an identifiable analytical method transferable to health-service and economic modelling, with assumption/calibration limits retained.","relevanceBasis":"Convert queue-network images to descriptions and schema-validated JSON, then deterministic json2ciw simulation; compare artifacts with ground truth and urgent-care call-centre benchmark. Limits: Proof of concept evaluated on eight diagrams; LLM-judge metrics and hospital use do not establish external validity; models/GPU requirements documented, not runtime tested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sim-agent/sketch-to-des-pilot/main/README.md","https://github.com/sim-agent/sketch-to-des-pilot"],"reviewGroup":"queueing-discrete-event-method"}},{"name":"aumsathwara/ai_etl","kind":"MCP server","category":"OMOP & terminology","summary":"OMOPSync MCP orchestrates Synthea-to-OMOP 5.4 ETL plus Achilles and Data Quality Dashboard checks.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aumsathwara/ai_etl","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["OMOPSync MCP orchestrates Synthea-to-OMOP 5.4 ETL plus Achilles and Data Quality Dashboard checks."],"limitation":"Intended synthetic ETL/test pipeline; does not provide real patient data. Consolidate duplicate OMOPSync repositories.","url":"https://github.com/aumsathwara/ai_etl","primarySourceURLs":["https://raw.githubusercontent.com/aumsathwara/AI_ETL/main/README.md","https://github.com/aumsathwara/AI_ETL"],"id":"RWE-4887","relevance":{"id":"RWE-4887","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"OMOPSync MCP orchestrates Synthea-to-OMOP 5.4 ETL plus Achilles and Data Quality Dashboard checks.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aumsathwara/AI_ETL/main/README.md","https://github.com/aumsathwara/AI_ETL"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"hyeonseo04/cliniq-agent","kind":"Research tool","category":"OMOP & terminology","summary":"Generate candidate OMOP table/column data-quality rules and executable Oracle SQL from user-specified target and perspective.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hyeonseo04/cliniq-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Generate candidate OMOP table/column data-quality rules and executable Oracle SQL from user-specified target and perspective."],"limitation":"Sparse documentation; generated rule correctness, clinical relevance and database results not independently verified.","url":"https://github.com/hyeonseo04/cliniq-agent","primarySourceURLs":["https://raw.githubusercontent.com/hyeonseo04/cliniq-agent/main/README.md","https://github.com/hyeonseo04/cliniq-agent"],"id":"RWE-6384","relevance":{"id":"RWE-6384","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Generate candidate OMOP table/column data-quality rules and executable Oracle SQL from user-specified target and perspective.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hyeonseo04/cliniq-agent/main/README.md","https://github.com/hyeonseo04/cliniq-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"fastomop/meda2a_implementation","kind":"Research tool","category":"OMOP & terminology","summary":"Medical A2A OMOP agents translate natural-language questions into OMOP 5.4 queries.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fastomop/meda2a_implementation","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Medical A2A OMOP agents translate natural-language questions into OMOP 5.4 queries."],"limitation":"Explicit active development; claims of complete understanding are not validation.","url":"https://github.com/fastomop/meda2a_implementation","primarySourceURLs":["https://raw.githubusercontent.com/fastomop/medA2A_implementation/main/README.md","https://github.com/fastomop/medA2A_implementation"],"id":"RWE-4891","relevance":{"id":"RWE-4891","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Medical A2A OMOP agents translate natural-language questions into OMOP 5.4 queries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/fastomop/medA2A_implementation/main/README.md","https://github.com/fastomop/medA2A_implementation"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"scottxinshi/cliniq","kind":"Research benchmark","category":"Public health & surveillance","summary":"Natural-language population queries routed to selected tables, generated SQL, execution/error correction and returned SQL/table provenance; 25-question evaluation harness.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scottxinshi/cliniq","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Natural-language population queries routed to selected tables, generated SQL, execution/error correction and returned SQL/table provenance; 25-question evaluation harness."],"limitation":"5,000 synthetic patients and curated25-question benchmark; benchmark tuning does not show external accuracy or standard OMOP conformance. Patient timeline/clinical summary not separately approved.","url":"https://github.com/scottxinshi/cliniq","primarySourceURLs":["https://raw.githubusercontent.com/scottxinshi/cliniq/main/README.md","https://github.com/scottxinshi/cliniq"],"id":"RWE-6385","relevance":{"id":"RWE-6385","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Natural-language population queries routed to selected tables, generated SQL, execution/error correction and returned SQL/table provenance; 25-question evaluation harness.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/scottxinshi/cliniq/main/README.md","https://github.com/scottxinshi/cliniq"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"harithardy/design-implementation-and-evaluation-of-an-agentic-ai-workflow-for-automated-omop-etl","kind":"Research tool","category":"OMOP & terminology","summary":"LangGraph workflow coordinates synthetic-data profiling, loading, vocabulary mapping and OMOP validation modules.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"harithardy/design-implementation-and-evaluation-of-an-agentic-ai-workflow-for-automated-omop-etl","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["LangGraph workflow coordinates synthetic-data profiling, loading, vocabulary mapping and OMOP validation modules."],"limitation":"README gives no detailed contracts and99%DQD claim not independently substantiated; synthetic proof-of-concept only, no general mapping accuracy claim.","url":"https://github.com/harithardy/design-implementation-and-evaluation-of-an-agentic-ai-workflow-for-automated-omop-etl","primarySourceURLs":["https://raw.githubusercontent.com/harithardy/Design-Implementation-and-Evaluation-of-an-Agentic-AI-Workflow-for-Automated-OMOP-ETL/main/README.md","https://github.com/harithardy/Design-Implementation-and-Evaluation-of-an-Agentic-AI-Workflow-for-Automated-OMOP-ETL"],"id":"RWE-6386","relevance":{"id":"RWE-6386","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"LangGraph workflow coordinates synthetic-data profiling, loading, vocabulary mapping and OMOP validation modules.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/harithardy/Design-Implementation-and-Evaluation-of-an-Agentic-AI-Workflow-for-Automated-OMOP-ETL/main/README.md","https://github.com/harithardy/Design-Implementation-and-Evaluation-of-an-Agentic-AI-Workflow-for-Automated-OMOP-ETL"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"saselvan/genie-code-omop","kind":"Research tool","category":"OMOP & terminology","summary":"Draft per-table YAML from Unity Catalog bronze schemas, validate configs, scaffold Databricks Asset Bundle, build14core OMOP5.4 tables and validate20 for keys/concepts/domains/completeness.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"saselvan/genie-code-omop","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Draft per-table YAML from Unity Catalog bronze schemas, validate configs, scaffold Databricks Asset Bundle, build14core OMOP5.4 tables and validate20 for keys/concepts/domains/completeness."],"limitation":"Requires existing clinical lakehouse and vocabulary plus Python-capable cluster;6tables bring-your-own ETL. Structural conformance is not semantic mapping or research validity.","url":"https://github.com/saselvan/genie-code-omop","primarySourceURLs":["https://raw.githubusercontent.com/saselvan/genie-code-omop/main/README.md","https://github.com/saselvan/genie-code-omop"],"id":"RWE-6387","relevance":{"id":"RWE-6387","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Draft per-table YAML from Unity Catalog bronze schemas, validate configs, scaffold Databricks Asset Bundle, build14core OMOP5.4 tables and validate20 for keys/concepts/domains/completeness.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/saselvan/genie-code-omop/main/README.md","https://github.com/saselvan/genie-code-omop"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"pacharanero/sct","kind":"MCP server","category":"OMOP & terminology","summary":"Converts RF2 into concept NDJSON and queryable SQL/Parquet; exposes terminology lookup through MCP/LLM tools.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pacharanero/sct","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Converts RF2 into concept NDJSON and queryable SQL/Parquet; exposes terminology lookup through MCP/LLM tools."],"limitation":"Work in progress; terminology licensing applies; speed claims not independently evaluated.","url":"https://github.com/pacharanero/sct","primarySourceURLs":["https://raw.githubusercontent.com/pacharanero/sct/main/README.md","https://github.com/pacharanero/sct"],"id":"RWE-3897","relevance":{"id":"RWE-3897","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Converts RF2 into concept NDJSON and queryable SQL/Parquet; exposes terminology lookup through MCP/LLM tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pacharanero/sct/main/README.md","https://github.com/pacharanero/sct"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ihtsdo/snowstorm-mcp-server","kind":"MCP component","category":"OMOP & terminology","summary":"Queries SNOMED CT editions available on configured Snowstorm backend.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ihtsdo/snowstorm-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Queries SNOMED CT editions available on configured Snowstorm backend."],"limitation":"Licensing/version context applies; terminology access does not validate clinical coding decisions.","url":"https://github.com/ihtsdo/snowstorm-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/IHTSDO/snowstorm-mcp-server/main/README.md","https://github.com/IHTSDO/snowstorm-mcp-server"],"id":"RWE-4305","relevance":{"id":"RWE-4305","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Queries SNOMED CT editions available on configured Snowstorm backend.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/IHTSDO/snowstorm-mcp-server/main/README.md","https://github.com/IHTSDO/snowstorm-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"pjamiesointersystems/snomed-iris","kind":"MCP server","category":"OMOP & terminology","summary":"IRIS SNOMED server imports RF2 and exposes lexical, semantic and hierarchy queries through MCP.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pjamiesointersystems/snomed-iris","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["IRIS SNOMED server imports RF2 and exposes lexical, semantic and hierarchy queries through MCP."],"limitation":"Requires licensed RF2 data and IRIS; hierarchy/search accuracy untested.","url":"https://github.com/pjamiesointersystems/snomed-iris","primarySourceURLs":["https://raw.githubusercontent.com/pjamiesointersystems/snomed-iris/main/README.md","https://github.com/pjamiesointersystems/snomed-iris"],"id":"RWE-5037","relevance":{"id":"RWE-5037","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"IRIS SNOMED server imports RF2 and exposes lexical, semantic and hierarchy queries through MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pjamiesointersystems/snomed-iris/main/README.md","https://github.com/pjamiesointersystems/snomed-iris"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"robsyc/snomed-mcp","kind":"MCP server","category":"OMOP & terminology","summary":"SNOMED MCP queries NCBO BioPortal concepts and relationships.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"robsyc/snomed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["SNOMED MCP queries NCBO BioPortal concepts and relationships."],"limitation":"Requires BioPortal/terminology access and version awareness.","url":"https://github.com/robsyc/snomed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/robsyc/snomed-mcp/main/README.md","https://github.com/robsyc/snomed-mcp"],"id":"RWE-5036","relevance":{"id":"RWE-5036","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"SNOMED MCP queries NCBO BioPortal concepts and relationships.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/robsyc/snomed-mcp/main/README.md","https://github.com/robsyc/snomed-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"rtdatasci/clinical_data_ai","kind":"Research tool","category":"OMOP & terminology","summary":"Extract conditions/drugs/procedures/body sites, suggest SNOMED concepts, flag missing mappings and compare outputs against supplied ground truth.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rtdatasci/clinical_data_ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Extract conditions/drugs/procedures/body sites, suggest SNOMED concepts, flag missing mappings and compare outputs against supplied ground truth."],"limitation":"Only5synthetic notes; confidence values and0.90 threshold are not calibrated accuracy, mappings require review.","url":"https://github.com/rtdatasci/clinical_data_ai","primarySourceURLs":["https://raw.githubusercontent.com/rtdatasci/clinical_data_ai/master/README.md","https://github.com/rtdatasci/clinical_data_ai"],"id":"RWE-6388","relevance":{"id":"RWE-6388","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Extract conditions/drugs/procedures/body sites, suggest SNOMED concepts, flag missing mappings and compare outputs against supplied ground truth.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rtdatasci/clinical_data_ai/master/README.md","https://github.com/rtdatasci/clinical_data_ai"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"aydiny/clinical-code-collector","kind":"Research tool","category":"OMOP & terminology","summary":"LangGraph query decomposition, NHS FHIR SNOMED hierarchy search, NICE/QOF evidence retrieval and accept/reject candidate-code interface.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aydiny/clinical-code-collector","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["LangGraph query decomposition, NHS FHIR SNOMED hierarchy search, NICE/QOF evidence retrieval and accept/reject candidate-code interface."],"limitation":"Confidence/tier scoring and0.25 cutoff unvalidated; paediatric/gestational leakage documented, expert gold-standard benchmarking pending; no automatic cohort validity.","url":"https://github.com/aydiny/clinical-code-collector","primarySourceURLs":["https://raw.githubusercontent.com/aydiny/clinical-code-collector/main/README.md","https://github.com/aydiny/clinical-code-collector"],"id":"RWE-6389","relevance":{"id":"RWE-6389","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"LangGraph query decomposition, NHS FHIR SNOMED hierarchy search, NICE/QOF evidence retrieval and accept/reject candidate-code interface.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aydiny/clinical-code-collector/main/README.md","https://github.com/aydiny/clinical-code-collector"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"medulka/snomed-icd-10-knowledge-graph","kind":"Research tool","category":"OMOP & terminology","summary":"Agents query a graph of SNOMED CT terminology and ICD-10-GM codes.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"medulka/snomed-icd-10-knowledge-graph","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Agents query a graph of SNOMED CT terminology and ICD-10-GM codes."],"limitation":"Terminology mappings require license/version checks and do not constitute clinical decision validation.","url":"https://github.com/medulka/snomed-icd-10-knowledge-graph","primarySourceURLs":["https://raw.githubusercontent.com/medulka/snomed-icd-10-knowledge-graph/main/README.md","https://github.com/medulka/snomed-icd-10-knowledge-graph"],"id":"RWE-4730","relevance":{"id":"RWE-4730","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Agents query a graph of SNOMED CT terminology and ICD-10-GM codes.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/medulka/snomed-icd-10-knowledge-graph/main/README.md","https://github.com/medulka/snomed-icd-10-knowledge-graph"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"complementizer/snoflow","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Extract clinical entities, search Snowstorm, rerank concept candidates, inspect hierarchy and export human-reviewed JSON annotations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"complementizer/snoflow","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Extract clinical entities, search Snowstorm, rerank concept candidates, inspect hierarchy and export human-reviewed JSON annotations."],"limitation":"Agentic-search mode defaults off; mocked tests only reported; clinical chat/verdicts not approved as clinical decisions.","url":"https://github.com/complementizer/snoflow","primarySourceURLs":["https://raw.githubusercontent.com/complementizer/snoflow/main/README.md","https://github.com/complementizer/snoflow"],"id":"RWE-6390","relevance":{"id":"RWE-6390","decision":"Core","rationale":"Retain the documented evidence function: Extract clinical entities, search Snowstorm, rerank concept candidates, inspect hierarchy and export human-reviewed JSON annotations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Extract clinical entities, search Snowstorm, rerank concept candidates, inspect hierarchy and export human-reviewed JSON annotations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/complementizer/snoflow","https://raw.githubusercontent.com/complementizer/snoflow/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aprameya-c-v/autonomous-clinical-data-pipeline","kind":"Research tool","category":"OMOP & terminology","summary":"Ingest HL7v2/FHIRR4, retrieve local ICD10CM/SNOMED candidates with optional LLMselection, validate against reference table and persist mapping traces in DuckDB.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aprameya-c-v/autonomous-clinical-data-pipeline","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Ingest HL7v2/FHIRR4, retrieve local ICD10CM/SNOMED candidates with optional LLMselection, validate against reference table and persist mapping traces in DuckDB."],"limitation":"Synthea is synthetic despite README real-data wording; aligned synthetic benchmark accuracy not external validation; confidence and reference membership do not establish correct meaning.","url":"https://github.com/aprameya-c-v/autonomous-clinical-data-pipeline","primarySourceURLs":["https://raw.githubusercontent.com/Aprameya-C-V/autonomous-clinical-data-pipeline/main/README.md","https://github.com/Aprameya-C-V/autonomous-clinical-data-pipeline"],"id":"RWE-6391","relevance":{"id":"RWE-6391","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Ingest HL7v2/FHIRR4, retrieve local ICD10CM/SNOMED candidates with optional LLMselection, validate against reference table and persist mapping traces in DuckDB.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Aprameya-C-V/autonomous-clinical-data-pipeline/main/README.md","https://github.com/Aprameya-C-V/autonomous-clinical-data-pipeline"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"mjpvl-ai/clinical-cohort-mapper","kind":"Research tool","category":"OMOP & terminology","summary":"Cohort-query agent maps free-text constraints to clinical terminology using hybrid retrieval and review loops.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mjpvl-ai/clinical-cohort-mapper","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Cohort-query agent maps free-text constraints to clinical terminology using hybrid retrieval and review loops."],"limitation":"Consensus/reflection does not establish semantic validity; prototype mappings need expert review.","url":"https://github.com/mjpvl-ai/clinical-cohort-mapper","primarySourceURLs":["https://raw.githubusercontent.com/mjpvl-ai/clinical-cohort-mapper/main/README.md","https://github.com/mjpvl-ai/clinical-cohort-mapper"],"id":"RWE-5042","relevance":{"id":"RWE-5042","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Cohort-query agent maps free-text constraints to clinical terminology using hybrid retrieval and review loops.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mjpvl-ai/clinical-cohort-mapper/main/README.md","https://github.com/mjpvl-ai/clinical-cohort-mapper"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"gaurav36/healthcare-interoperability-assistant","kind":"Research tool","category":"OMOP & terminology","summary":"Retrieve standards/local integration documents and explain HL7/FHIR/terminology questions with source context.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gaurav36/healthcare-interoperability-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Retrieve standards/local integration documents and explain HL7/FHIR/terminology questions with source context."],"limitation":"Only retrieval/explanation scope; suggested code equivalences, unit-sensitive LOINC examples and claimed compliance validation require expert checks, not approved as automatic mapping or regulatory assurance.","url":"https://github.com/gaurav36/healthcare-interoperability-assistant","primarySourceURLs":["https://raw.githubusercontent.com/gaurav36/healthcare-interoperability-assistant/master/README.md","https://github.com/gaurav36/healthcare-interoperability-assistant"],"id":"RWE-6392","relevance":{"id":"RWE-6392","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Retrieve standards/local integration documents and explain HL7/FHIR/terminology questions with source context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gaurav36/healthcare-interoperability-assistant/master/README.md","https://github.com/gaurav36/healthcare-interoperability-assistant"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"wangpochard/fhir_code_system","kind":"Research tool","category":"OMOP & terminology","summary":"Clinical text entity extraction with SNOMED vector candidates/reranking; ICD10PCS bilingual lookup; RxNorm ingredient/NDC terminology retrieval.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wangpochard/fhir_code_system","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Clinical text entity extraction with SNOMED vector candidates/reranking; ICD10PCS bilingual lookup; RxNorm ingredient/NDC terminology retrieval."],"limitation":"Local vocabulary versions and terminology licensing matter; LOINC section includes developing module and manual site/device/time disambiguation, not blanket automated mapping approval; no validated code accuracy.","url":"https://github.com/wangpochard/fhir_code_system","primarySourceURLs":["https://raw.githubusercontent.com/WangPochard/fhir_code_system/develop/README.md","https://github.com/WangPochard/fhir_code_system"],"id":"RWE-6393","relevance":{"id":"RWE-6393","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Clinical text entity extraction with SNOMED vector candidates/reranking; ICD10PCS bilingual lookup; RxNorm ingredient/NDC terminology retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/WangPochard/fhir_code_system/develop/README.md","https://github.com/WangPochard/fhir_code_system"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"terravic/lab-report-to-fhir-skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Extract report fields and assemble Patient/Observation/DiagnosticReport/Specimen and transaction bundles with reference/schema checks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"terravic/lab-report-to-fhir-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Extract report fields and assemble Patient/Observation/DiagnosticReport/Specimen and transaction bundles with reference/schema checks."],"limitation":"Heuristic layouts and synthetic fixtures only; LOINC/SNOMED assignments and laboratory interpretation require validation. Synthetic provenance must be retained externally because output deliberately lacks synthetic labels.","url":"https://github.com/terravic/lab-report-to-fhir-skill","primarySourceURLs":["https://raw.githubusercontent.com/terravic/lab-report-to-fhir-skill/main/README.md","https://github.com/terravic/lab-report-to-fhir-skill"],"id":"RWE-6394","relevance":{"id":"RWE-6394","decision":"Core","rationale":"Extract report fields and assemble Patient/Observation/DiagnosticReport/Specimen and transaction bundles with reference/schema checks. The selected lab-to-FHIR, clinical ADaM query or lesion-volume comparison workflow provides identifiable clinical data preparation/measurement; validation limits remain explicit.","relevanceBasis":"Extract report fields and assemble Patient/Observation/DiagnosticReport/Specimen and transaction bundles with reference/schema checks. Limits: Heuristic layouts and synthetic fixtures only; LOINC/SNOMED assignments and laboratory interpretation require validation. Synthetic provenance must be retained externally because output deliberately lacks synthetic labels.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/terravic/lab-report-to-fhir-skill/main/README.md","https://github.com/terravic/lab-report-to-fhir-skill"],"reviewGroup":"clinical-data-preparation"}},{"name":"maritumegersa/agentops-research-intelligence","kind":"Research tool","category":"RWE Data & Analytics","summary":"Research intelligence LangGraph platform documents current retrieval and claim-evidence tool layer.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"maritumegersa/agentops-research-intelligence","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Research intelligence LangGraph platform documents current retrieval and claim-evidence tool layer."],"limitation":"Mixed current/planned architecture; qualify current retrieval only, not all planned servers.","url":"https://github.com/maritumegersa/agentops-research-intelligence","primarySourceURLs":["https://raw.githubusercontent.com/marituMegersa/agentops-research-intelligence/master/README.md","https://github.com/marituMegersa/agentops-research-intelligence"],"id":"RWE-5343","relevance":{"id":"RWE-5343","decision":"Core","rationale":"Research intelligence LangGraph platform documents current retrieval and claim-evidence tool layer. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Research intelligence LangGraph platform documents current retrieval and claim-evidence tool layer. Limits: Mixed current/planned architecture; qualify current retrieval only, not all planned servers.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/marituMegersa/agentops-research-intelligence/master/README.md","https://github.com/marituMegersa/agentops-research-intelligence"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"suleynanauir/upairs-agents","kind":"Research tool","category":"RWE Data & Analytics","summary":"Decompose research query into sections, perform repeated Tavily queries, retain source URLs/snippets and assemble Markdown report with references.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"suleynanauir/upairs-agents","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Decompose research query into sections, perform repeated Tavily queries, retain source URLs/snippets and assemble Markdown report with references."],"limitation":"Only source retrieval/report assembly; five-factor uncertainty, confidence cutoffs and claims of solved hallucination are unvalidated and excluded from approval.","url":"https://github.com/suleynanauir/upairs-agents","primarySourceURLs":["https://raw.githubusercontent.com/SuleynanAuir/UPAIRS-Agents/main/README.md","https://github.com/SuleynanAuir/UPAIRS-Agents"],"id":"RWE-6396","relevance":{"id":"RWE-6396","decision":"Core","rationale":"Decompose research query into sections, perform repeated Tavily queries, retain source URLs/snippets and assemble Markdown report with references. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Decompose research query into sections, perform repeated Tavily queries, retain source URLs/snippets and assemble Markdown report with references. Limits: Only source retrieval/report assembly; five-factor uncertainty, confidence cutoffs and claims of solved hallucination are unvalidated and excluded from approval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SuleynanAuir/UPAIRS-Agents/main/README.md","https://github.com/SuleynanAuir/UPAIRS-Agents"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"duxc/evidence-synthesis-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reviewed components: https://github.com/DuXC/evidence-synthesis-skills: Evidence-synthesis skills audit search exports, pooling comparability and manuscript/proof consistency.; skills/database-export-verification/SKILL.md: Bibliographic export verification instructions for RIS/NBIB/CSV/TSV parsing, expected/unique/malformed record counts, sentinel records and checksum receipts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"duxc/evidence-synthesis-skills","website":"GitHub","packages":"skills/database-export-verification/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["https://github.com/DuXC/evidence-synthesis-skills: Evidence-synthesis skills audit search exports, pooling comparability and manuscript/proof consistency.","skills/database-export-verification/SKILL.md: Bibliographic export verification instructions for RIS/NBIB/CSV/TSV parsing, expected/unique/malformed record counts, sentinel records and checksum receipts."],"limitation":"https://github.com/DuXC/evidence-synthesis-skills: Process checks require actual evidence artifacts and expert decisions. database-export-verification: Only this selected skill approved; other three collection skills are discovered, not separately approved. Export integrity cannot establish completeness of the search strategy.","url":"https://github.com/duxc/evidence-synthesis-skills","primarySourceURLs":["https://raw.githubusercontent.com/DuXC/evidence-synthesis-skills/main/README.md","https://raw.githubusercontent.com/DuXC/evidence-synthesis-skills/main/skills/database-export-verification/SKILL.md","https://github.com/DuXC/evidence-synthesis-skills"],"id":"RWE-5399","relevance":{"id":"RWE-5399","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: https://github.com/DuXC/evidence-synthesis-skills: Evidence-synthesis skills audit search exports, pooling comparability and manuscript/proof consistency.; skills/database-export-verification/SKILL.md: Bibliographic export verification instructions for RIS/NBIB/CSV/TSV parsing, expected/unique/malformed record counts, sentinel records and checksum receipts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: https://github.com/DuXC/evidence-synthesis-skills: Evidence-synthesis skills audit search exports, pooling comparability and manuscript/proof consistency.; skills/database-export-verification/SKILL.md: Bibliographic export verification instructions for RIS/NBIB/CSV/TSV parsing, expected/unique/malformed record counts, sentinel records and checksum receipts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/duxc/evidence-synthesis-skills","https://raw.githubusercontent.com/DuXC/evidence-synthesis-skills/main/README.md","https://raw.githubusercontent.com/DuXC/evidence-synthesis-skills/main/skills/database-export-verification/SKILL.md","https://github.com/DuXC/evidence-synthesis-skills"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cycasio/medsyn-web","kind":"Research tool","category":"RWE Data & Analytics","summary":"search_medsyn and get_study_by_pmid retrieve a bounded39-plus-study metformin/MASLD-NAFLD collection.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cycasio/medsyn-web","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["search_medsyn and get_study_by_pmid retrieve a bounded39-plus-study metformin/MASLD-NAFLD collection."],"limitation":"Underlying curation and study coverage not verified; get_evidence_summary GRADE labels/meta-analysis quality not approved; browser WebMCP/testing support required.","url":"https://github.com/cycasio/medsyn-web","primarySourceURLs":["https://raw.githubusercontent.com/Cycasio/medsyn-web/main/README.md","https://github.com/Cycasio/medsyn-web"],"id":"RWE-6398","relevance":{"id":"RWE-6398","decision":"Core","rationale":"search_medsyn and get_study_by_pmid retrieve a bounded39-plus-study metformin/MASLD-NAFLD collection. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"search_medsyn and get_study_by_pmid retrieve a bounded39-plus-study metformin/MASLD-NAFLD collection. Limits: Underlying curation and study coverage not verified; get_evidence_summary GRADE labels/meta-analysis quality not approved; browser WebMCP/testing support required.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Cycasio/medsyn-web/main/README.md","https://github.com/Cycasio/medsyn-web"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"ahsanaligill/bioevidence-ai","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Expand biomedical query, retrieve PubMed via esearch/esummary/efetch and display source article cards plus draft evidence brief.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ahsanaligill/bioevidence-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Expand biomedical query, retrieve PubMed via esearch/esummary/efetch and display source article cards plus draft evidence brief."],"limitation":"Limited automated coverage; abstract retrieval and model summaries require checking; evidence-strength grading and clinical recommendations not validated.","url":"https://github.com/ahsanaligill/bioevidence-ai","primarySourceURLs":["https://raw.githubusercontent.com/AhsanAliGill/BioEvidence-AI/main/README.md","https://github.com/AhsanAliGill/BioEvidence-AI"],"id":"RWE-6399","relevance":{"id":"RWE-6399","decision":"Core","rationale":"Retain the documented evidence function: Expand biomedical query, retrieve PubMed via esearch/esummary/efetch and display source article cards plus draft evidence brief. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Expand biomedical query, retrieve PubMed via esearch/esummary/efetch and display source article cards plus draft evidence brief.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ahsanaligill/bioevidence-ai","https://raw.githubusercontent.com/AhsanAliGill/BioEvidence-AI/main/README.md","https://github.com/AhsanAliGill/BioEvidence-AI"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"salunpri/agentic-ai-medical-affairs","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMedClient search_and_fetch and evidence extraction produce source-informed draft policy documents and audit artifacts through CLI/Python workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"salunpri/agentic-ai-medical-affairs","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMedClient search_and_fetch and evidence extraction produce source-informed draft policy documents and audit artifacts through CLI/Python workflow."],"limitation":"Only retrieval/drafting support; numerical compliance score and FDA/CMS/HIPAA assurance not validated or approved, policy requires expert review.","url":"https://github.com/salunpri/agentic-ai-medical-affairs","primarySourceURLs":["https://raw.githubusercontent.com/salunpri/agentic-ai-medical-affairs/main/README.md","https://github.com/salunpri/agentic-ai-medical-affairs"],"id":"RWE-6400","relevance":{"id":"RWE-6400","decision":"Core","rationale":"Retain the documented evidence function: PubMed search/fetch and source extraction only; policy drafting/compliance scoring excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search/fetch and source extraction only; policy drafting/compliance scoring excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/salunpri/agentic-ai-medical-affairs","https://raw.githubusercontent.com/salunpri/agentic-ai-medical-affairs/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"keigotak/biomedical-evidence-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieve local biomedical evidence snippets, organize supporting/conflicting sources and check quoted text against source spans in Markdown/JSON reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"keigotak/biomedical-evidence-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve local biomedical evidence snippets, organize supporting/conflicting sources and check quoted text against source spans in Markdown/JSON reports."],"limitation":"Toy/demo examples and mock reviewer; verbatim match does not prove claim support. Verdict strength, confidence labels and perfect evaluation scores not externally validated.","url":"https://github.com/keigotak/biomedical-evidence-agent","primarySourceURLs":["https://raw.githubusercontent.com/keigotak/biomedical-evidence-agent/main/README.md","https://github.com/keigotak/biomedical-evidence-agent"],"id":"RWE-6401","relevance":{"id":"RWE-6401","decision":"Core","rationale":"Retrieve local biomedical evidence snippets, organize supporting/conflicting sources and check quoted text against source spans in Markdown/JSON reports. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Retrieve local biomedical evidence snippets, organize supporting/conflicting sources and check quoted text against source spans in Markdown/JSON reports. Limits: Toy/demo examples and mock reviewer; verbatim match does not prove claim support. Verdict strength, confidence labels and perfect evaluation scores not externally validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/keigotak/biomedical-evidence-agent/main/README.md","https://github.com/keigotak/biomedical-evidence-agent"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"satishkumarai/arcticswarm","kind":"Research tool","category":"RWE Data & Analytics","summary":"Coordinate DuckDuckGo browsing, Snowflake SQL and Cortex corpus search, retain evidence posts and expose research/task/evidence endpoints.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"satishkumarai/arcticswarm","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Coordinate DuckDuckGo browsing, Snowflake SQL and Cortex corpus search, retain evidence posts and expose research/task/evidence endpoints."],"limitation":"Independent architecture implementation, not original Snowflake project; zero-hallucination/groupthink-prevention claims unsupported and evidence thresholds configurable to zero; no validated synthesis confidence.","url":"https://github.com/satishkumarai/arcticswarm","primarySourceURLs":["https://raw.githubusercontent.com/satishkumarai/arcticswarm/main/README.md","https://github.com/satishkumarai/arcticswarm"],"id":"RWE-6402","relevance":{"id":"RWE-6402","decision":"Core","rationale":"Coordinate DuckDuckGo browsing, Snowflake SQL and Cortex corpus search, retain evidence posts and expose research/task/evidence endpoints. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Coordinate DuckDuckGo browsing, Snowflake SQL and Cortex corpus search, retain evidence posts and expose research/task/evidence endpoints. Limits: Independent architecture implementation, not original Snowflake project; zero-hallucination/groupthink-prevention claims unsupported and evidence thresholds configurable to zero; no validated synthesis confidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/satishkumarai/arcticswarm/main/README.md","https://github.com/satishkumarai/arcticswarm"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"shamit19/biomedical-agentic-rag","kind":"Research benchmark","category":"RWE Data & Analytics","summary":"Ingest pathology abstracts, combine BM25/FAISS retrieval, rewrite queries, return source-attributed answers and run comparison evaluation harness.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shamit19/biomedical-agentic-rag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Ingest pathology abstracts, combine BM25/FAISS retrieval, rewrite queries, return source-attributed answers and run comparison evaluation harness."],"limitation":"Abstract-limited corpus; synthetic query and model-grader evaluation do not establish clinical validity; README clone target differs name and must reconcile as possible rename, not separate approval.","url":"https://github.com/shamit19/biomedical-agentic-rag","primarySourceURLs":["https://raw.githubusercontent.com/ShaMiT19/Biomedical-Agentic-RAG/main/README.md","https://github.com/ShaMiT19/Biomedical-Agentic-RAG"],"id":"RWE-6403","relevance":{"id":"RWE-6403","decision":"Core","rationale":"Ingest pathology abstracts, combine BM25/FAISS retrieval, rewrite queries, return source-attributed answers and run comparison evaluation harness. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Ingest pathology abstracts, combine BM25/FAISS retrieval, rewrite queries, return source-attributed answers and run comparison evaluation harness. Limits: Abstract-limited corpus; synthetic query and model-grader evaluation do not establish clinical validity; README clone target differs name and must reconcile as possible rename, not separate approval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ShaMiT19/Biomedical-Agentic-RAG/main/README.md","https://github.com/ShaMiT19/Biomedical-Agentic-RAG"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"anurag-yadaviih/medical-research-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"PICO query formulation, NCBI article search, Crossref metadata enrichment and abstract-based design/sample/finding extraction into referenced reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anurag-yadaviih/medical-research-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["PICO query formulation, NCBI article search, Crossref metadata enrichment and abstract-based design/sample/finding extraction into referenced reports."],"limitation":"Abstract-only study assessment cannot establish risk of bias or evidence certainty; strongest-evidence/clinical recommendation conclusions not independently approved.","url":"https://github.com/anurag-yadaviih/medical-research-agent","primarySourceURLs":["https://raw.githubusercontent.com/Anurag-YadavIIH/medical-research-agent/master/README.md","https://github.com/Anurag-YadavIIH/medical-research-agent"],"id":"RWE-6404","relevance":{"id":"RWE-6404","decision":"Core","rationale":"PICO query formulation, NCBI article search, Crossref metadata enrichment and abstract-based design/sample/finding extraction into referenced reports. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"PICO query formulation, NCBI article search, Crossref metadata enrichment and abstract-based design/sample/finding extraction into referenced reports. Limits: Abstract-only study assessment cannot establish risk of bias or evidence certainty; strongest-evidence/clinical recommendation conclusions not independently approved.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Anurag-YadavIIH/medical-research-agent/master/README.md","https://github.com/Anurag-YadavIIH/medical-research-agent"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"invisiblextanx/cesa","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Custom PubMed MCP search/retrieval tools and elementary agent loop.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"invisiblextanx/cesa","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Custom PubMed MCP search/retrieval tools and elementary agent loop."],"limitation":"Only completed PubMed interface; RAG/coordinator/evaluation phases3–8 explicitly incomplete. PMID presence is not factual support and production claims not independently verified.","url":"https://github.com/invisiblextanx/cesa","primarySourceURLs":["https://raw.githubusercontent.com/iNVISIBLExtanx/cesa/main/README.md","https://github.com/iNVISIBLExtanx/cesa"],"id":"RWE-6405","relevance":{"id":"RWE-6405","decision":"Core","rationale":"Retain the documented evidence function: Custom PubMed MCP search/retrieval tools and elementary agent loop. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Custom PubMed MCP search/retrieval tools and elementary agent loop.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/invisiblextanx/cesa","https://raw.githubusercontent.com/iNVISIBLExtanx/cesa/main/README.md","https://github.com/iNVISIBLExtanx/cesa"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"shilpamusale/clinical-evidence-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PICO subqueries retrieve PubMed, ClinicalTrials.gov and Semantic Scholar records into source-linked evidence cards.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shilpamusale/clinical-evidence-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PICO subqueries retrieve PubMed, ClinicalTrials.gov and Semantic Scholar records into source-linked evidence cards."],"limitation":"All evaluation results TBD; GRADE recommendations, extracted effect correctness and confidence calibration not validated or approved.","url":"https://github.com/shilpamusale/clinical-evidence-agent","primarySourceURLs":["https://raw.githubusercontent.com/shilpamusale/clinical-evidence-agent/main/README.md","https://github.com/shilpamusale/clinical-evidence-agent"],"id":"RWE-6407","relevance":{"id":"RWE-6407","decision":"Core","rationale":"Retain the documented evidence function: PICO subqueries retrieve PubMed, ClinicalTrials.gov and Semantic Scholar records into source-linked evidence cards. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PICO subqueries retrieve PubMed, ClinicalTrials.gov and Semantic Scholar records into source-linked evidence cards.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shilpamusale/clinical-evidence-agent","https://raw.githubusercontent.com/shilpamusale/clinical-evidence-agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"krishagkr-prog/multi-agent-research-assistant","kind":"Research tool","category":"RWE Data & Analytics","summary":"Parse supplied scientific PDFs, chunk/index in ChromaDB, retrieve passages and return referenced draft answers with JSONL telemetry.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"krishagkr-prog/multi-agent-research-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Parse supplied scientific PDFs, chunk/index in ChromaDB, retrieve passages and return referenced draft answers with JSONL telemetry."],"limitation":"Requires user corpus and selected model provider; mock mode available. Citation/groundedness audits do not prove support or research validity.","url":"https://github.com/krishagkr-prog/multi-agent-research-assistant","primarySourceURLs":["https://raw.githubusercontent.com/krishagkr-prog/multi-agent-research-assistant/main/README.md","https://github.com/krishagkr-prog/multi-agent-research-assistant"],"id":"RWE-6408","relevance":{"id":"RWE-6408","decision":"Core","rationale":"Parse supplied scientific PDFs, chunk/index in ChromaDB, retrieve passages and return referenced draft answers with JSONL telemetry. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Parse supplied scientific PDFs, chunk/index in ChromaDB, retrieve passages and return referenced draft answers with JSONL telemetry. Limits: Requires user corpus and selected model provider; mock mode available. Citation/groundedness audits do not prove support or research validity.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/krishagkr-prog/multi-agent-research-assistant/main/README.md","https://github.com/krishagkr-prog/multi-agent-research-assistant"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"yuriao/scientis","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Ingest PDFs, extract page-position text and figure descriptions, build claim/evidence spans and retrieve source context for human review and report export.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yuriao/scientis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Ingest PDFs, extract page-position text and figure descriptions, build claim/evidence spans and retrieve source context for human review and report export."],"limitation":"Phase2understanding; downstream mechanism/hypothesis discovery maturity unclear. Model-derived support/contradiction and figure interpretations need verification; no scientific truth guarantee.","url":"https://github.com/yuriao/scientis","primarySourceURLs":["https://raw.githubusercontent.com/yuriao/scientis/main/README.md","https://github.com/yuriao/scientis"],"id":"RWE-6410","relevance":{"id":"RWE-6410","decision":"Core","rationale":"Retain the documented evidence function: Ingest PDFs, extract page-position text and figure descriptions, build claim/evidence spans and retrieve source context for human review and report export. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Ingest PDFs, extract page-position text and figure descriptions, build claim/evidence spans and retrieve source context for human review and report export.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yuriao/scientis","https://raw.githubusercontent.com/yuriao/scientis/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mudassir-08/quest-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Function-calling agent searches web, gathers source observations and writes structured Markdown research report.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mudassir-08/quest-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Function-calling agent searches web, gathers source observations and writes structured Markdown research report."],"limitation":"Educational custom implementation; successful file write/termination not evidence completeness or source correctness; no validated autonomous research claim.","url":"https://github.com/mudassir-08/quest-agent","primarySourceURLs":["https://raw.githubusercontent.com/mudassir-08/quest-agent/main/README.md","https://github.com/mudassir-08/quest-agent"],"id":"RWE-6412","relevance":{"id":"RWE-6412","decision":"Core","rationale":"Function-calling agent searches web, gathers source observations and writes structured Markdown research report. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Function-calling agent searches web, gathers source observations and writes structured Markdown research report. Limits: Educational custom implementation; successful file write/termination not evidence completeness or source correctness; no validated autonomous research claim.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mudassir-08/quest-agent/main/README.md","https://github.com/mudassir-08/quest-agent"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"mohamedhadyashry/medical-research-thesis-supervisor","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Plan research, construct literature searches and review scientific writing.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mohamedhadyashry/medical-research-thesis-supervisor","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plan research, construct literature searches and review scientific writing."],"limitation":"Prompt/skill guarantees do not ensure reference accuracy or publication quality.","url":"https://github.com/mohamedhadyashry/medical-research-thesis-supervisor","primarySourceURLs":["https://github.com/mohamedhadyashry/medical-research-thesis-supervisor/blob/35a613a0b374617c4e03d857a45760e5147f3645/medical-research-thesis-supervisor/SKILL.md","https://raw.githubusercontent.com/mohamedhadyashry/medical-research-thesis-supervisor/HEAD/README.md"],"id":"RWE-3327","relevance":{"id":"RWE-3327","decision":"Core","rationale":"Retain the documented evidence function: Literature query construction only; thesis supervision/writing excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature query construction only; thesis supervision/writing excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mohamedhadyashry/medical-research-thesis-supervisor","https://github.com/mohamedhadyashry/medical-research-thesis-supervisor/blob/35a613a0b374617c4e03d857a45760e5147f3645/medical-research-thesis-supervisor/SKILL.md","https://raw.githubusercontent.com/mohamedhadyashry/medical-research-thesis-supervisor/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"central-california-health/ares","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Summarize supplied Postgres papers, extract claims to local knowledge-graph artifacts and retrieve prior source context through Redis vectors.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"central-california-health/ares","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Summarize supplied Postgres papers, extract claims to local knowledge-graph artifacts and retrieve prior source context through Redis vectors."],"limitation":"Only supplied-paper extraction/retrieval; autonomous meta-analysis, invented fix protocols and simulated editor grading are not validated scientific synthesis.","url":"https://github.com/central-california-health/ares","primarySourceURLs":["https://raw.githubusercontent.com/Central-California-Health/ARES/main/README.md","https://github.com/Central-California-Health/ARES"],"id":"RWE-6413","relevance":{"id":"RWE-6413","decision":"Core","rationale":"Retain the documented evidence function: Summarize supplied Postgres papers, extract claims to local knowledge-graph artifacts and retrieve prior source context through Redis vectors. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Summarize supplied Postgres papers, extract claims to local knowledge-graph artifacts and retrieve prior source context through Redis vectors.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/central-california-health/ares","https://raw.githubusercontent.com/Central-California-Health/ARES/main/README.md","https://github.com/Central-California-Health/ARES"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rshamith777-cpu/researchpilot-","kind":"Research tool","category":"RWE Data & Analytics","summary":"Search web/academic sources, extract claims with DOI/URL/snippet provenance and expose evidence panels and report artifacts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rshamith777-cpu/researchpilot-","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search web/academic sources, extract claims with DOI/URL/snippet provenance and expose evidence panels and report artifacts."],"limitation":"Only retrieval and inspectable provenance; supported/contradicted labels, multi-agent consensus and publication-grade assurance not independently validated.","url":"https://github.com/rshamith777-cpu/researchpilot-","primarySourceURLs":["https://raw.githubusercontent.com/rshamith777-cpu/ResearchPilot-/main/README.md","https://github.com/rshamith777-cpu/ResearchPilot-"],"id":"RWE-6414","relevance":{"id":"RWE-6414","decision":"Core","rationale":"Search web/academic sources, extract claims with DOI/URL/snippet provenance and expose evidence panels and report artifacts. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Search web/academic sources, extract claims with DOI/URL/snippet provenance and expose evidence panels and report artifacts. Limits: Only retrieval and inspectable provenance; supported/contradicted labels, multi-agent consensus and publication-grade assurance not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rshamith777-cpu/ResearchPilot-/main/README.md","https://github.com/rshamith777-cpu/ResearchPilot-"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"ricyoung/clinicaltrialllm-extractor","kind":"Research tool","category":"Trials & Study Design","summary":"Acquire/filter trial records and extract structured trial parameters/outcomes through named03_LLM_processor notebook.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ricyoung/clinicaltrialllm-extractor","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Acquire/filter trial records and extract structured trial parameters/outcomes through named03_LLM_processor notebook."],"limitation":"Source coverage and exact statistical methods not documented; statistical-analysis stage and general trial-extraction accuracy not approved.","url":"https://github.com/ricyoung/clinicaltrialllm-extractor","primarySourceURLs":["https://raw.githubusercontent.com/ricyoung/ClinicalTrialLLM-Extractor/main/README.md","https://github.com/ricyoung/ClinicalTrialLLM-Extractor"],"id":"RWE-6415","relevance":{"id":"RWE-6415","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Acquire/filter trial records and extract structured trial parameters/outcomes through named03_LLM_processor notebook.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ricyoung/ClinicalTrialLLM-Extractor/main/README.md","https://github.com/ricyoung/ClinicalTrialLLM-Extractor"],"reviewGroup":"clinical-trial-workflow"}},{"name":"anuroopjajoba3/clinical-mind","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PICO/MeSH query formulation, PubMed Eutilities and ClinicalTrials.govv2 retrieval with source-linked research reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anuroopjajoba3/clinical-mind","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PICO/MeSH query formulation, PubMed Eutilities and ClinicalTrials.govv2 retrieval with source-linked research reports."],"limitation":"Only evidence-source retrieval; FHIRCRUD, discharge workflow, drug-interaction checking and ranked treatment/CEBM confidence not approved or validated.","url":"https://github.com/anuroopjajoba3/clinical-mind","primarySourceURLs":["https://raw.githubusercontent.com/anuroopjajoba3/clinical-mind/main/README.md","https://github.com/anuroopjajoba3/clinical-mind"],"id":"RWE-6416","relevance":{"id":"RWE-6416","decision":"Core","rationale":"Retain the documented evidence function: PICO/MeSH query formulation, PubMed Eutilities and ClinicalTrials.govv2 retrieval with source-linked research reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PICO/MeSH query formulation, PubMed Eutilities and ClinicalTrials.govv2 retrieval with source-linked research reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/anuroopjajoba3/clinical-mind","https://raw.githubusercontent.com/anuroopjajoba3/clinical-mind/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"suhas7842/healthbot-ai-powered-patient-education-system","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed API tool and hybrid retrieval across supplied716article corpus, with source-attributed research queries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"suhas7842/healthbot-ai-powered-patient-education-system","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed API tool and hybrid retrieval across supplied716article corpus, with source-attributed research queries."],"limitation":"Only literature retrieval; emergency keyword filters, medical calculator, treatment recommendations and100%retrieval claims not clinically validated.","url":"https://github.com/suhas7842/healthbot-ai-powered-patient-education-system","primarySourceURLs":["https://raw.githubusercontent.com/Suhas7842/HealthBot-AI-Powered-Patient-Education-System/main/README.md","https://github.com/Suhas7842/HealthBot-AI-Powered-Patient-Education-System"],"id":"RWE-6417","relevance":{"id":"RWE-6417","decision":"Core","rationale":"Retain the documented evidence function: PubMed API tool and hybrid retrieval across supplied716article corpus, with source-attributed research queries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed API tool and hybrid retrieval across supplied716article corpus, with source-attributed research queries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/suhas7842/healthbot-ai-powered-patient-education-system","https://raw.githubusercontent.com/Suhas7842/HealthBot-AI-Powered-Patient-Education-System/main/README.md","https://github.com/Suhas7842/HealthBot-AI-Powered-Patient-Education-System"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"scauzjcwutao-blip/evidence-synthesis-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Verify bibliographic identity, record screening reasons and structured study notes, maintain literature matrix separating source findings from inference.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scauzjcwutao-blip/evidence-synthesis-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Verify bibliographic identity, record screening reasons and structured study notes, maintain literature matrix separating source findings from inference."],"limitation":"Prompted workflow requires source access and human checks; no demonstrated extraction accuracy, causal inference or automated evidence certainty.","url":"https://github.com/scauzjcwutao-blip/evidence-synthesis-skill","primarySourceURLs":["https://raw.githubusercontent.com/scauzjcwutao-blip/evidence-synthesis-skill/main/README.md","https://github.com/scauzjcwutao-blip/evidence-synthesis-skill"],"id":"RWE-6418","relevance":{"id":"RWE-6418","decision":"Core","rationale":"Retain the documented evidence function: Verify bibliographic identity, record screening reasons and structured study notes, maintain literature matrix separating source findings from inference. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Verify bibliographic identity, record screening reasons and structured study notes, maintain literature matrix separating source findings from inference.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/scauzjcwutao-blip/evidence-synthesis-skill","https://raw.githubusercontent.com/scauzjcwutao-blip/evidence-synthesis-skill/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dungnotnull/research-first-deeply-reasoning-hd-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Draft searches across arXiv/PubMed/Semantic Scholar and organize cited source evidence before an answer.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dungnotnull/research-first-deeply-reasoning-hd-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Draft searches across arXiv/PubMed/Semantic Scholar and organize cited source evidence before an answer."],"limitation":"Only source-gathering workflow; forced10–20citations, universal GRADE/confidence and40method/zero-ungrounded guarantees not validated or approved.","url":"https://github.com/dungnotnull/research-first-deeply-reasoning-hd-skill","primarySourceURLs":["https://raw.githubusercontent.com/dungnotnull/research-first-deeply-reasoning-hd-skill/main/README.md","https://github.com/dungnotnull/research-first-deeply-reasoning-hd-skill"],"id":"RWE-6419","relevance":{"id":"RWE-6419","decision":"Core","rationale":"Retain the documented evidence function: Draft searches across arXiv/PubMed/Semantic Scholar and organize cited source evidence before an answer. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Draft searches across arXiv/PubMed/Semantic Scholar and organize cited source evidence before an answer.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dungnotnull/research-first-deeply-reasoning-hd-skill","https://raw.githubusercontent.com/dungnotnull/research-first-deeply-reasoning-hd-skill/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"reno77/codex-evidence-synthesis-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Maintain protocol, search/corpus/dedup/screening/extraction/citation/signoff artifacts and run structural checkpoint reconciliation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"reno77/codex-evidence-synthesis-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Maintain protocol, search/corpus/dedup/screening/extraction/citation/signoff artifacts and run structural checkpoint reconciliation."],"limitation":"Artifact existence/reconciliation is not scientific validity or exhaustive coverage; appraisal/meta-analysis methods require expert judgment and human signoff.","url":"https://github.com/reno77/codex-evidence-synthesis-skill","primarySourceURLs":["https://raw.githubusercontent.com/reno77/codex-evidence-synthesis-skill/main/README.md","https://github.com/reno77/codex-evidence-synthesis-skill"],"id":"RWE-6420","relevance":{"id":"RWE-6420","decision":"Core","rationale":"Retain the documented evidence function: Maintain protocol, search/corpus/dedup/screening/extraction/citation/signoff artifacts and run structural checkpoint reconciliation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Maintain protocol, search/corpus/dedup/screening/extraction/citation/signoff artifacts and run structural checkpoint reconciliation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/reno77/codex-evidence-synthesis-skill","https://raw.githubusercontent.com/reno77/codex-evidence-synthesis-skill/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"oblivionis028/literature-evidence-synthesis-skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Separate sources/study units, record claim PDFpage and relocation phrase, maintain candidate/verified claims and conflict-aware evidence matrix.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"oblivionis028/literature-evidence-synthesis-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Separate sources/study units, record claim PDFpage and relocation phrase, maintain candidate/verified claims and conflict-aware evidence matrix."],"limitation":"User-supplied accessible PDFs; page matches do not validate inference. Design appraisal is decision support, not certified automated risk-of-bias or meta-analysis.","url":"https://github.com/oblivionis028/literature-evidence-synthesis-skill","primarySourceURLs":["https://raw.githubusercontent.com/Oblivionis028/literature-evidence-synthesis-skill/main/README.md","https://github.com/Oblivionis028/literature-evidence-synthesis-skill"],"id":"RWE-6421","relevance":{"id":"RWE-6421","decision":"Core","rationale":"Separate sources/study units, record claim PDFpage and relocation phrase, maintain candidate/verified claims and conflict-aware evidence matrix. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Separate sources/study units, record claim PDFpage and relocation phrase, maintain candidate/verified claims and conflict-aware evidence matrix. Limits: User-supplied accessible PDFs; page matches do not validate inference. Design appraisal is decision support, not certified automated risk-of-bias or meta-analysis.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Oblivionis028/literature-evidence-synthesis-skill/main/README.md","https://github.com/Oblivionis028/literature-evidence-synthesis-skill"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"muhammadali-k/claude-skills","kind":"Research tool","category":"RWE Data & Analytics","summary":"itable-extraction/SKILL.md parses study-table schema, matches publications, directs independent extraction/adjudication with per-value provenance and assembles validated workbook.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"muhammadali-k/claude-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["itable-extraction/SKILL.md parses study-table schema, matches publications, directs independent extraction/adjudication with per-value provenance and assembles validated workbook."],"limitation":"Claude-specific orchestration; multi-model agreement not correctness and human checks remain necessary. Other clinical skills/SoFconversion/calculations not separately approved.","url":"https://github.com/muhammadali-k/claude-skills","primarySourceURLs":["https://raw.githubusercontent.com/muhammadali-k/claude-skills/main/README.md","https://github.com/muhammadali-k/claude-skills"],"id":"RWE-6422","relevance":{"id":"RWE-6422","decision":"Core","rationale":"itable-extraction/SKILL.md parses study-table schema, matches publications, directs independent extraction/adjudication with per-value provenance and assembles…. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"itable-extraction/SKILL.md parses study-table schema, matches publications, directs independent extraction/adjudication with per-value provenance and assembles validated workbook. Limits: Claude-specific orchestration; multi-model agreement not correctness and human checks remain necessary. Other clinical skills/SoFconversion/calculations not separately approved.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/muhammadali-k/claude-skills/main/README.md","https://github.com/muhammadali-k/claude-skills"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"muhammadali-k/codex-skills","kind":"Research tool","category":"RWE Data & Analytics","summary":"skills/itable-extraction/SKILL.md source-allowlists independent extractor/verifier, reconciles evidence and assembles new workbook with locator/snippet provenance and round-trip QC.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"muhammadali-k/codex-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["skills/itable-extraction/SKILL.md source-allowlists independent extractor/verifier, reconciles evidence and assembles new workbook with locator/snippet provenance and round-trip QC."],"limitation":"Same-source platform port, not independent scientific validation or duplicate methodology authorship. Requires bundled artifact runtime; other collection components not separately approved.","url":"https://github.com/muhammadali-k/codex-skills","primarySourceURLs":["https://raw.githubusercontent.com/muhammadali-k/codex-skills/main/README.md","https://github.com/muhammadali-k/codex-skills"],"id":"RWE-6423","relevance":{"id":"RWE-6423","decision":"Core","rationale":"skills/itable-extraction/SKILL.md source-allowlists independent extractor/verifier, reconciles evidence and assembles new workbook with locator/snippet provenance and…. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"skills/itable-extraction/SKILL.md source-allowlists independent extractor/verifier, reconciles evidence and assembles new workbook with locator/snippet provenance and round-trip QC. Limits: Same-source platform port, not independent scientific validation or duplicate methodology authorship. Requires bundled artifact runtime; other collection components not separately approved.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/muhammadali-k/codex-skills/main/README.md","https://github.com/muhammadali-k/codex-skills"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"henryljh001/paper-literature-workflow","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Configure source/inclusion rules, track literature processing and provenance, audit records and compare method prerequisites using supplied templates.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"henryljh001/paper-literature-workflow","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Configure source/inclusion rules, track literature processing and provenance, audit records and compare method prerequisites using supplied templates."],"limitation":"Only structural checks/small simulated selfchecks; explicitly no independent behavior or real-corpus full validation; not standalone automatic classifier.","url":"https://github.com/henryljh001/paper-literature-workflow","primarySourceURLs":["https://raw.githubusercontent.com/henryljh001/paper-literature-workflow/main/README.md","https://github.com/henryljh001/paper-literature-workflow"],"id":"RWE-6424","relevance":{"id":"RWE-6424","decision":"Core","rationale":"Retain the documented evidence function: Configure source/inclusion rules, track literature processing and provenance, audit records and compare method prerequisites using supplied templates. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Configure source/inclusion rules, track literature processing and provenance, audit records and compare method prerequisites using supplied templates.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/henryljh001/paper-literature-workflow","https://raw.githubusercontent.com/henryljh001/paper-literature-workflow/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aarontaycheehsien/pubmed-search-builder","kind":"Research tool","category":"RWE Data & Analytics","summary":"DraftBoolean strategies, inspect translations, fetch records, chain seedPMIDs, test relative recall, rank terms and produce PRESS-style QA artifacts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aarontaycheehsien/pubmed-search-builder","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["DraftBoolean strategies, inspect translations, fetch records, chain seedPMIDs, test relative recall, rank terms and produce PRESS-style QA artifacts."],"limitation":"Relative recall depends on benchmark completeness; all final strategies require second information-specialist PRESSreview. Tool checks do not prove exhaustive search.","url":"https://github.com/aarontaycheehsien/pubmed-search-builder","primarySourceURLs":["https://raw.githubusercontent.com/aarontaycheehsien/pubmed-search-builder/main/README.md","https://github.com/aarontaycheehsien/pubmed-search-builder"],"id":"RWE-6425","relevance":{"id":"RWE-6425","decision":"Core","rationale":"DraftBoolean strategies, inspect translations, fetch records, chain seedPMIDs, test relative recall, rank terms and produce PRESS-style QA artifacts. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"DraftBoolean strategies, inspect translations, fetch records, chain seedPMIDs, test relative recall, rank terms and produce PRESS-style QA artifacts. Limits: Relative recall depends on benchmark completeness; all final strategies require second information-specialist PRESSreview. Tool checks do not prove exhaustive search.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aarontaycheehsien/pubmed-search-builder/main/README.md","https://github.com/aarontaycheehsien/pubmed-search-builder"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"wangxinyu20429-dotcom/zotero-obsidian-research-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"skills/zotero-literature-import discovers OpenAlex literature, deduplicates against Zotero, records per-item import plans and retrieves lawful OA PDFs with identity checks.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wangxinyu20429-dotcom/zotero-obsidian-research-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["skills/zotero-literature-import discovers OpenAlex literature, deduplicates against Zotero, records per-item import plans and retrieves lawful OA PDFs with identity checks."],"limitation":"Only literature-import component; hydrology/Obsidian/idea-development siblings not separately approved. Requires configured OpenAlex/Zotero tools and user review; prestige not evidence quality.","url":"https://github.com/wangxinyu20429-dotcom/zotero-obsidian-research-skills","primarySourceURLs":["https://raw.githubusercontent.com/wangxinyu20429-dotcom/zotero-obsidian-research-skills/main/README.md","https://github.com/wangxinyu20429-dotcom/zotero-obsidian-research-skills"],"id":"RWE-6426","relevance":{"id":"RWE-6426","decision":"Core","rationale":"Retain the documented evidence function: skills/zotero-literature-import discovers OpenAlex literature, deduplicates against Zotero, records per-item import plans and retrieves lawful OA PDFs with identity checks. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"skills/zotero-literature-import discovers OpenAlex literature, deduplicates against Zotero, records per-item import plans and retrieves lawful OA PDFs with identity checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wangxinyu20429-dotcom/zotero-obsidian-research-skills","https://raw.githubusercontent.com/wangxinyu20429-dotcom/zotero-obsidian-research-skills/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"duvuvan/sart-research-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Map manuscript claims to exact evidence spans, file hashes and citation roles; retain caveats and review findings in auditable research graph.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"duvuvan/sart-research-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Map manuscript claims to exact evidence spans, file hashes and citation roles; retain caveats and review findings in auditable research graph."],"limitation":"Decision support only; resolvable identifiers, graphs and model agreement do not prove truth; statistical/ISO/accreditation conclusions not approved.","url":"https://github.com/duvuvan/sart-research-skills","primarySourceURLs":["https://raw.githubusercontent.com/duvuvan/SART-Research-Skills/main/README.md","https://github.com/duvuvan/SART-Research-Skills"],"id":"RWE-6428","relevance":{"id":"RWE-6428","decision":"Core","rationale":"Retain the documented evidence function: Map manuscript claims to exact evidence spans, file hashes and citation roles; retain caveats and review findings in auditable research graph. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Map manuscript claims to exact evidence spans, file hashes and citation roles; retain caveats and review findings in auditable research graph.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/duvuvan/sart-research-skills","https://raw.githubusercontent.com/duvuvan/SART-Research-Skills/main/README.md","https://github.com/duvuvan/SART-Research-Skills"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sanjayy0612/iam_literature","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search Semantic Scholar/OpenAlex/Crossref/PubMed and audit literature gaps.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sanjayy0612/iam_literature","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search Semantic Scholar/OpenAlex/Crossref/PubMed and audit literature gaps."],"limitation":"Search coverage and methodological appraisal require human review.","url":"https://github.com/sanjayy0612/iam_literature","primarySourceURLs":["https://github.com/sanjayy0612/iam_literature/blob/e107c2ac53900a2ebf35fbc677f56cb0bc74175b/analyze-research-gaps/SKILL.md","https://raw.githubusercontent.com/sanjayy0612/iam_literature/HEAD/README.md"],"id":"RWE-3318","relevance":{"id":"RWE-3318","decision":"Core","rationale":"Retain the documented evidence function: Search Semantic Scholar/OpenAlex/Crossref/PubMed and audit literature gaps. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search Semantic Scholar/OpenAlex/Crossref/PubMed and audit literature gaps.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sanjayy0612/iam_literature","https://github.com/sanjayy0612/iam_literature/blob/e107c2ac53900a2ebf35fbc677f56cb0bc74175b/analyze-research-gaps/SKILL.md","https://raw.githubusercontent.com/sanjayy0612/iam_literature/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jennyyan2001/review-article-synthesis","kind":"Research tool","category":"RWE Data & Analytics","summary":"Track paragraph/figure/table coverage, separate author claims from primary evidence and inference, trace key original studies and record unresolved research questions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jennyyan2001/review-article-synthesis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Track paragraph/figure/table coverage, separate author claims from primary evidence and inference, trace key original studies and record unresolved research questions."],"limitation":"Requires accessible full text and human review; incomplete material narrows scope. No validated automated certainty grading or experimental-design correctness.","url":"https://github.com/jennyyan2001/review-article-synthesis","primarySourceURLs":["https://raw.githubusercontent.com/JennyYan2001/review-article-synthesis/main/README.md","https://github.com/JennyYan2001/review-article-synthesis"],"id":"RWE-6429","relevance":{"id":"RWE-6429","decision":"Core","rationale":"Track paragraph/figure/table coverage, separate author claims from primary evidence and inference, trace key original studies and record unresolved research questions. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Track paragraph/figure/table coverage, separate author claims from primary evidence and inference, trace key original studies and record unresolved research questions. Limits: Requires accessible full text and human review; incomplete material narrows scope. No validated automated certainty grading or experimental-design correctness.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JennyYan2001/review-article-synthesis/main/README.md","https://github.com/JennyYan2001/review-article-synthesis"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"guicondor1512-genai-bci/qa-healthcare-mcp-server","kind":"MCP component","category":"OMOP & terminology","summary":"Normalize/query drug terminology within agentic RAG pipeline.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"guicondor1512-genai-bci/qa-healthcare-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Normalize/query drug terminology within agentic RAG pipeline."],"limitation":"Requires separately configured RxNorm server; local interaction table is not RxNorm evidence.","url":"https://github.com/guicondor1512-genai-bci/qa-healthcare-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/guicondor1512-genAI-BCI/qa-healthcare-mcp-server/main/README.md","https://github.com/guicondor1512-genAI-BCI/qa-healthcare-mcp-server"],"id":"RWE-3939","relevance":{"id":"RWE-3939","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Normalize/query drug terminology within agentic RAG pipeline.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/guicondor1512-genAI-BCI/qa-healthcare-mcp-server/main/README.md","https://github.com/guicondor1512-genAI-BCI/qa-healthcare-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"kaysiz/mcp-test","kind":"MCP component","category":"RWE Data & Analytics","summary":"Search/get DOI metadata, inspect local corpus inventory and coverage, return metadata facets and export identified metadata issues.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kaysiz/mcp-test","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search/get DOI metadata, inspect local corpus inventory and coverage, return metadata facets and export identified metadata issues."],"limitation":"Requires separately obtained DataCite datafiles; default mock mode and 10,000-record aggregate ceiling matter. CSV indexes do not contain full metadata; compliance labels are checks, not certification.","url":"https://github.com/kaysiz/mcp-test","primarySourceURLs":["https://github.com/kaysiz/mcp-test/blob/main/README.md","https://github.com/kaysiz/mcp-test"],"id":"RWE-6499","relevance":{"id":"RWE-6499","decision":"Core","rationale":"Search/get DOI metadata, inspect local corpus inventory and coverage, return metadata facets and export identified metadata issues. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Search/get DOI metadata, inspect local corpus inventory and coverage, return metadata facets and export identified metadata issues. Limits: Requires separately obtained DataCite datafiles; default mock mode and 10,000-record aggregate ceiling matter. CSV indexes do not contain full metadata; compliance labels are checks, not certification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kaysiz/mcp-test/blob/main/README.md","https://github.com/kaysiz/mcp-test"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"g-schumacher44/analyst_toolkit","kind":"MCP component","category":"RWE Data & Analytics","summary":"Supply CSV, Parquet or GCS inputs to configured diagnostic modules, inspect outliers, produce data dictionaries and export diagnostic dashboard artifacts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"g-schumacher44/analyst_toolkit","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Supply CSV, Parquet or GCS inputs to configured diagnostic modules, inspect outliers, produce data dictionaries and export diagnostic dashboard artifacts."],"limitation":"Approval is limited to diagnostic and reporting interface. Data Health Scores, AutoHeal decisions and certified-output wording are not validated research data-quality or inferential guarantees.","url":"https://github.com/g-schumacher44/analyst_toolkit","primarySourceURLs":["https://github.com/G-Schumacher44/analyst_toolkit/blob/main/README.md","https://github.com/G-Schumacher44/analyst_toolkit"],"id":"RWE-6503","relevance":{"id":"RWE-6503","decision":"Core","rationale":"Supply CSV, Parquet or GCS inputs to configured diagnostic modules, inspect outliers, produce data dictionaries and export diagnostic dashboard artifacts. The actual contract supplies data dictionaries, missingness/summary statistics, grouping or denominator-aware analysis, an identifiable necessary data method.","relevanceBasis":"Supply CSV, Parquet or GCS inputs to configured diagnostic modules, inspect outliers, produce data dictionaries and export diagnostic dashboard artifacts. Limits: Approval is limited to diagnostic and reporting interface. Data Health Scores, AutoHeal decisions and certified-output wording are not validated research data-quality or inferential guarantees.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/G-Schumacher44/analyst_toolkit/blob/main/README.md","https://github.com/G-Schumacher44/analyst_toolkit"],"reviewGroup":"descriptive-statistical-method"}},{"name":"peerarif5656/agentic-enterprise-research-assistant","kind":"MCP server","category":"RWE Data & Analytics","summary":"Route questions to hybrid BM25/FAISS retrieval or summarization over a supplied text corpus and return answers, source filenames and retrieval metadata through API/MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"peerarif5656/agentic-enterprise-research-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Route questions to hybrid BM25/FAISS retrieval or summarization over a supplied text corpus and return answers, source filenames and retrieval metadata through API/MCP."],"limitation":"Citation markers and reported confidence are not calibrated correctness. Temperature zero does not guarantee reproducible outputs; hybrid retrieval superiority is not established by this review.","url":"https://github.com/peerarif5656/agentic-enterprise-research-assistant","primarySourceURLs":["https://github.com/Peerarif5656/agentic-enterprise-research-assistant/blob/main/README.md","https://github.com/Peerarif5656/agentic-enterprise-research-assistant"],"id":"RWE-6504","relevance":{"id":"RWE-6504","decision":"Core","rationale":"Route questions to hybrid BM25/FAISS retrieval or summarization over a supplied text corpus and return answers, source filenames and retrieval metadata through API/MCP. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Route questions to hybrid BM25/FAISS retrieval or summarization over a supplied text corpus and return answers, source filenames and retrieval metadata through API/MCP. Limits: Citation markers and reported confidence are not calibrated correctness. Temperature zero does not guarantee reproducible outputs; hybrid retrieval superiority is not established by this review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Peerarif5656/agentic-enterprise-research-assistant/blob/main/README.md","https://github.com/Peerarif5656/agentic-enterprise-research-assistant"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"harshitjain0302/medsignal","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Queries phase 2/3 ClinicalTrials.gov records and PubMed abstracts using hybrid retrieval and table QA.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"harshitjain0302/medsignal","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Queries phase 2/3 ClinicalTrials.gov records and PubMed abstracts using hybrid retrieval and table QA."],"limitation":"Generated confidence scores and numerical answers require checking against primary trial records.","url":"https://github.com/harshitjain0302/medsignal","primarySourceURLs":["https://raw.githubusercontent.com/harshitjain0302/medsignal/main/README.md","https://github.com/harshitjain0302/medsignal"],"id":"RWE-3916","relevance":{"id":"RWE-3916","decision":"Core","rationale":"Retain the documented evidence function: Queries phase 2/3 ClinicalTrials.gov records and PubMed abstracts using hybrid retrieval and table QA. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Queries phase 2/3 ClinicalTrials.gov records and PubMed abstracts using hybrid retrieval and table QA.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/harshitjain0302/medsignal","https://raw.githubusercontent.com/harshitjain0302/medsignal/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bicheng/beepseq-webresearch","kind":"Research tool","category":"RWE Data & Analytics","summary":"WebResearch CLI/client and agent integration search the web and extract linked page text as self-contained Markdown for source-based RAG research.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bicheng/beepseq-webresearch","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["WebResearch CLI/client and agent integration search the web and extract linked page text as self-contained Markdown for source-based RAG research."],"limitation":"General source-retrieval enabler; extraction quality and anti-bot claims not independently tested, and extracted content is not verified evidence.","url":"https://github.com/bicheng/beepseq-webresearch","primarySourceURLs":["https://github.com/BICHENG/BeepSeq-WebResearch/blob/main/README.MD","https://github.com/BICHENG/BeepSeq-WebResearch"],"id":"RWE-6505","relevance":{"id":"RWE-6505","decision":"Core","rationale":"WebResearch CLI/client and agent integration search the web and extract linked page text as self-contained Markdown for source-based RAG research. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"WebResearch CLI/client and agent integration search the web and extract linked page text as self-contained Markdown for source-based RAG research. Limits: General source-retrieval enabler; extraction quality and anti-bot claims not independently tested, and extracted content is not verified evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/BICHENG/BeepSeq-WebResearch/blob/main/README.MD","https://github.com/BICHENG/BeepSeq-WebResearch"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"dario-vazquez-albacete/adamgraph","kind":"Research tool","category":"RWE Data & Analytics","summary":"Agent-backed natural-language Cypher querying of a CDISC pilot AdAM graph, with SAS-file ETL and exportable table plus generated query.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dario-vazquez-albacete/adamgraph","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent-backed natural-language Cypher querying of a CDISC pilot AdAM graph, with SAS-file ETL and exportable table plus generated query."],"limitation":"Proof of concept returns only first rows; source is a pilot dataset, not a clinical validation. Generated joins/Cypher and clinical interpretation require review.","url":"https://github.com/dario-vazquez-albacete/adamgraph","primarySourceURLs":["https://github.com/dario-vazquez-albacete/AdAMGraph/blob/main/Readme.md","https://github.com/dario-vazquez-albacete/AdAMGraph"],"id":"RWE-6506","relevance":{"id":"RWE-6506","decision":"Core","rationale":"Agent-backed natural-language Cypher querying of a CDISC pilot AdAM graph, with SAS-file ETL and exportable table plus generated query. The selected lab-to-FHIR, clinical ADaM query or lesion-volume comparison workflow provides identifiable clinical data preparation/measurement; validation limits remain explicit.","relevanceBasis":"Agent-backed natural-language Cypher querying of a CDISC pilot AdAM graph, with SAS-file ETL and exportable table plus generated query. Limits: Proof of concept returns only first rows; source is a pilot dataset, not a clinical validation. Generated joins/Cypher and clinical interpretation require review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dario-vazquez-albacete/AdAMGraph/blob/main/Readme.md","https://github.com/dario-vazquez-albacete/AdAMGraph"],"reviewGroup":"clinical-data-preparation"}},{"name":"harshavardhanmannem/llm-powered-research-papers-qa-bot-","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Add papers by arXiv identifier, chunk and embed text into FAISS, and query the retrieved paper corpus using the documented Streamlit/NVIDIA LLM workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"harshavardhanmannem/llm-powered-research-papers-qa-bot-","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Add papers by arXiv identifier, chunk and embed text into FAISS, and query the retrieved paper corpus using the documented Streamlit/NVIDIA LLM workflow."],"limitation":"Prototype retrieval and generated synthesis are unvalidated. Confirm paper identifiers and source passages; no exhaustive literature coverage or official NVIDIA authorship claim.","url":"https://github.com/harshavardhanmannem/llm-powered-research-papers-qa-bot-","primarySourceURLs":["https://github.com/HarshaVardhanMannem/LLM-powered-Research-Papers-QA-Bot-/blob/main/README.md","https://github.com/HarshaVardhanMannem/LLM-powered-Research-Papers-QA-Bot-"],"id":"RWE-6507","relevance":{"id":"RWE-6507","decision":"Core","rationale":"Retain the documented evidence function: Add papers by arXiv identifier, chunk and embed text into FAISS, and query the retrieved paper corpus using the documented Streamlit/NVIDIA LLM workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Add papers by arXiv identifier, chunk and embed text into FAISS, and query the retrieved paper corpus using the documented Streamlit/NVIDIA LLM workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/harshavardhanmannem/llm-powered-research-papers-qa-bot-","https://github.com/HarshaVardhanMannem/LLM-powered-Research-Papers-QA-Bot-/blob/main/README.md","https://github.com/HarshaVardhanMannem/LLM-powered-Research-Papers-QA-Bot-"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gurveervirk/research-assistant","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Modus agent dispatches arXiv and web search, imports paper/page chunks into Neo4j and retrieves papers or chunks for research questions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gurveervirk/research-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Modus agent dispatches arXiv and web search, imports paper/page chunks into Neo4j and retrieves papers or chunks for research questions."],"limitation":"Selected implementation review confirms search endpoints and agent dispatch contract. Small relevance-ranked result sets are not systematic search; paper extraction uses a shared temporary file and was not runtime tested.","url":"https://github.com/gurveervirk/research-assistant","primarySourceURLs":["https://github.com/gurveervirk/research-assistant/blob/main/README.md","https://github.com/gurveervirk/research-assistant/blob/main/tools-backend/main.py","https://github.com/gurveervirk/research-assistant/blob/main/research-assistant/main.go","https://github.com/gurveervirk/research-assistant"],"id":"RWE-6508","relevance":{"id":"RWE-6508","decision":"Core","rationale":"Retain the documented evidence function: Modus agent dispatches arXiv and web search, imports paper/page chunks into Neo4j and retrieves papers or chunks for research questions. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Modus agent dispatches arXiv and web search, imports paper/page chunks into Neo4j and retrieves papers or chunks for research questions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gurveervirk/research-assistant","https://github.com/gurveervirk/research-assistant/blob/main/README.md","https://github.com/gurveervirk/research-assistant/blob/main/tools-backend/main.py","https://github.com/gurveervirk/research-assistant/blob/main/research-assistant/main.go"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"justin-mbca/fhir_omop_agent","kind":"Research tool","category":"OMOP & terminology","summary":"Documented deterministic and optional LLM-assisted FHIR-to-OMOP SQL mapping, profiling, QA and cohort selection.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"justin-mbca/fhir_omop_agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Documented deterministic and optional LLM-assisted FHIR-to-OMOP SQL mapping, profiling, QA and cohort selection.","FHIR/OMOP mapping assistance, data checks and cohort exploration"],"limitation":"Mapping is partial: person identifiers can fail integer conversion; demographic concept mappings are unfilled. No OMOP conformance, study validity or clinical advice approval. MCPOrchestrator is an internal workflow class; standards-compliant MCP transport not established. Generated mappings require review.","url":"https://github.com/justin-mbca/fhir_omop_agent","primarySourceURLs":["https://raw.githubusercontent.com/justin-mbca/fhir_omop_agent/main/README.md","https://github.com/justin-mbca/fhir_omop_agent"],"id":"RWE-3670","relevance":{"id":"RWE-3670","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Documented deterministic and optional LLM-assisted FHIR-to-OMOP SQL mapping, profiling, QA and cohort selection.; FHIR/OMOP mapping assistance, data checks and cohort exploration","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/justin-mbca/fhir_omop_agent/main/README.md","https://github.com/justin-mbca/fhir_omop_agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"singhdeepesh20/deepscholar","kind":"Research tool","category":"RWE Data & Analytics","summary":"ReAct academic search using arXiv, DuckDuckGo and Wikipedia, with uploaded PDF retrieval through FAISS and a chat UI.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"singhdeepesh20/deepscholar","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ReAct academic search using arXiv, DuckDuckGo and Wikipedia, with uploaded PDF retrieval through FAISS and a chat UI."],"limitation":"Source quality and extraction depend on upstream retrieval; multi-document expansion is roadmap. Generated answers need source checking.","url":"https://github.com/singhdeepesh20/deepscholar","primarySourceURLs":["https://github.com/singhdeepesh20/DeepScholar"],"id":"RWE-6513","relevance":{"id":"RWE-6513","decision":"Core","rationale":"ReAct academic search using arXiv, DuckDuckGo and Wikipedia, with uploaded PDF retrieval through FAISS and a chat UI. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"ReAct academic search using arXiv, DuckDuckGo and Wikipedia, with uploaded PDF retrieval through FAISS and a chat UI. Limits: Source quality and extraction depend on upstream retrieval; multi-document expansion is roadmap. Generated answers need source checking.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/singhdeepesh20/DeepScholar"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"yiming-qing/research-agent---1st-place-in-alibaba-cloud-data-ai-competition","kind":"Research tool","category":"RWE Data & Analytics","summary":"ReAct research agent searches dual web engines, visits pages, collects multi-source evidence and returns answers with trace/evaluation entry points.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yiming-qing/research-agent---1st-place-in-alibaba-cloud-data-ai-competition","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ReAct research agent searches dual web engines, visits pages, collects multi-source evidence and returns answers with trace/evaluation entry points."],"limitation":"General web-research enabler and competition prototype; forced answers on resource limits and model summary/normalization steps can lose evidence or introduce unsupported claims. Competition rank not independently verified.","url":"https://github.com/yiming-qing/research-agent---1st-place-in-alibaba-cloud-data-ai-competition","primarySourceURLs":["https://github.com/yiming-qing/Research-Agent---1st-place-in-Alibaba-Cloud-Data-AI-Competition/blob/main/README.md","https://github.com/yiming-qing/Research-Agent---1st-place-in-Alibaba-Cloud-Data-AI-Competition"],"id":"RWE-6514","relevance":{"id":"RWE-6514","decision":"Core","rationale":"ReAct research agent searches dual web engines, visits pages, collects multi-source evidence and returns answers with trace/evaluation entry points. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"ReAct research agent searches dual web engines, visits pages, collects multi-source evidence and returns answers with trace/evaluation entry points. Limits: General web-research enabler and competition prototype; forced answers on resource limits and model summary/normalization steps can lose evidence or introduce unsupported claims. Competition rank not independently verified.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yiming-qing/Research-Agent---1st-place-in-Alibaba-Cloud-Data-AI-Competition/blob/main/README.md","https://github.com/yiming-qing/Research-Agent---1st-place-in-Alibaba-Cloud-Data-AI-Competition"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"avnlp/agentic-med-diag","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Document ingestion, biomedical entity/relation extraction, chunk-level provenance, graph/vector retrieval and agent-assisted literature querying.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"avnlp/agentic-med-diag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Document ingestion, biomedical entity/relation extraction, chunk-level provenance, graph/vector retrieval and agent-assisted literature querying."],"limitation":"Extracted relations are model-generated claims, not established causal or diagnostic facts. No approval of diagnosis/treatment output; corpus preparation and graph/model dependencies remain user responsibilities.","url":"https://github.com/avnlp/agentic-med-diag","primarySourceURLs":["https://github.com/avnlp/agentic-med-diag"],"id":"RWE-6515","relevance":{"id":"RWE-6515","decision":"Core","rationale":"Retain the documented evidence function: Biomedical document evidence extraction and source-provenance retrieval only; diagnosis/relation truth assertions excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biomedical document evidence extraction and source-provenance retrieval only; diagnosis/relation truth assertions excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/avnlp/agentic-med-diag"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tangyingran/brain-tumor-imaging-agent","kind":"MCP server","category":"RWE Data & Analytics","summary":"Documented MCP tools segment four MRI modalities and summarize enhancing tumor, tumor core and whole tumor volumes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tangyingran/brain-tumor-imaging-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Documented MCP tools segment four MRI modalities and summarize enhancing tumor, tumor core and whole tumor volumes.","Segments 3D multimodal brain MRI, quantifies lesion volume and compares prior structured reports using agent tools."],"limitation":"Model weights/configuration and segmentation accuracy not verified; no diagnostic interpretation, treatment recommendations or longitudinal causal claims approved. Research imaging outputs require validation; diagnostic claims and performance not independently evaluated.","url":"https://github.com/tangyingran/brain-tumor-imaging-agent","primarySourceURLs":["https://raw.githubusercontent.com/TangYingran/brain-tumor-imaging-agent/main/README.md","https://github.com/TangYingran/brain-tumor-imaging-agent"],"id":"RWE-3904","relevance":{"id":"RWE-3904","decision":"Core","rationale":"Documented MCP tools segment four MRI modalities and summarize enhancing tumor, tumor core and whole tumor volumes. The selected lab-to-FHIR, clinical ADaM query or lesion-volume comparison workflow provides identifiable clinical data preparation/measurement; validation limits remain explicit.","relevanceBasis":"Documented MCP tools segment four MRI modalities and summarize enhancing tumor, tumor core and whole tumor volumes. Limits: Model weights/configuration and segmentation accuracy not verified; no diagnostic interpretation, treatment recommendations or longitudinal causal claims approved. Research imaging outputs require validation; diagnostic claims and performance not independently evaluated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/TangYingran/brain-tumor-imaging-agent/main/README.md","https://github.com/TangYingran/brain-tumor-imaging-agent"],"reviewGroup":"clinical-data-preparation"}},{"name":"abrham-m/agent-driven-biomedical-knowledge-graph","kind":"Research tool","category":"RWE Data & Analytics","summary":"Documented PDF-to-BioBERT entity/LLM relation extraction, NCIt normalization and Neo4j-backed QA with source filenames and ontology identifiers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"abrham-m/agent-driven-biomedical-knowledge-graph","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Documented PDF-to-BioBERT entity/LLM relation extraction, NCIt normalization and Neo4j-backed QA with source filenames and ontology identifiers."],"limitation":"Nine-paper demonstration; inferred relations including diagnostic examples must remain attributed extracted claims, not clinical facts or identified causality. No clinical recommendation approval.","url":"https://github.com/abrham-m/agent-driven-biomedical-knowledge-graph","primarySourceURLs":["https://github.com/Abrham-m/Agent-driven-Biomedical-Knowledge-Graph"],"id":"RWE-6523","relevance":{"id":"RWE-6523","decision":"Core","rationale":"Documented PDF-to-BioBERT entity/LLM relation extraction, NCIt normalization and Neo4j-backed QA with source filenames and ontology identifiers. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Documented PDF-to-BioBERT entity/LLM relation extraction, NCIt normalization and Neo4j-backed QA with source filenames and ontology identifiers. Limits: Nine-paper demonstration; inferred relations including diagnostic examples must remain attributed extracted claims, not clinical facts or identified causality. No clinical recommendation approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Abrham-m/Agent-driven-Biomedical-Knowledge-Graph"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"norths7ar/bioevidence-copilot","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed abstract retrieval, PICO/evidence extraction, templated and LLM baselines, optional Hetionet context, and a small held-out extraction evaluation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"norths7ar/bioevidence-copilot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed abstract retrieval, PICO/evidence extraction, templated and LLM baselines, optional Hetionet context, and a small held-out extraction evaluation."],"limitation":"Abstract-only scope; thirteen evaluation rows are not broad validation. Graph context is not a substitute for citations; frozen unmaintained release and model-specific results require caution.","url":"https://github.com/norths7ar/bioevidence-copilot","primarySourceURLs":["https://github.com/norths7ar/bioevidence-copilot"],"id":"RWE-6525","relevance":{"id":"RWE-6525","decision":"Core","rationale":"Retain the documented evidence function: PubMed abstract retrieval, PICO/evidence extraction, templated and LLM baselines, optional Hetionet context, and a small held-out extraction evaluation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed abstract retrieval, PICO/evidence extraction, templated and LLM baselines, optional Hetionet context, and a small held-out extraction evaluation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/norths7ar/bioevidence-copilot"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sundy-adel/medical-question-answering-with-multi-agent-rag-pipeline","kind":"Research tool","category":"RWE Data & Analytics","summary":"Notebook agent retrieves MedQuAD text through hybrid search, reranking and contextual answer generation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sundy-adel/medical-question-answering-with-multi-agent-rag-pipeline","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Notebook agent retrieves MedQuAD text through hybrid search, reranking and contextual answer generation."],"limitation":"Source-retrieval demonstration only; hallucination-free and clinical correctness claims are not validated.","url":"https://github.com/sundy-adel/medical-question-answering-with-multi-agent-rag-pipeline","primarySourceURLs":["https://github.com/sundy-adel/Medical-Question-Answering-with-Multi-Agent-RAG-Pipeline/blob/main/README.md","https://github.com/sundy-adel/Medical-Question-Answering-with-Multi-Agent-RAG-Pipeline"],"id":"RWE-6526","relevance":{"id":"RWE-6526","decision":"Core","rationale":"Notebook agent retrieves MedQuAD text through hybrid search, reranking and contextual answer generation. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Notebook agent retrieves MedQuAD text through hybrid search, reranking and contextual answer generation. Limits: Source-retrieval demonstration only; hallucination-free and clinical correctness claims are not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sundy-adel/Medical-Question-Answering-with-Multi-Agent-RAG-Pipeline/blob/main/README.md","https://github.com/sundy-adel/Medical-Question-Answering-with-Multi-Agent-RAG-Pipeline"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"richa-kaplesh/query-mind","kind":"Research tool","category":"RWE Data & Analytics","summary":"Selected get_csv_stats function tool exposes CSV shape, missingness, descriptive numeric/category summaries and pairwise correlation tables to the agent tool registry.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"richa-kaplesh/query-mind","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Selected get_csv_stats function tool exposes CSV shape, missingness, descriptive numeric/category summaries and pairwise correlation tables to the agent tool registry."],"limitation":"Primary README is empty; selected source interface inspected. Automatic last-column target selection, arbitrary class heuristics, unseeded normality sampling and unadjusted significance labels are not approved inferential methods; small/empty inputs can fail.","url":"https://github.com/richa-kaplesh/query-mind","primarySourceURLs":["https://github.com/richa-kaplesh/query-mind/blob/main/readme.MD","https://github.com/richa-kaplesh/query-mind/blob/main/backend/core/tool_registry.py","https://github.com/richa-kaplesh/query-mind/blob/main/backend/core/tools/csv_stats_tool.py","https://github.com/richa-kaplesh/query-mind/blob/main/backend/core/analysis/csv_stats.py","https://github.com/richa-kaplesh/query-mind"],"id":"RWE-6528","relevance":{"id":"RWE-6528","decision":"Core","rationale":"Selected get_csv_stats function tool exposes CSV shape, missingness, descriptive numeric/category summaries and pairwise correlation tables to the agent tool registry. The actual contract supplies data dictionaries, missingness/summary statistics, grouping or denominator-aware analysis, an identifiable necessary data method.","relevanceBasis":"Selected get_csv_stats function tool exposes CSV shape, missingness, descriptive numeric/category summaries and pairwise correlation tables to the agent tool registry. Limits: Primary README is empty; selected source interface inspected. Automatic last-column target selection, arbitrary class heuristics, unseeded normality sampling and unadjusted significance labels are not approved inferential methods; small/empty inputs can fail.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/richa-kaplesh/query-mind/blob/main/readme.MD","https://github.com/richa-kaplesh/query-mind/blob/main/backend/core/tool_registry.py","https://github.com/richa-kaplesh/query-mind/blob/main/backend/core/tools/csv_stats_tool.py","https://github.com/richa-kaplesh/query-mind/blob/main/backend/core/analysis/csv_stats.py","https://github.com/richa-kaplesh/query-mind"],"reviewGroup":"descriptive-statistical-method"}},{"name":"micrsyz/micro_agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Build section, equation, table/figure-label and note indexes from LaTeX, serve page-context answers and retain chunk/label artifacts for paper or poster questions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"micrsyz/micro_agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Build section, equation, table/figure-label and note indexes from LaTeX, serve page-context answers and retain chunk/label artifacts for paper or poster questions."],"limitation":"Version-one scope is LaTeX, not PDF ingestion. Sanitized demonstrations do not validate answer correctness or completeness; optional generation must be checked against original equations and figures.","url":"https://github.com/micrsyz/micro_agent","primarySourceURLs":["https://github.com/MiCrSYZ/micro_agent/blob/main/README.md","https://github.com/MiCrSYZ/micro_agent"],"id":"RWE-6529","relevance":{"id":"RWE-6529","decision":"Core","rationale":"Retain the documented evidence function: Build section, equation, table/figure-label and note indexes from LaTeX, serve page-context answers and retain chunk/label artifacts for paper or poster questions. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Build section, equation, table/figure-label and note indexes from LaTeX, serve page-context answers and retain chunk/label artifacts for paper or poster questions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/micrsyz/micro_agent","https://github.com/MiCrSYZ/micro_agent/blob/main/README.md","https://github.com/MiCrSYZ/micro_agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"vatsasree/medqa_agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medical-handbook retrieval agent for source-context questions through local embeddings and tool calling.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vatsasree/medqa_agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical-handbook retrieval agent for source-context questions through local embeddings and tool calling."],"limitation":"Only handbook evidence lookup; patient diagnosis/report interpretation and treatment correctness are not approved. User-supplied corpus provenance and GPU configuration require review.","url":"https://github.com/vatsasree/medqa_agent","primarySourceURLs":["https://github.com/vatsasree/MedQA_Agent/blob/main/README.md","https://github.com/vatsasree/MedQA_Agent"],"id":"RWE-6530","relevance":{"id":"RWE-6530","decision":"Core","rationale":"Medical-handbook retrieval agent for source-context questions through local embeddings and tool calling. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Medical-handbook retrieval agent for source-context questions through local embeddings and tool calling. Limits: Only handbook evidence lookup; patient diagnosis/report interpretation and treatment correctness are not approved. User-supplied corpus provenance and GPU configuration require review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vatsasree/MedQA_Agent/blob/main/README.md","https://github.com/vatsasree/MedQA_Agent"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"hogandong486/rag-research-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Upload and index PDFs in Chroma, plan multi-query retrieval and return source-tracked responses through query and agent-query API routes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hogandong486/rag-research-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Upload and index PDFs in Chroma, plan multi-query retrieval and return source-tracked responses through query and agent-query API routes."],"limitation":"Prototype source retrieval does not validate synthesis or claim exhaustive literature coverage; requires configured model service and user-provided documents.","url":"https://github.com/hogandong486/rag-research-agent","primarySourceURLs":["https://github.com/HoganDong486/rag-research-agent/blob/main/README.md","https://github.com/HoganDong486/rag-research-agent"],"id":"RWE-6531","relevance":{"id":"RWE-6531","decision":"Core","rationale":"Upload and index PDFs in Chroma, plan multi-query retrieval and return source-tracked responses through query and agent-query API routes. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Upload and index PDFs in Chroma, plan multi-query retrieval and return source-tracked responses through query and agent-query API routes. Limits: Prototype source retrieval does not validate synthesis or claim exhaustive literature coverage; requires configured model service and user-provided documents.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/HoganDong486/rag-research-agent/blob/main/README.md","https://github.com/HoganDong486/rag-research-agent"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"faxclouder/ped-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Modular pedestrian-flow research evidence retrieval/answer contracts and provenance-bearing experimental outputs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"faxclouder/ped-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Modular pedestrian-flow research evidence retrieval/answer contracts and provenance-bearing experimental outputs."],"limitation":"Selected literature question-answering module only; cross-module composition is future work and video inference needs local weights. No proven pedestrian-model validity.","url":"https://github.com/faxclouder/ped-agent","primarySourceURLs":["https://github.com/FaxClouder/Ped-Agent/blob/main/README.md","https://github.com/FaxClouder/Ped-Agent"],"id":"RWE-6534","relevance":{"id":"RWE-6534","decision":"Core","rationale":"Modular pedestrian-flow research evidence retrieval/answer contracts and provenance-bearing experimental outputs. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Modular pedestrian-flow research evidence retrieval/answer contracts and provenance-bearing experimental outputs. Limits: Selected literature question-answering module only; cross-module composition is future work and video inference needs local weights. No proven pedestrian-model validity.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/FaxClouder/Ped-Agent/blob/main/README.md","https://github.com/FaxClouder/Ped-Agent"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"sunrich-ht/figure-extractor","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Agent skill/CLI extracts complete scientific-paper figures and tables with captions, crops, manifests and contact sheets.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sunrich-ht/figure-extractor","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Agent skill/CLI extracts complete scientific-paper figures and tables with captions, crops, manifests and contact sheets."],"limitation":"Document-layout heuristics can merge or crop incorrectly; review suspect outputs. Not numerical digitization or independent source-content validation.","url":"https://github.com/sunrich-ht/figure-extractor","primarySourceURLs":["https://github.com/Sunrich-HT/figure-extractor/blob/main/README.md","https://github.com/Sunrich-HT/figure-extractor"],"id":"RWE-6538","relevance":{"id":"RWE-6538","decision":"Core","rationale":"Retain the documented evidence function: Agent skill/CLI extracts complete scientific-paper figures and tables with captions, crops, manifests and contact sheets. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Agent skill/CLI extracts complete scientific-paper figures and tables with captions, crops, manifests and contact sheets.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sunrich-ht/figure-extractor","https://github.com/Sunrich-HT/figure-extractor/blob/main/README.md","https://github.com/Sunrich-HT/figure-extractor"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hoax12/rag-medbot-v2","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Ingests PubMed/Entrez and PMC material with structured abstracts and citation metadata for breast-cancer literature QA.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hoax12/rag-medbot-v2","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Ingests PubMed/Entrez and PMC material with structured abstracts and citation metadata for breast-cancer literature QA."],"limitation":"Research implementation; network/API and hardware dependencies remain; QA findings need source checks.","url":"https://github.com/hoax12/rag-medbot-v2","primarySourceURLs":["https://raw.githubusercontent.com/hoax12/rag-medbot-v2/main/README.md","https://github.com/hoax12/rag-medbot-v2"],"id":"RWE-3937","relevance":{"id":"RWE-3937","decision":"Core","rationale":"Retain the documented evidence function: Ingests PubMed/Entrez and PMC material with structured abstracts and citation metadata for breast-cancer literature QA. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Ingests PubMed/Entrez and PMC material with structured abstracts and citation metadata for breast-cancer literature QA.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hoax12/rag-medbot-v2","https://raw.githubusercontent.com/hoax12/rag-medbot-v2/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"akshajkashyap/researchops-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"ResearchOps CLI ingests local research papers/notes, returns citation-ready evidence packs and extractive or grounded answers, and records bounded configuration/experiment artifacts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"akshajkashyap/researchops-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ResearchOps CLI ingests local research papers/notes, returns citation-ready evidence packs and extractive or grounded answers, and records bounded configuration/experiment artifacts."],"limitation":"Small local corpus and heuristic claim/config extraction; default fake provider available, no web search or arbitrary paper reproduction. Approved evidence retrieval and workflow records, not forecast/model validity.","url":"https://github.com/akshajkashyap/researchops-agent","primarySourceURLs":["https://github.com/AkshajKashyap/researchops-agent/blob/master/README.md","https://github.com/AkshajKashyap/researchops-agent"],"id":"RWE-6536","relevance":{"id":"RWE-6536","decision":"Core","rationale":"Retain the documented evidence function: ResearchOps CLI ingests local research papers/notes, returns citation-ready evidence packs and extractive or grounded answers, and records bounded configuration/experiment artifacts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ResearchOps CLI ingests local research papers/notes, returns citation-ready evidence packs and extractive or grounded answers, and records bounded configuration/experiment artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/akshajkashyap/researchops-agent","https://github.com/AkshajKashyap/researchops-agent/blob/master/README.md","https://github.com/AkshajKashyap/researchops-agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"smkzw/clinical-patient-profile-html","kind":"Research tool","category":"Trials & Study Design","summary":"Clinical-trial listing and protocol-to-HTML patient/site profiles with endpoint mapping, longitudinal plots and source/CSV/output quality checks.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"smkzw/clinical-patient-profile-html","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical-trial listing and protocol-to-HTML patient/site profiles with endpoint mapping, longitudinal plots and source/CSV/output quality checks."],"limitation":"Descriptive trial-review artifacts only; endpoint interpretations, baseline/unscheduled-visit choices and data mappings require project review. No efficacy inference or validated regulatory output.","url":"https://github.com/smkzw/clinical-patient-profile-html","primarySourceURLs":["https://github.com/smkzw/clinical-patient-profile-html/blob/main/README.md","https://github.com/smkzw/clinical-patient-profile-html"],"id":"RWE-6537","relevance":{"id":"RWE-6537","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Clinical-trial listing and protocol-to-HTML patient/site profiles with endpoint mapping, longitudinal plots and source/CSV/output quality checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/smkzw/clinical-patient-profile-html/blob/main/README.md","https://github.com/smkzw/clinical-patient-profile-html"],"reviewGroup":"clinical-trial-workflow"}},{"name":"li-zhaoting/scholarpilot","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Academic-PDF RAG interface and retrieval comparison platform retaining chunk citations, embedding versions, query configuration and per-query metrics.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"li-zhaoting/scholarpilot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic-PDF RAG interface and retrieval comparison platform retaining chunk citations, embedding versions, query configuration and per-query metrics."],"limitation":"Citation-ID validity and evidence_strength are not fact correctness; demo-v1 synthetic small sample and explicit mock/fallback modes limit conclusions.","url":"https://github.com/li-zhaoting/scholarpilot","primarySourceURLs":["https://github.com/LI-ZHAOTING/ScholarPilot/blob/main/README.md","https://github.com/LI-ZHAOTING/ScholarPilot"],"id":"RWE-6540","relevance":{"id":"RWE-6540","decision":"Core","rationale":"Retain the documented evidence function: Source-cited scholarly PDF retrieval only; model retrieval comparison/metrics excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Source-cited scholarly PDF retrieval only; model retrieval comparison/metrics excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/li-zhaoting/scholarpilot","https://github.com/LI-ZHAOTING/ScholarPilot/blob/main/README.md","https://github.com/LI-ZHAOTING/ScholarPilot"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lineyuehan0509/cms-clinical-protocol-skills","kind":"Research tool","category":"Trials & Study Design","summary":"Clinical protocol skills assemble source registers, evidence searches, endpoints, eligibility, SOA and statistical frameworks.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lineyuehan0509/cms-clinical-protocol-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical protocol skills assemble source registers, evidence searches, endpoints, eligibility, SOA and statistical frameworks."],"limitation":"Draft protocols require sponsor/clinical/statistical review; regulatory compliance not certified.","url":"https://github.com/lineyuehan0509/cms-clinical-protocol-skills","primarySourceURLs":["https://raw.githubusercontent.com/lineyuehan0509/cms-clinical-protocol-skills/main/README.md","https://github.com/lineyuehan0509/cms-clinical-protocol-skills"],"id":"RWE-5421","relevance":{"id":"RWE-5421","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Clinical protocol skills assemble source registers, evidence searches, endpoints, eligibility, SOA and statistical frameworks.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/lineyuehan0509/cms-clinical-protocol-skills/main/README.md","https://github.com/lineyuehan0509/cms-clinical-protocol-skills"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"ryannn41/scientific-figure-understanding-skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Agent skill parses scientific PDFs with MinerU into cleaned Markdown, source/run metadata and optional figure/table interpretations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ryannn41/scientific-figure-understanding-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent skill parses scientific PDFs with MinerU into cleaned Markdown, source/run metadata and optional figure/table interpretations."],"limitation":"External parsing/model service; generated figure analysis and OCR require source checking. No embedded/default credential used or runtime tested.","url":"https://github.com/ryannn41/scientific-figure-understanding-skill","primarySourceURLs":["https://github.com/Ryannn41/Scientific-Figure-Understanding-Skill/blob/main/README.md","https://github.com/Ryannn41/Scientific-Figure-Understanding-Skill"],"id":"RWE-6549","relevance":{"id":"RWE-6549","decision":"Core","rationale":"Agent skill parses scientific PDFs with MinerU into cleaned Markdown, source/run metadata and optional figure/table interpretations. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Agent skill parses scientific PDFs with MinerU into cleaned Markdown, source/run metadata and optional figure/table interpretations. Limits: External parsing/model service; generated figure analysis and OCR require source checking. No embedded/default credential used or runtime tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Ryannn41/Scientific-Figure-Understanding-Skill/blob/main/README.md","https://github.com/Ryannn41/Scientific-Figure-Understanding-Skill"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"aymanunischolar/clinify","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Hybrid retrieval of public sample clinical guidelines, citation-bearing answers and NLM Clinical Tables ICD-10 lookup within an agent pipeline.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aymanunischolar/clinify","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Hybrid retrieval of public sample clinical guidelines, citation-bearing answers and NLM Clinical Tables ICD-10 lookup within an agent pipeline."],"limitation":"Research retrieval/terminology lookup only; mock fallbacks and proxy RAGAS metrics are not factual validation. RxNav interaction, FHIR formatting and diagnostic coding correctness are not approved.","url":"https://github.com/aymanunischolar/clinify","primarySourceURLs":["https://github.com/Aymanunischolar/clinify/blob/main/README.md","https://github.com/Aymanunischolar/clinify"],"id":"RWE-6552","relevance":{"id":"RWE-6552","decision":"Core","rationale":"Retain the documented evidence function: Hybrid retrieval of public sample clinical guidelines, citation-bearing answers and NLM Clinical Tables ICD-10 lookup within an agent pipeline. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Hybrid retrieval of public sample clinical guidelines, citation-bearing answers and NLM Clinical Tables ICD-10 lookup within an agent pipeline.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aymanunischolar/clinify","https://github.com/Aymanunischolar/clinify/blob/main/README.md","https://github.com/Aymanunischolar/clinify"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"filtain/auto-research","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Scientific literature retrieval across named bibliographic sources, PDF/abstract evidence extraction and source-linked research-artifact pipeline.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"filtain/auto-research","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scientific literature retrieval across named bibliographic sources, PDF/abstract evidence extraction and source-linked research-artifact pipeline."],"limitation":"Deterministic offline demo and structural export gates are not a proof of factual support or complete review; source availability and text extraction constrain output.","url":"https://github.com/filtain/auto-research","primarySourceURLs":["https://github.com/Filtain/Auto-Research/blob/main/README.md","https://github.com/Filtain/Auto-Research"],"id":"RWE-6555","relevance":{"id":"RWE-6555","decision":"Core","rationale":"Retain the documented evidence function: Scientific literature retrieval across named bibliographic sources, PDF/abstract evidence extraction and source-linked research-artifact pipeline. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scientific literature retrieval across named bibliographic sources, PDF/abstract evidence extraction and source-linked research-artifact pipeline.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/filtain/auto-research","https://github.com/Filtain/Auto-Research/blob/main/README.md","https://github.com/Filtain/Auto-Research"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tarvia-lab/tarvia-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Tool-calling biology research agent retrieves a specific HGSOC paper,75 worked QA records and live PubMed citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tarvia-lab/tarvia-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Tool-calling biology research agent retrieves a specific HGSOC paper,75 worked QA records and live PubMed citations."],"limitation":"Paper-specific evidence lookup; interpretive QA and generated mechanistic hypotheses are not independently verified or clinical relapse predictions.","url":"https://github.com/tarvia-lab/tarvia-agent","primarySourceURLs":["https://github.com/TARVIA-lab/tarvia-agent/blob/main/README.md","https://github.com/TARVIA-lab/tarvia-agent"],"id":"RWE-6559","relevance":{"id":"RWE-6559","decision":"Core","rationale":"Retain the documented evidence function: Live PubMed and source-paper retrieval only; mechanistic hypotheses and clinical relapse prediction excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Live PubMed and source-paper retrieval only; mechanistic hypotheses and clinical relapse prediction excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tarvia-lab/tarvia-agent","https://github.com/TARVIA-lab/tarvia-agent/blob/main/README.md","https://github.com/TARVIA-lab/tarvia-agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"joanna-ciesielski/curebench-agentic-reasoning","kind":"Research tool","category":"Regulatory & Product Data","summary":"CURE-Bench agent notebook normalizes drug entities via RxNorm, retrieves openFDA label evidence and generates structured competition answers.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"joanna-ciesielski/curebench-agentic-reasoning","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["CURE-Bench agent notebook normalizes drug entities via RxNorm, retrieves openFDA label evidence and generates structured competition answers."],"limitation":"Private test predictions not supplied; leaderboard claim is unfinished in README. Source label retrieval and benchmark harness only, no validated treatment selection.","url":"https://github.com/joanna-ciesielski/curebench-agentic-reasoning","primarySourceURLs":["https://github.com/joanna-ciesielski/curebench-agentic-reasoning/blob/main/README.md","https://github.com/joanna-ciesielski/curebench-agentic-reasoning"],"id":"RWE-6560","relevance":{"id":"RWE-6560","decision":"Core","rationale":"Retain actual RxNorm normalization and openFDA label retrieval only; competition answers and treatment selection remain outside core scope.","relevanceBasis":"CURE-Bench agent notebook normalizes drug entities via RxNorm, retrieves openFDA label evidence and generates structured competition answers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/joanna-ciesielski/curebench-agentic-reasoning/blob/main/README.md","https://github.com/joanna-ciesielski/curebench-agentic-reasoning"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"sohel2309/multi-agent-research-system","kind":"Research tool","category":"RWE Data & Analytics","summary":"LangGraph multi-agent research workflow performs web searches, evidence analysis, additional searches and source-backed report drafts with QA output.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sohel2309/multi-agent-research-system","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["LangGraph multi-agent research workflow performs web searches, evidence analysis, additional searches and source-backed report drafts with QA output."],"limitation":"Model-based grounding/quality scores are not truth or completeness guarantees; generic research assistance, no clinical or statistical validity established.","url":"https://github.com/sohel2309/multi-agent-research-system","primarySourceURLs":["https://github.com/Sohel2309/Multi-agent-research-system/blob/main/README.md","https://github.com/Sohel2309/Multi-agent-research-system"],"id":"RWE-6561","relevance":{"id":"RWE-6561","decision":"Core","rationale":"LangGraph multi-agent research workflow performs web searches, evidence analysis, additional searches and source-backed report drafts with QA output. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"LangGraph multi-agent research workflow performs web searches, evidence analysis, additional searches and source-backed report drafts with QA output. Limits: Model-based grounding/quality scores are not truth or completeness guarantees; generic research assistance, no clinical or statistical validity established.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Sohel2309/Multi-agent-research-system/blob/main/README.md","https://github.com/Sohel2309/Multi-agent-research-system"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"tahsinaydin02/gbca-rag","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PMC open-access gadolinium-contrast literature retrieval/QA and paragraph-anchored failure-evaluation pipeline.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tahsinaydin02/gbca-rag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PMC open-access gadolinium-contrast literature retrieval/QA and paragraph-anchored failure-evaluation pipeline."],"limitation":"Narrow licensed corpus and reference-answer evaluation only; retrieved literature is not clinical guidance or exhaustive contrast-agent evidence.","url":"https://github.com/tahsinaydin02/gbca-rag","primarySourceURLs":["https://github.com/tahsinaydin02/gbca-rag/blob/main/README.md","https://github.com/tahsinaydin02/gbca-rag"],"id":"RWE-6565","relevance":{"id":"RWE-6565","decision":"Core","rationale":"Retain the documented evidence function: PMC open-access gadolinium-contrast literature retrieval/QA and paragraph-anchored failure-evaluation pipeline. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PMC open-access gadolinium-contrast literature retrieval/QA and paragraph-anchored failure-evaluation pipeline.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tahsinaydin02/gbca-rag","https://github.com/tahsinaydin02/gbca-rag/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sunwenming61/medagent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medical-document ingestion and source-linked hybrid RAG/graph retrieval with explicit agent orchestration and evaluation interfaces.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sunwenming61/medagent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical-document ingestion and source-linked hybrid RAG/graph retrieval with explicit agent orchestration and evaluation interfaces."],"limitation":"User-supplied corpus and feature flags constrain operation; generated graph edges, proxy faithfulness and safety filtering are not clinical validation.","url":"https://github.com/sunwenming61/medagent","primarySourceURLs":["https://github.com/SunWenMing61/medagent/blob/master/README.md","https://github.com/SunWenMing61/medagent"],"id":"RWE-6572","relevance":{"id":"RWE-6572","decision":"Core","rationale":"Medical-document ingestion and source-linked hybrid RAG/graph retrieval with explicit agent orchestration and evaluation interfaces. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Medical-document ingestion and source-linked hybrid RAG/graph retrieval with explicit agent orchestration and evaluation interfaces. Limits: User-supplied corpus and feature flags constrain operation; generated graph edges, proxy faithfulness and safety filtering are not clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/SunWenMing61/medagent/blob/master/README.md","https://github.com/SunWenMing61/medagent"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"lyq-qlu/paper-rag-agent","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"arXiv/OpenAlex MCP retrieval, controlled PDF download and page/table/caption-preserving multi-agent scholarly QA.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lyq-qlu/paper-rag-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["arXiv/OpenAlex MCP retrieval, controlled PDF download and page/table/caption-preserving multi-agent scholarly QA."],"limitation":"Citation verification checks source mapping only, not entailment;30-paper evaluation and optional reranker results do not establish universal retrieval performance.","url":"https://github.com/lyq-qlu/paper-rag-agent","primarySourceURLs":["https://github.com/Lyq-QLU/paper-rag-agent/blob/main/README.md","https://github.com/Lyq-QLU/paper-rag-agent"],"id":"RWE-6573","relevance":{"id":"RWE-6573","decision":"Core","rationale":"Retain the documented evidence function: arXiv/OpenAlex MCP retrieval, controlled PDF download and page/table/caption-preserving multi-agent scholarly QA. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"arXiv/OpenAlex MCP retrieval, controlled PDF download and page/table/caption-preserving multi-agent scholarly QA.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lyq-qlu/paper-rag-agent","https://github.com/Lyq-QLU/paper-rag-agent/blob/main/README.md","https://github.com/Lyq-QLU/paper-rag-agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hypromax12/pdf_agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Statistical-yearbook PDF/Excel/web ingestion and source-linked question answering with city/year/page/table metadata and retrieval filters.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hypromax12/pdf_agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Statistical-yearbook PDF/Excel/web ingestion and source-linked question answering with city/year/page/table metadata and retrieval filters."],"limitation":"Five public demo files; full local corpus omitted. OCR, unit/year harmonization and computed values require original-source checking; no official statistics endorsement.","url":"https://github.com/hypromax12/pdf_agent","primarySourceURLs":["https://github.com/hypromax12/PDF_agent/blob/main/README.md","https://github.com/hypromax12/PDF_agent"],"id":"RWE-6576","relevance":{"id":"RWE-6576","decision":"Core","rationale":"Statistical-yearbook PDF/Excel/web ingestion and source-linked question answering with city/year/page/table metadata and retrieval filters. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Statistical-yearbook PDF/Excel/web ingestion and source-linked question answering with city/year/page/table metadata and retrieval filters. Limits: Five public demo files; full local corpus omitted. OCR, unit/year harmonization and computed values require original-source checking; no official statistics endorsement.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hypromax12/PDF_agent/blob/main/README.md","https://github.com/hypromax12/PDF_agent"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"duxc/genetic-epidemiology-manuscript","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Reviewed components: https://github.com/DuXC/genetic-epidemiology-manuscript: Genetic epidemiology manuscript skill audits MR, genetic correlation, fine-mapping and colocalization claims.; skills/genetic-epidemiology-manuscript/SKILL.md: Instruction workflow for genetic-epidemiology estimand/claim boundaries, cohort overlap contracts, result freezing and manuscript evidence ledgers.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"duxc/genetic-epidemiology-manuscript","website":"GitHub","packages":"skills/genetic-epidemiology-manuscript/SKILL.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["https://github.com/DuXC/genetic-epidemiology-manuscript: Genetic epidemiology manuscript skill audits MR, genetic correlation, fine-mapping and colocalization claims.","skills/genetic-epidemiology-manuscript/SKILL.md: Instruction workflow for genetic-epidemiology estimand/claim boundaries, cohort overlap contracts, result freezing and manuscript evidence ledgers."],"limitation":"https://github.com/DuXC/genetic-epidemiology-manuscript: Writing/interpretation checks do not establish causal identification. genetic-epidemiology-manuscript: Selected core workflow only; no MR estimator or full fine-mapping implementation audited. External analysis and source verification required.","url":"https://github.com/duxc/genetic-epidemiology-manuscript","primarySourceURLs":["https://raw.githubusercontent.com/DuXC/genetic-epidemiology-manuscript/main/README.md","https://raw.githubusercontent.com/DuXC/genetic-epidemiology-manuscript/main/skills/genetic-epidemiology-manuscript/SKILL.md","https://github.com/DuXC/genetic-epidemiology-manuscript"],"id":"RWE-5424","relevance":{"id":"RWE-5424","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"https://github.com/DuXC/genetic-epidemiology-manuscript: Genetic epidemiology manuscript skill audits MR, genetic correlation, fine-mapping and colocalization claims.; skills/genetic-epidemiology-manuscript/SKILL.md: Instruction workflow for genetic-epidemiology estimand/claim boundaries, cohort overlap contracts, result freezing and manuscript evidence ledgers.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DuXC/genetic-epidemiology-manuscript/main/README.md","https://raw.githubusercontent.com/DuXC/genetic-epidemiology-manuscript/main/skills/genetic-epidemiology-manuscript/SKILL.md","https://github.com/DuXC/genetic-epidemiology-manuscript"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"raymond-zhou-2005/radiotherapy-physics-rag","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Queries local AAPM/IAEA PDF corpus and returns document, section, page and chunk citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"raymond-zhou-2005/radiotherapy-physics-rag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Queries local AAPM/IAEA PDF corpus and returns document, section, page and chunk citations."],"limitation":"Users must obtain source corpus; retrieved physics guidance is not clinical commissioning validation.","url":"https://github.com/raymond-zhou-2005/radiotherapy-physics-rag","primarySourceURLs":["https://raw.githubusercontent.com/Raymond-Zhou-2005/radiotherapy-physics-rag/main/README.md","https://github.com/Raymond-Zhou-2005/radiotherapy-physics-rag"],"id":"RWE-3921","relevance":{"id":"RWE-3921","decision":"Core","rationale":"Retain the documented evidence function: Queries local AAPM/IAEA PDF corpus and returns document, section, page and chunk citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Queries local AAPM/IAEA PDF corpus and returns document, section, page and chunk citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/raymond-zhou-2005/radiotherapy-physics-rag","https://raw.githubusercontent.com/Raymond-Zhou-2005/radiotherapy-physics-rag/main/README.md","https://github.com/Raymond-Zhou-2005/radiotherapy-physics-rag"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"samer-saadi/robins-i-claude-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Selected assessment API sends supplied PDF to Claude and returns draft ROBINS-I V1 domain rationales in structured JSON.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"samer-saadi/robins-i-claude-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Selected assessment API sends supplied PDF to Claude and returns draft ROBINS-I V1 domain rationales in structured JSON."],"limitation":"Prompt-only seven-domain appraisal, with heuristic primary-outcome selection and no deterministic signalling-question engine or reference accuracy evaluation. Model judgments remain unvalidated reviewer drafts.","url":"https://github.com/samer-saadi/robins-i-claude-agent","primarySourceURLs":["https://github.com/samer-saadi/ROBINS-I-Claude-agent/blob/main/README.md","https://github.com/samer-saadi/ROBINS-I-Claude-agent/blob/main/app/api/assess/route.ts","https://github.com/samer-saadi/ROBINS-I-Claude-agent"],"id":"RWE-6612","relevance":{"id":"RWE-6612","decision":"Core","rationale":"Selected assessment API sends supplied PDF to Claude and returns draft ROBINS-I V1 domain rationales in structured JSON. The selected ROBINS-I draft appraisal is an explicit nonrandomized-study evidence method; automated judgments remain unvalidated reviewer assistance.","relevanceBasis":"Selected assessment API sends supplied PDF to Claude and returns draft ROBINS-I V1 domain rationales in structured JSON. Limits: Prompt-only seven-domain appraisal, with heuristic primary-outcome selection and no deterministic signalling-question engine or reference accuracy evaluation. Model judgments remain unvalidated reviewer drafts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/samer-saadi/ROBINS-I-Claude-agent/blob/main/README.md","https://github.com/samer-saadi/ROBINS-I-Claude-agent/blob/main/app/api/assess/route.ts","https://github.com/samer-saadi/ROBINS-I-Claude-agent"],"reviewGroup":"risk-of-bias-appraisal"}},{"name":"mziaulh/srx","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Selected srx extraction skill ingests study PDFs, binds extracted fields to quotations, records dual-pass reconciliation and draft risk-of-bias provenance, and exports review artifacts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mziaulh/srx","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Selected srx extraction skill ingests study PDFs, binds extracted fields to quotations, records dual-pass reconciliation and draft risk-of-bias provenance, and exports review artifacts."],"limitation":"Gold evaluation corpus empty; no measured extraction/appraisal accuracy. Covidence browser driver absent, SWiM checklist unencoded, and ROBINS-I V2 is a draft. Broad non-cohort applicability and numerical transform correctness are not independently approved; live export limitations remain.","url":"https://github.com/mziaulh/srx","primarySourceURLs":["https://github.com/mziaulh/srx/blob/main/README.md","https://github.com/mziaulh/srx"],"id":"RWE-6613","relevance":{"id":"RWE-6613","decision":"Core","rationale":"Retain the documented evidence function: Selected srx extraction skill ingests study PDFs, binds extracted fields to quotations, records dual-pass reconciliation and draft risk-of-bias provenance, and exports review artifacts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Selected srx extraction skill ingests study PDFs, binds extracted fields to quotations, records dual-pass reconciliation and draft risk-of-bias provenance, and exports review artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mziaulh/srx","https://github.com/mziaulh/srx/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"AginxBrowser — arXiv metadata search","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Selected MCP search with academic category: arXiv title, source URL, author/category/abstract text and publication date from Atom API.","tags":["Literature & Evidence Synthesis","arXiv metadata"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yinnho/aginxbrowser","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Selected MCP search with academic category: arXiv title, source URL, author/category/abstract text and publication date from Atom API."],"limitation":"Selected arXiv metadata/snippet access only. MCP fixes pageno1; backend fetches10 results, no exposed paging. Hand-rolled Atom parser omits entries missing title/id and lacks full XML handling. Positional relevance score is not evidence quality; number_of_results counts fetchedengineitems not corpus total. Engine errors are logged and may appear as empty/partial results without an error flag, so absence cannot be inferred. No approval of generic browser/login/eval/anti-bot/screenshot or other engines; no runtime tested.","url":"https://github.com/yinnho/aginxbrowser","primarySourceURLs":["https://raw.githubusercontent.com/yinnho/aginxbrowser/5a95b6c97de2784185db0c370da41fb736976143/src/search/arxiv.rs","https://raw.githubusercontent.com/yinnho/aginxbrowser/5a95b6c97de2784185db0c370da41fb736976143/src/mcp.rs","https://raw.githubusercontent.com/yinnho/aginxbrowser/5a95b6c97de2784185db0c370da41fb736976143/src/server.rs","https://raw.githubusercontent.com/yinnho/aginxbrowser/5a95b6c97de2784185db0c370da41fb736976143/src/search/mod.rs","https://browser.aginx.net"],"id":"RWE-6906","relevance":{"id":"RWE-6906","decision":"Core","rationale":"Retain the documented evidence function: Selected MCP search with academic category: arXiv title, source URL, author/category/abstract text and publication date from Atom API. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Selected MCP search with academic category: arXiv title, source URL, author/category/abstract text and publication date from Atom API.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yinnho/aginxbrowser","https://raw.githubusercontent.com/yinnho/aginxbrowser/5a95b6c97de2784185db0c370da41fb736976143/src/search/arxiv.rs","https://raw.githubusercontent.com/yinnho/aginxbrowser/5a95b6c97de2784185db0c370da41fb736976143/src/mcp.rs","https://raw.githubusercontent.com/yinnho/aginxbrowser/5a95b6c97de2784185db0c370da41fb736976143/src/server.rs","https://raw.githubusercontent.com/yinnho/aginxbrowser/5a95b6c97de2784185db0c370da41fb736976143/src/search/mod.rs","https://browser.aginx.net"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"Vela behavioral-science corpus discovery","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Discover declared versus in-use controlled corpus vocabularies and query card bibliographic metadata by topic, tags, genre and title/author/claim text, optionally returning source-coded passage pointers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"vela.corpus.list_topics / vela.corpus.describe_topic / vela.corpus.query — behavioral-science literature metadata and cited passage pointers","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Discover declared versus in-use controlled corpus vocabularies and query card bibliographic metadata by topic, tags, genre and title/author/claim text, optionally returning source-coded passage pointers."],"limitation":"Documentation-level hosted contract review only. Publisher-curated mixed literary/art/behavioral corpus is not comprehensive biomedical literature. Only behavioral-science research-source discovery is approved; axes, emotion labels, relevance scores and one-line claims are unvalidated publisher annotations. No ground_claim truth validation, witness-generated claims, adaptive magazine sequencing/relation diagnostics, clinical interpretation or emotional assessment approval. Query maximum200/default50 with offset and optional truncation flag; quoted snippets do not grant full-text rights. Actual declared corpus sizes vary across descriptions. Declared people-analyst/vela repository and AI-ACCESS.md returned404, so implementation/registration not inspected. No MCP or corpus REST operations invoked.","url":"https://vela.study","primarySourceURLs":["https://vela.study/llms.txt","https://vela.study/.well-known/mcp.json","https://vela.study/openapi.json","https://vela.study/research/emotion-research-program","https://vela.study"],"id":"RWE-6907","relevance":{"id":"RWE-6907","decision":"Core","rationale":"Retain the documented evidence function: Discover declared versus in-use controlled corpus vocabularies and query card bibliographic metadata by topic, tags, genre and title/author/claim text, optionally returning source-coded passage pointers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Discover declared versus in-use controlled corpus vocabularies and query card bibliographic metadata by topic, tags, genre and title/author/claim text, optionally returning source-coded passage pointers.","evidenceLevel":"published-card","evidenceRefs":["https://vela.study","https://vela.study/llms.txt","https://vela.study/.well-known/mcp.json","https://vela.study/openapi.json","https://vela.study/research/emotion-research-program"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yeophyeong/agent-computer","kind":"Research tool","category":"RWE Data & Analytics","summary":"Selected deep-dive-researcher workspace workflow maintains research questions, source maps, claim-verification records and a full Markdown report before presentation handoff.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yeophyeong/agent-computer","website":"GitHub","packages":"deep-dive-researcher workflow","workflowFit":["RWE Data & Analytics"],"capabilities":["Selected deep-dive-researcher workspace workflow maintains research questions, source maps, claim-verification records and a full Markdown report before presentation handoff."],"limitation":"Documentation-level agent instructions and examples; source-confidence/causality labels are not validated methods. Other15+ workspace apps and commercial investment examples not approved.","url":"https://github.com/yeophyeong/agent-computer","primarySourceURLs":["https://github.com/YEOPHYEONG/agent-computer/blob/main/README.md","https://github.com/YEOPHYEONG/agent-computer"],"id":"RWE-6519","relevance":{"id":"RWE-6519","decision":"Core","rationale":"Selected deep-dive-researcher workspace workflow maintains research questions, source maps, claim-verification records and a full Markdown report before presentation…. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Selected deep-dive-researcher workspace workflow maintains research questions, source maps, claim-verification records and a full Markdown report before presentation handoff. Limits: Documentation-level agent instructions and examples; source-confidence/causality labels are not validated methods. Other15+ workspace apps and commercial investment examples not approved.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/YEOPHYEONG/agent-computer/blob/main/README.md","https://github.com/YEOPHYEONG/agent-computer"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"megandmartin/agent-skills-repo","kind":"Research tool","category":"RWE Data & Analytics","summary":"Selected CSV schema/null inspection and descriptive summary/grouping instructions using Python standard-library calculations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"megandmartin/agent-skills-repo","website":"GitHub","packages":"skills/research-analysis/csv-data-analyst/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Selected CSV schema/null inspection and descriptive summary/grouping instructions using Python standard-library calculations."],"limitation":"Only bounded descriptive analysis approved, not75-skill collection. Numeric sniffing is simplistic and IQR rules are heuristic; sparse samples, scientific notation and inferential conclusions require separate handling.","url":"https://github.com/megandmartin/agent-skills-repo","primarySourceURLs":["https://raw.githubusercontent.com/megandmartin/agent-skills-repo/main/skills/research-analysis/csv-data-analyst/SKILL.md","https://github.com/megandmartin/agent-skills-repo","https://api.github.com/repos/megandmartin/agent-skills-repo/git/trees/main?recursive=1"],"id":"RWE-6556","relevance":{"id":"RWE-6556","decision":"Core","rationale":"Selected CSV schema/null inspection and descriptive summary/grouping instructions using Python standard-library calculations. The actual contract supplies data dictionaries, missingness/summary statistics, grouping or denominator-aware analysis, an identifiable necessary data method.","relevanceBasis":"Selected CSV schema/null inspection and descriptive summary/grouping instructions using Python standard-library calculations. Limits: Only bounded descriptive analysis approved, not75-skill collection. Numeric sniffing is simplistic and IQR rules are heuristic; sparse samples, scientific notation and inferential conclusions require separate handling.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/megandmartin/agent-skills-repo/main/skills/research-analysis/csv-data-analyst/SKILL.md","https://github.com/megandmartin/agent-skills-repo","https://api.github.com/repos/megandmartin/agent-skills-repo/git/trees/main?recursive=1"],"reviewGroup":"descriptive-statistical-method"}},{"name":"island327/xiaoguyue-agent-skills","kind":"Research tool","category":"RWE Data & Analytics","summary":"Selected data-analysis skill specifies source freezing, metric grain/denominator contracts, descriptive profiling and anomaly/exclusion audit tables before charting.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"island327/xiaoguyue-agent-skills","website":"GitHub","packages":"skills/xiaoguyue-data-analysis/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Selected data-analysis skill specifies source freezing, metric grain/denominator contracts, descriptive profiling and anomaly/exclusion audit tables before charting."],"limitation":"Instruction component only; no estimator validity or whole price-strategy/template collection approval. Real source inspection and execution depend on host tools.","url":"https://github.com/island327/xiaoguyue-agent-skills","primarySourceURLs":["https://github.com/Island327/xiaoguyue-agent-skills/blob/main/README.md","https://github.com/Island327/xiaoguyue-agent-skills/blob/main/skills/xiaoguyue-data-analysis/SKILL.md","https://github.com/Island327/xiaoguyue-agent-skills"],"id":"RWE-6557","relevance":{"id":"RWE-6557","decision":"Core","rationale":"Selected data-analysis skill specifies source freezing, metric grain/denominator contracts, descriptive profiling and anomaly/exclusion audit tables before charting. The actual contract supplies data dictionaries, missingness/summary statistics, grouping or denominator-aware analysis, an identifiable necessary data method.","relevanceBasis":"Selected data-analysis skill specifies source freezing, metric grain/denominator contracts, descriptive profiling and anomaly/exclusion audit tables before charting. Limits: Instruction component only; no estimator validity or whole price-strategy/template collection approval. Real source inspection and execution depend on host tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Island327/xiaoguyue-agent-skills/blob/main/README.md","https://github.com/Island327/xiaoguyue-agent-skills/blob/main/skills/xiaoguyue-data-analysis/SKILL.md","https://github.com/Island327/xiaoguyue-agent-skills"],"reviewGroup":"descriptive-statistical-method"}},{"name":"jamie579/agents","kind":"Research tool","category":"RWE Data & Analytics","summary":"Selected academic retrieval instructions distinguish prepared versus executable strategies, source locators, search counts and COMPLETE/PARTIAL/BLOCKED corpus handoffs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jamie579/agents","website":"GitHub","packages":"academic-librarian.md::input-output and search coverage contracts","workflowFit":["RWE Data & Analytics"],"capabilities":["Selected academic retrieval instructions distinguish prepared versus executable strategies, source locators, search counts and COMPLETE/PARTIAL/BLOCKED corpus handoffs."],"limitation":"Only bounded retrieval/coverage contract reviewed from larger agent; PRESS methodology and all35 agents not fully audited. Private skills/workspace dependencies require adaptation; no claimed autonomous exhaustiveness or independent verification.","url":"https://github.com/jamie579/agents","primarySourceURLs":["https://raw.githubusercontent.com/jamie579/agents/main/academic-librarian.md","https://github.com/jamie579/agents","https://api.github.com/repos/jamie579/agents/git/trees/main?recursive=1"],"id":"RWE-6558","relevance":{"id":"RWE-6558","decision":"Core","rationale":"Selected academic retrieval instructions distinguish prepared versus executable strategies, source locators, search counts and COMPLETE/PARTIAL/BLOCKED corpus handoffs. The selected function retrieves, extracts or organizes scholarly/source evidence with provenance or search accounting; quality labels and completeness claims are not approved.","relevanceBasis":"Selected academic retrieval instructions distinguish prepared versus executable strategies, source locators, search counts and COMPLETE/PARTIAL/BLOCKED corpus handoffs. Limits: Only bounded retrieval/coverage contract reviewed from larger agent; PRESS methodology and all35 agents not fully audited. Private skills/workspace dependencies require adaptation; no claimed autonomous exhaustiveness or independent verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jamie579/agents/main/academic-librarian.md","https://github.com/jamie579/agents","https://api.github.com/repos/jamie579/agents/git/trees/main?recursive=1"],"reviewGroup":"scholarly-source-extraction-synthesis"}},{"name":"jjeong3150/llm-paper-wiki","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Paper PDFs/Markdown become source-pinned summaries and typed claim triples; query returns active claims with source anchors and optional graph-QA artifacts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jjeong3150/llm-paper-wiki","website":"GitHub","packages":"Research paper wiki ingestion and query","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper PDFs/Markdown become source-pinned summaries and typed claim triples; query returns active claims with source anchors and optional graph-QA artifacts."],"limitation":"Model confidence is not calibrated truth; source-extracted triples remain claims. Graph-generated test cases and model judges may share source errors; no guarantee that alternate models remove evaluation bias.","url":"https://github.com/jjeong3150/llm-paper-wiki","primarySourceURLs":["https://github.com/jjeong3150/llm-paper-wiki"],"id":"RWE-6564","relevance":{"id":"RWE-6564","decision":"Core","rationale":"Retain the documented evidence function: Paper PDFs/Markdown become source-pinned summaries and typed claim triples; query returns active claims with source anchors and optional graph-QA artifacts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper PDFs/Markdown become source-pinned summaries and typed claim triples; query returns active claims with source anchors and optional graph-QA artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jjeong3150/llm-paper-wiki"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"adlapa/academicdoc-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Paper-specific ReAct retrieval with page/doc identifiers, local Qdrant/BM25 reranking, external scholarly metadata and bounded evidence-comparison/reproduction-info queries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"adlapa/academicdoc-agent","website":"GitHub","packages":"Academic multi-document retrieval and comparison","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper-specific ReAct retrieval with page/doc identifiers, local Qdrant/BM25 reranking, external scholarly metadata and bounded evidence-comparison/reproduction-info queries."],"limitation":"Selected retrieval workflow only from long README; rules check attribution format rather than proving claims. PDF/MinerU/model services required; unrelated runtime features and empirical performance not audited.","url":"https://github.com/adlapa/academicdoc-agent","primarySourceURLs":["https://github.com/adlapa/academicdoc-agent"],"id":"RWE-6567","relevance":{"id":"RWE-6567","decision":"Core","rationale":"Retain the documented evidence function: Paper-specific ReAct retrieval with page/doc identifiers, local Qdrant/BM25 reranking, external scholarly metadata and bounded evidence-comparison/reproduction-info queries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper-specific ReAct retrieval with page/doc identifiers, local Qdrant/BM25 reranking, external scholarly metadata and bounded evidence-comparison/reproduction-info queries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/adlapa/academicdoc-agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aryan-garg-dev/multi-hop-rag","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Paper/author/institution/topic graph retrieval, citation-chain traversal and bounded iterative scholarly question answering with accumulated evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aryan-garg-dev/multi-hop-rag","website":"GitHub","packages":"Scholarly graph multi-hop retrieval","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper/author/institution/topic graph retrieval, citation-chain traversal and bounded iterative scholarly question answering with accumulated evidence."],"limitation":"LLM-generated Cypher is not guaranteed correct; hard hop limits may leave evidence gaps. No approval of claimed always-correct templates or demonstrated research accuracy.","url":"https://github.com/aryan-garg-dev/multi-hop-rag","primarySourceURLs":["https://github.com/Aryan-Garg-dev/multi-hop-rag"],"id":"RWE-6574","relevance":{"id":"RWE-6574","decision":"Core","rationale":"Retain the documented evidence function: Paper/author/institution/topic graph retrieval, citation-chain traversal and bounded iterative scholarly question answering with accumulated evidence. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper/author/institution/topic graph retrieval, citation-chain traversal and bounded iterative scholarly question answering with accumulated evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aryan-garg-dev/multi-hop-rag","https://github.com/Aryan-Garg-dev/multi-hop-rag"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"maciejzet/agent-skills","kind":"Research tool","category":"RWE Data & Analytics","summary":"Selected evidence-researcher skill builds claim/source graphs and evidence packs with provenance, dated source records, contradictions and explicit research gaps.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"maciejzet/agent-skills","website":"GitHub","packages":"skills/evidence-researcher/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Selected evidence-researcher skill builds claim/source graphs and evidence packs with provenance, dated source records, contradictions and explicit research gaps."],"limitation":"Instruction component; evidence admission/verification depends on human/host source inspection. Does not establish correctness of conclusions or approve the other13 product/QA skills.","url":"https://github.com/maciejzet/agent-skills","primarySourceURLs":["https://github.com/MaciejZet/agent-skills/blob/main/README.md","https://github.com/MaciejZet/agent-skills/blob/main/skills/evidence-researcher/SKILL.md","https://github.com/MaciejZet/agent-skills"],"id":"RWE-6575","relevance":{"id":"RWE-6575","decision":"Core","rationale":"Selected evidence-researcher skill builds claim/source graphs and evidence packs with provenance, dated source records, contradictions and explicit research gaps. The selected function retrieves source evidence, extracts plot values or maintains claim/source provenance, supporting a necessary evidence workflow.","relevanceBasis":"Selected evidence-researcher skill builds claim/source graphs and evidence packs with provenance, dated source records, contradictions and explicit research gaps. Limits: Instruction component; evidence admission/verification depends on human/host source inspection. Does not establish correctness of conclusions or approve the other13 product/QA skills.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/MaciejZet/agent-skills/blob/main/README.md","https://github.com/MaciejZet/agent-skills/blob/main/skills/evidence-researcher/SKILL.md","https://github.com/MaciejZet/agent-skills"],"reviewGroup":"evidence-provenance-extraction"}},{"name":"alya-os/agentic-skills","kind":"Research tool","category":"RWE Data & Analytics","summary":"Selected deepdive skill organizes multiple supplied source files into traceable chunks, focused analysis outputs and coverage-audit records for source-based synthesis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alya-os/agentic-skills","website":"GitHub","packages":"plugins/deepdive/skills/deepdive/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Selected deepdive skill organizes multiple supplied source files into traceable chunks, focused analysis outputs and coverage-audit records for source-based synthesis."],"limitation":"Practical instruction approximation, not the cited RLM algorithm. Compression-ratio entropy and context-rot reduction claims are not evidence quality/coverage guarantees; paid subcalls and optional tooling required.","url":"https://github.com/alya-os/agentic-skills","primarySourceURLs":["https://github.com/alya-os/agentic-skills/blob/main/README.md","https://github.com/alya-os/agentic-skills/blob/main/plugins/deepdive/skills/deepdive/SKILL.md","https://github.com/alya-os/agentic-skills"],"id":"RWE-6577","relevance":{"id":"RWE-6577","decision":"Core","rationale":"Selected deepdive skill organizes multiple supplied source files into traceable chunks, focused analysis outputs and coverage-audit records for source-based synthesis. The selected function retrieves source evidence, extracts plot values or maintains claim/source provenance, supporting a necessary evidence workflow.","relevanceBasis":"Selected deepdive skill organizes multiple supplied source files into traceable chunks, focused analysis outputs and coverage-audit records for source-based synthesis. Limits: Practical instruction approximation, not the cited RLM algorithm. Compression-ratio entropy and context-rot reduction claims are not evidence quality/coverage guarantees; paid subcalls and optional tooling required.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alya-os/agentic-skills/blob/main/README.md","https://github.com/alya-os/agentic-skills/blob/main/plugins/deepdive/skills/deepdive/SKILL.md","https://github.com/alya-os/agentic-skills"],"reviewGroup":"evidence-provenance-extraction"}},{"name":"aiwork4me/open-llm-wiki","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Documented paper ingestion into source pages, claim graphs, concept pages and review queues with evidence anchors and optional approved query writeback.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aiwork4me/open-llm-wiki","website":"GitHub","packages":"Research-paper wiki evidence routing","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documented paper ingestion into source pages, claim graphs, concept pages and review queues with evidence anchors and optional approved query writeback."],"limitation":"Selected wiki workflow only; claim normalization and independent QA require actual model/human execution. Structural checks cannot establish scientific truth.","url":"https://github.com/aiwork4me/open-llm-wiki","primarySourceURLs":["https://github.com/AIwork4me/open-llm-wiki"],"id":"RWE-6584","relevance":{"id":"RWE-6584","decision":"Core","rationale":"Retain the documented evidence function: Documented paper ingestion into source pages, claim graphs, concept pages and review queues with evidence anchors and optional approved query writeback. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Documented paper ingestion into source pages, claim graphs, concept pages and review queues with evidence anchors and optional approved query writeback.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aiwork4me/open-llm-wiki","https://github.com/AIwork4me/open-llm-wiki"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"clawbot4ander-design/medical-guideline-rag-skills","kind":"Research tool","category":"RWE Data & Analytics","summary":"Selected evidence-retrieval maintenance instructions audit guideline source/chapter/table coverage and debug traces for ADA/AACE/KDIGO Markdown corpora.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"clawbot4ander-design/medical-guideline-rag-skills","website":"GitHub","packages":"skills/hermes-guideline-rag-maintainer/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Selected evidence-retrieval maintenance instructions audit guideline source/chapter/table coverage and debug traces for ADA/AACE/KDIGO Markdown corpora."],"limitation":"Only retrieval provenance/coverage debugging approved; no clinical answer correctness or treatment recommendation approval. Compiled knowledge layer is conditional/future support and not an independent deployed service.","url":"https://github.com/clawbot4ander-design/medical-guideline-rag-skills","primarySourceURLs":["https://raw.githubusercontent.com/clawbot4ander-design/medical-guideline-rag-skills/main/skills/hermes-guideline-rag-maintainer/SKILL.md","https://github.com/clawbot4ander-design/medical-guideline-rag-skills"],"id":"RWE-6586","relevance":{"id":"RWE-6586","decision":"Core","rationale":"Selected evidence-retrieval maintenance instructions audit guideline source/chapter/table coverage and debug traces for ADA/AACE/KDIGO Markdown corpora. The selected function retrieves source evidence, extracts plot values or maintains claim/source provenance, supporting a necessary evidence workflow.","relevanceBasis":"Selected evidence-retrieval maintenance instructions audit guideline source/chapter/table coverage and debug traces for ADA/AACE/KDIGO Markdown corpora. Limits: Only retrieval provenance/coverage debugging approved; no clinical answer correctness or treatment recommendation approval. Compiled knowledge layer is conditional/future support and not an independent deployed service.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/clawbot4ander-design/medical-guideline-rag-skills/main/skills/hermes-guideline-rag-maintainer/SKILL.md","https://github.com/clawbot4ander-design/medical-guideline-rag-skills"],"reviewGroup":"evidence-provenance-extraction"}},{"name":"kangdonggwon/claude-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Selected Crossref exact-citation and OpenAlex topic-discovery instructions, metadata field matching and local library evidence workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kangdonggwon/claude-skills","website":"GitHub","packages":"agents/paper-ref-hunter.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Selected Crossref exact-citation and OpenAlex topic-discovery instructions, metadata field matching and local library evidence workflow."],"limitation":"Only selected reference agent approved; broader collection not approved. Crossref does not contain every scholarly DOI; small author benchmark and citation prestige rankings do not establish source validity; full text not guaranteed.","url":"https://github.com/kangdonggwon/claude-skills","primarySourceURLs":["https://raw.githubusercontent.com/KangDongGwon/claude-skills/main/agents/paper-ref-hunter.md","https://github.com/KangDongGwon/claude-skills"],"id":"RWE-6587","relevance":{"id":"RWE-6587","decision":"Core","rationale":"Retain the documented evidence function: Selected Crossref exact-citation and OpenAlex topic-discovery instructions, metadata field matching and local library evidence workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Selected Crossref exact-citation and OpenAlex topic-discovery instructions, metadata field matching and local library evidence workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kangdonggwon/claude-skills","https://raw.githubusercontent.com/KangDongGwon/claude-skills/main/agents/paper-ref-hunter.md","https://github.com/KangDongGwon/claude-skills"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"huangjn58/scientific-plot-digitizer","kind":"Research tool","category":"RWE Data & Analytics","summary":"Axis calibration, color/dark-mask XY digitization, CSV/Excel export and overlay QA instructions for published scientific plots.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"huangjn58/scientific-plot-digitizer","website":"GitHub","packages":"scientific-plot-digitizer/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Axis calibration, color/dark-mask XY digitization, CSV/Excel export and overlay QA instructions for published scientific plots."],"limitation":"Pixel-derived values are approximate; overlapped or hidden marks require manual resolution, and interpolated/broken-axis intervals are not observations. No raw-data recovery guarantee.","url":"https://github.com/huangjn58/scientific-plot-digitizer","primarySourceURLs":["https://raw.githubusercontent.com/huangjn58/scientific-plot-digitizer/main/SKILL.md","https://raw.githubusercontent.com/huangjn58/scientific-plot-digitizer/main/scientific-plot-digitizer/SKILL.md","https://github.com/huangjn58/scientific-plot-digitizer","https://api.github.com/repos/huangjn58/scientific-plot-digitizer/git/trees/main?recursive=1"],"id":"RWE-6588","relevance":{"id":"RWE-6588","decision":"Core","rationale":"Axis calibration, color/dark-mask XY digitization, CSV/Excel export and overlay QA instructions for published scientific plots. The selected function retrieves source evidence, extracts plot values or maintains claim/source provenance, supporting a necessary evidence workflow.","relevanceBasis":"Axis calibration, color/dark-mask XY digitization, CSV/Excel export and overlay QA instructions for published scientific plots. Limits: Pixel-derived values are approximate; overlapped or hidden marks require manual resolution, and interpolated/broken-axis intervals are not observations. No raw-data recovery guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/huangjn58/scientific-plot-digitizer/main/SKILL.md","https://raw.githubusercontent.com/huangjn58/scientific-plot-digitizer/main/scientific-plot-digitizer/SKILL.md","https://github.com/huangjn58/scientific-plot-digitizer","https://api.github.com/repos/huangjn58/scientific-plot-digitizer/git/trees/main?recursive=1"],"reviewGroup":"evidence-provenance-extraction"}},{"name":"liudaofeng42-a11y/codex-research-skills-open-source","kind":"Research tool","category":"RWE Data & Analytics","summary":"Selected inventory and source→code→result→figure→claim mapping records current, superseded, stale-risk, orphan and missing artifacts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"liudaofeng42-a11y/codex-research-skills-open-source","website":"GitHub","packages":"skills/research-evidence-lock/SKILL.md::file inventory and evidence lineage","workflowFit":["RWE Data & Analytics"],"capabilities":["Selected inventory and source→code→result→figure→claim mapping records current, superseded, stale-risk, orphan and missing artifacts."],"limitation":"Only file/provenance inventory approved. Hardcoded EPSG32650 rule is not geographically general and all geometry/area/density computations are expressly excluded; other two skills not approved.","url":"https://github.com/liudaofeng42-a11y/codex-research-skills-open-source","primarySourceURLs":["https://raw.githubusercontent.com/liudaofeng42-a11y/codex-research-skills-open-source/main/skills/research-evidence-lock/SKILL.md","https://github.com/liudaofeng42-a11y/codex-research-skills-open-source","https://api.github.com/repos/liudaofeng42-a11y/codex-research-skills-open-source/git/trees/main?recursive=1"],"id":"RWE-6590","relevance":{"id":"RWE-6590","decision":"Core","rationale":"Selected inventory and source→code→result→figure→claim mapping records current, superseded, stale-risk, orphan and missing artifacts. The selected function retrieves source evidence, extracts plot values or maintains claim/source provenance, supporting a necessary evidence workflow.","relevanceBasis":"Selected inventory and source→code→result→figure→claim mapping records current, superseded, stale-risk, orphan and missing artifacts. Limits: Only file/provenance inventory approved. Hardcoded EPSG32650 rule is not geographically general and all geometry/area/density computations are expressly excluded; other two skills not approved.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/liudaofeng42-a11y/codex-research-skills-open-source/main/skills/research-evidence-lock/SKILL.md","https://github.com/liudaofeng42-a11y/codex-research-skills-open-source","https://api.github.com/repos/liudaofeng42-a11y/codex-research-skills-open-source/git/trees/main?recursive=1"],"reviewGroup":"evidence-provenance-extraction"}},{"name":"caoyuzhang03/medical-knowledge-base-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Recovered primary skill orchestrates local SQLite biomedical library, PubMed candidates, explicit paper selection and evidence-grounded retrieval from preserved files.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"caoyuzhang03/medical-knowledge-base-skill","website":"GitHub","packages":"SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Recovered primary skill orchestrates local SQLite biomedical library, PubMed candidates, explicit paper selection and evidence-grounded retrieval from preserved files."],"limitation":"Selected routing/evidence workflow only; IF/JCR enrichment is not evidence quality and scheduled/PDF operations require separately configured providers and access. No clinical advice approval.","url":"https://github.com/caoyuzhang03/medical-knowledge-base-skill","primarySourceURLs":["https://raw.githubusercontent.com/CaoyuZhang03/medical-knowledge-base-skill/main/SKILL.md","https://github.com/CaoyuZhang03/medical-knowledge-base-skill","https://api.github.com/repos/CaoyuZhang03/medical-knowledge-base-skill/git/trees/main?recursive=1"],"id":"RWE-6592","relevance":{"id":"RWE-6592","decision":"Core","rationale":"Retain the documented evidence function: Recovered primary skill orchestrates local SQLite biomedical library, PubMed candidates, explicit paper selection and evidence-grounded retrieval from preserved files. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Recovered primary skill orchestrates local SQLite biomedical library, PubMed candidates, explicit paper selection and evidence-grounded retrieval from preserved files.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/caoyuzhang03/medical-knowledge-base-skill","https://raw.githubusercontent.com/CaoyuZhang03/medical-knowledge-base-skill/main/SKILL.md","https://github.com/CaoyuZhang03/medical-knowledge-base-skill","https://api.github.com/repos/CaoyuZhang03/medical-knowledge-base-skill/git/trees/main?recursive=1"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"karthik-0917/cogninova-elevanceskills-internship","kind":"Research tool","category":"RWE Data & Analytics","summary":"Selected local arXiv corpus search endpoint exposes ranked text/metadata with category filtering within the documented research-chat application.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"karthik-0917/cogninova-elevanceskills-internship","website":"GitHub","packages":"backend/api/paper_search.py","workflowFit":["RWE Data & Analytics"],"capabilities":["Selected local arXiv corpus search endpoint exposes ranked text/metadata with category filtering within the documented research-chat application."],"limitation":"Search is local rag.search, not a live arXiv API; full_text is stored chunk text, and missing metadata gets generic defaults. Other medical/chat/image functionality not approved.","url":"https://github.com/karthik-0917/cogninova-elevanceskills-internship","primarySourceURLs":["https://raw.githubusercontent.com/Karthik-0917/CogniNova-ElevanceSkills-Internship/main/api/paper_search.py","https://raw.githubusercontent.com/Karthik-0917/CogniNova-ElevanceSkills-Internship/main/backend/api/paper_search.py","https://github.com/Karthik-0917/CogniNova-ElevanceSkills-Internship","https://api.github.com/repos/Karthik-0917/CogniNova-ElevanceSkills-Internship/git/trees/main?recursive=1"],"id":"RWE-6595","relevance":{"id":"RWE-6595","decision":"Core","rationale":"Selected local arXiv corpus search endpoint exposes ranked text/metadata with category filtering within the documented research-chat application. The selected function retrieves source evidence, extracts plot values or maintains claim/source provenance, supporting a necessary evidence workflow.","relevanceBasis":"Selected local arXiv corpus search endpoint exposes ranked text/metadata with category filtering within the documented research-chat application. Limits: Search is local rag.search, not a live arXiv API; full_text is stored chunk text, and missing metadata gets generic defaults. Other medical/chat/image functionality not approved.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Karthik-0917/CogniNova-ElevanceSkills-Internship/main/api/paper_search.py","https://raw.githubusercontent.com/Karthik-0917/CogniNova-ElevanceSkills-Internship/main/backend/api/paper_search.py","https://github.com/Karthik-0917/CogniNova-ElevanceSkills-Internship","https://api.github.com/repos/Karthik-0917/CogniNova-ElevanceSkills-Internship/git/trees/main?recursive=1"],"reviewGroup":"evidence-provenance-extraction"}},{"name":"soarsky1991/academic-research-skills","kind":"Research tool","category":"RWE Data & Analytics","summary":"Selected claim ledger instruction records source locators, support scope, inference basis and measured/documented/inferred/designed evidence class.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"soarsky1991/academic-research-skills","website":"GitHub","packages":"academic-research-suite/research-evidence-ledger/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Selected claim ledger instruction records source locators, support scope, inference basis and measured/documented/inferred/designed evidence class."],"limitation":"Only this bounded original compatibility skill reviewed; other20skills and twoV2workbenches not approved. Ledger/schema checks do not establish source truth or research validity.","url":"https://github.com/soarsky1991/academic-research-skills","primarySourceURLs":["https://raw.githubusercontent.com/soarsky1991/academic-research-skills/main/academic-research-suite/research-evidence-ledger/SKILL.md","https://github.com/soarsky1991/academic-research-skills","https://api.github.com/repos/soarsky1991/academic-research-skills/git/trees/main?recursive=1"],"id":"RWE-6602","relevance":{"id":"RWE-6602","decision":"Core","rationale":"Selected claim ledger instruction records source locators, support scope, inference basis and measured/documented/inferred/designed evidence class. The selected function retrieves source evidence, extracts plot values or maintains claim/source provenance, supporting a necessary evidence workflow.","relevanceBasis":"Selected claim ledger instruction records source locators, support scope, inference basis and measured/documented/inferred/designed evidence class. Limits: Only this bounded original compatibility skill reviewed; other20skills and twoV2workbenches not approved. Ledger/schema checks do not establish source truth or research validity.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/soarsky1991/academic-research-skills/main/academic-research-suite/research-evidence-ledger/SKILL.md","https://github.com/soarsky1991/academic-research-skills","https://api.github.com/repos/soarsky1991/academic-research-skills/git/trees/main?recursive=1"],"reviewGroup":"evidence-provenance-extraction"}},{"name":"niuyupeng/cns-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Selected scientific manuscript instructions separate author results, verified evidence, proposals and claim/citation risks before evidence-bounded drafting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"niuyupeng/cns-skills","website":"GitHub","packages":"SKILL.md::evidence matrix and manuscript audit routing","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Selected scientific manuscript instructions separate author results, verified evidence, proposals and claim/citation risks before evidence-bounded drafting."],"limitation":"Only selected audit/claim-evidence workflow reviewed, not all ten tools or journal profiles. Author-defined tests/corpora and scores do not establish editorial acceptance or independent validity.","url":"https://github.com/niuyupeng/cns-skills","primarySourceURLs":["https://raw.githubusercontent.com/niuyupeng/CNS-Skills/main/SKILL.md","https://github.com/niuyupeng/CNS-Skills"],"id":"RWE-6604","relevance":{"id":"RWE-6604","decision":"Core","rationale":"Retain the documented evidence function: Source claim/evidence and assumption audit only; generic manuscript drafting and journal profiles excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Source claim/evidence and assumption audit only; generic manuscript drafting and journal profiles excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/niuyupeng/cns-skills","https://raw.githubusercontent.com/niuyupeng/CNS-Skills/main/SKILL.md","https://github.com/niuyupeng/CNS-Skills"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dhanusrimohan0414/elevance-internship","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Selected documented research-paper retrieval, semantic search and summarization chat component; actual task directory confirmed in primary tree.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dhanusrimohan0414/elevance-internship","website":"GitHub","packages":"TASK 4 - ARXIV_CHATBOT","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Selected documented research-paper retrieval, semantic search and summarization chat component; actual task directory confirmed in primary tree."],"limitation":"Task-level README retrieval unavailable, so evidence is root selected section and component file inventory. No live arXiv retrieval or numerical performance confirmed; other five internship tasks not approved.","url":"https://github.com/dhanusrimohan0414/elevance-internship","primarySourceURLs":["https://raw.githubusercontent.com/Dhanusrimohan0414/Elevance-Internship/main/TASK%204%20-%20ARXIV_CHATBOT/README.md","https://github.com/Dhanusrimohan0414/Elevance-Internship","https://api.github.com/repos/Dhanusrimohan0414/Elevance-Internship/git/trees/main?recursive=1"],"id":"RWE-6610","relevance":{"id":"RWE-6610","decision":"Core","rationale":"Retain the documented evidence function: Selected documented research-paper retrieval, semantic search and summarization chat component; actual task directory confirmed in primary tree. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Selected documented research-paper retrieval, semantic search and summarization chat component; actual task directory confirmed in primary tree.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dhanusrimohan0414/elevance-internship","https://raw.githubusercontent.com/Dhanusrimohan0414/Elevance-Internship/main/TASK%204%20-%20ARXIV_CHATBOT/README.md","https://github.com/Dhanusrimohan0414/Elevance-Internship","https://api.github.com/repos/Dhanusrimohan0414/Elevance-Internship/git/trees/main?recursive=1"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ranl703/ayush-api","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Search NAMASTE terms, translate ICD-11 and upload coded FHIR bundles.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ranl703/ayush-api","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Search NAMASTE terms, translate ICD-11 and upload coded FHIR bundles."],"limitation":"MVP; mapping validity and terminology licensing need review; writes included.","url":"https://github.com/ranl703/ayush-api","primarySourceURLs":["https://raw.githubusercontent.com/RanL703/ayush-api/main/README.md","https://github.com/RanL703/ayush-api"],"id":"RWE-3231","relevance":{"id":"RWE-3231","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Search NAMASTE terms, translate ICD-11 and upload coded FHIR bundles.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/RanL703/ayush-api/main/README.md","https://github.com/RanL703/ayush-api"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"vaasu2002/clinisight","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieve scholarly/trial evidence and analyze research papers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vaasu2002/clinisight","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve scholarly/trial evidence and analyze research papers."],"limitation":"Source coverage and generated synthesis unvalidated; compare Med-Pilot near-copy for canonical ownership.","url":"https://github.com/vaasu2002/clinisight","primarySourceURLs":["https://raw.githubusercontent.com/vaasu2002/CliniSight/main/README.md","https://github.com/vaasu2002/CliniSight"],"id":"RWE-3232","relevance":{"id":"RWE-3232","decision":"Core","rationale":"Retain the documented evidence function: Retrieve scholarly/trial evidence and analyze research papers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve scholarly/trial evidence and analyze research papers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vaasu2002/clinisight","https://raw.githubusercontent.com/vaasu2002/CliniSight/main/README.md","https://github.com/vaasu2002/CliniSight"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"johnmoses/sure-health","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Query configured patient records using clinical agents.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"johnmoses/sure-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Query configured patient records using clinical agents."],"limitation":"Proof of concept; clinical-grade/security claims unvalidated; actual deployment/data access required.","url":"https://github.com/johnmoses/sure-health","primarySourceURLs":["https://raw.githubusercontent.com/johnmoses/sure-health/main/README.md","https://github.com/johnmoses/sure-health"],"id":"RWE-3233","relevance":{"id":"RWE-3233","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Query configured patient records using clinical agents.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/johnmoses/sure-health/main/README.md","https://github.com/johnmoses/sure-health"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"archer-developer/miranda-medical-card","kind":"MCP component","category":"RWE Data & Analytics","summary":"Extract and query longitudinal personal health records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"archer-developer/miranda-medical-card","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Extract and query longitudinal personal health records."],"limitation":"Personal/family data; extraction accuracy and clinical explanations unvalidated.","url":"https://github.com/archer-developer/miranda-medical-card","primarySourceURLs":["https://raw.githubusercontent.com/archer-developer/miranda-medical-card/master/README.md","https://github.com/archer-developer/miranda-medical-card"],"id":"RWE-3235","relevance":{"id":"RWE-3235","decision":"Core","rationale":"Extract and query longitudinal personal health records. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Extract and query longitudinal personal health records. Limits: Personal/family data; extraction accuracy and clinical explanations unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/archer-developer/miranda-medical-card/master/README.md","https://github.com/archer-developer/miranda-medical-card"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"aeliusmd/ehr-ai-search-","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Query electronic patient records via model-assisted search.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aeliusmd/ehr-ai-search-","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Query electronic patient records via model-assisted search."],"limitation":"Requires configured real EHR endpoint and authorization; no clinical analysis validation.","url":"https://github.com/aeliusmd/ehr-ai-search-","primarySourceURLs":["https://raw.githubusercontent.com/Aeliusmd/EHR-AI-Search-/main/README.md","https://github.com/Aeliusmd/EHR-AI-Search-"],"id":"RWE-3236","relevance":{"id":"RWE-3236","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Query electronic patient records via model-assisted search.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Aeliusmd/EHR-AI-Search-/main/README.md","https://github.com/Aeliusmd/EHR-AI-Search-"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"rafael5/vista-meta","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query VistA schema/package/documentation metadata for health data integration.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rafael5/vista-meta","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query VistA schema/package/documentation metadata for health data integration."],"limitation":"Enabling metadata infrastructure, not patient record access; projection completeness source-dependent.","url":"https://github.com/rafael5/vista-meta","primarySourceURLs":["https://raw.githubusercontent.com/rafael5/vista-meta/main/README.md","https://github.com/rafael5/vista-meta"],"id":"RWE-3237","relevance":{"id":"RWE-3237","decision":"Core","rationale":"Query VistA schema/package/documentation metadata for health data integration. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Query VistA schema/package/documentation metadata for health data integration. Limits: Enabling metadata infrastructure, not patient record access; projection completeness source-dependent.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rafael5/vista-meta/main/README.md","https://github.com/rafael5/vista-meta"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"myler71/medatlas","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieve NIH/publication evidence and local guideline corpus.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"myler71/medatlas","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve NIH/publication evidence and local guideline corpus."],"limitation":"Tavily web results are not guaranteed peer reviewed; RxNorm does not itself supply drug interaction checking.","url":"https://github.com/myler71/medatlas","primarySourceURLs":["https://raw.githubusercontent.com/myler71/MedAtlas/main/README.md","https://github.com/myler71/MedAtlas"],"id":"RWE-3238","relevance":{"id":"RWE-3238","decision":"Core","rationale":"Retrieve NIH/publication evidence and local guideline corpus. The selected function retrieves source evidence, extracts plot values or maintains claim/source provenance, supporting a necessary evidence workflow.","relevanceBasis":"Retrieve NIH/publication evidence and local guideline corpus. Limits: Tavily web results are not guaranteed peer reviewed; RxNorm does not itself supply drug interaction checking.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/myler71/MedAtlas/main/README.md","https://github.com/myler71/MedAtlas"],"reviewGroup":"evidence-provenance-extraction"}},{"name":"shrutig1602/deepagents-medical-chat-assistant","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Query EHR data and imaging context through specialist agents.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shrutig1602/deepagents-medical-chat-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Query EHR data and imaging context through specialist agents."],"limitation":"Requires upstream servers; preserve canonical attribution and authorized data boundaries.","url":"https://github.com/shrutig1602/deepagents-medical-chat-assistant","primarySourceURLs":["https://raw.githubusercontent.com/shrutig1602/DeepAgents-Medical-chat-assistant/main/README.md","https://github.com/shrutig1602/DeepAgents-Medical-chat-assistant"],"id":"RWE-3239","relevance":{"id":"RWE-3239","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Query EHR data and imaging context through specialist agents.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/shrutig1602/DeepAgents-Medical-chat-assistant/main/README.md","https://github.com/shrutig1602/DeepAgents-Medical-chat-assistant"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"fomoroller/rustyclinic","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query/report health records and export standardized data through agent interfaces.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fomoroller/rustyclinic","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query/report health records and export standardized data through agent interfaces."],"limitation":"Broad EMR with writes; no runtime, reporting validity or standards compliance verification.","url":"https://github.com/fomoroller/rustyclinic","primarySourceURLs":["https://raw.githubusercontent.com/fomoroller/rustyclinic/main/README.md","https://github.com/fomoroller/rustyclinic"],"id":"RWE-3240","relevance":{"id":"RWE-3240","decision":"Core","rationale":"Query/report health records and export standardized data through agent interfaces. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Query/report health records and export standardized data through agent interfaces. Limits: Broad EMR with writes; no runtime, reporting validity or standards compliance verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/fomoroller/rustyclinic/main/README.md","https://github.com/fomoroller/rustyclinic"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"alvinhenrick/fhir-synth","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Generate and validate synthetic FHIR bundles from prompts and rules.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alvinhenrick/fhir-synth","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Generate and validate synthetic FHIR bundles from prompts and rules."],"limitation":"R4B/STU3; synthetic plausibility and validation completeness unverified; generated code executes in chosen backend.","url":"https://github.com/alvinhenrick/fhir-synth","primarySourceURLs":["https://raw.githubusercontent.com/alvinhenrick/fhir-synth/main/README.md","https://github.com/alvinhenrick/fhir-synth"],"id":"RWE-3241","relevance":{"id":"RWE-3241","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Generate and validate synthetic FHIR bundles from prompts and rules.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/alvinhenrick/fhir-synth/main/README.md","https://github.com/alvinhenrick/fhir-synth"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"toddegray/integrator","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Translate HL7 v2/FHIR, inspect messages and generate reproducible test data.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"toddegray/integrator","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Translate HL7 v2/FHIR, inspect messages and generate reproducible test data."],"limitation":"Mappings and PHI safeguards need validation; not HIPAA-certified product.","url":"https://github.com/toddegray/integrator","primarySourceURLs":["https://raw.githubusercontent.com/toddegray/integrator/main/README.md","https://github.com/toddegray/integrator"],"id":"RWE-3242","relevance":{"id":"RWE-3242","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Translate HL7 v2/FHIR, inspect messages and generate reproducible test data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/toddegray/integrator/main/README.md","https://github.com/toddegray/integrator"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"fcggamou/autoicd-js","kind":"Research tool","category":"RWE Data & Analytics","summary":"Extract and standardize diagnoses from unstructured medical records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fcggamou/autoicd-js","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Extract and standardize diagnoses from unstructured medical records."],"limitation":"Companion distribution of AutoICD API/MCP; deduplicate canonical service and validate coding outputs.","url":"https://github.com/fcggamou/autoicd-js","primarySourceURLs":["https://raw.githubusercontent.com/fcggamou/autoicd-js/main/README.md","https://github.com/fcggamou/autoicd-js"],"id":"RWE-3243","relevance":{"id":"RWE-3243","decision":"Core","rationale":"Extract and standardize diagnoses from unstructured medical records. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Extract and standardize diagnoses from unstructured medical records. Limits: Companion distribution of AutoICD API/MCP; deduplicate canonical service and validate coding outputs.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/fcggamou/autoicd-js/main/README.md","https://github.com/fcggamou/autoicd-js"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"kgdunn/process-improve","kind":"MCP component","category":"RWE Data & Analytics","summary":"Plan/analyze designed experiments and multivariate process monitoring.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kgdunn/process-improve","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Plan/analyze designed experiments and multivariate process monitoring."],"limitation":"Enabling pharma/chemometrics methodology; statistical assumptions require expert review.","url":"https://github.com/kgdunn/process-improve","primarySourceURLs":["https://raw.githubusercontent.com/kgdunn/process-improve/main/README.md","https://github.com/kgdunn/process-improve"],"id":"RWE-3244","relevance":{"id":"RWE-3244","decision":"Core","rationale":"Plan/analyze designed experiments and multivariate process monitoring. The documented design/analysis, epidemic simulation, clinical research ingestion or observational warehouse method explicitly supports empirical health or necessary statistical research.","relevanceBasis":"Plan/analyze designed experiments and multivariate process monitoring. Limits: Enabling pharma/chemometrics methodology; statistical assumptions require expert review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kgdunn/process-improve/main/README.md","https://github.com/kgdunn/process-improve"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"doctofam/cli","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Retrieve configured practice clinical records through agent-ready interface.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"doctofam/cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Retrieve configured practice clinical records through agent-ready interface."],"limitation":"Authenticated practice data; command writes and clinical use outside reviewed read scope.","url":"https://github.com/doctofam/cli","primarySourceURLs":["https://raw.githubusercontent.com/doctofam/cli/main/README.md","https://github.com/doctofam/cli"],"id":"RWE-3245","relevance":{"id":"RWE-3245","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Retrieve configured practice clinical records through agent-ready interface.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/doctofam/cli/main/README.md","https://github.com/doctofam/cli"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"julio14-byte/screening-intel","kind":"MCP component","category":"Trials & Study Design","summary":"Search patient candidates, compare protocols and investigate screen failures.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"julio14-byte/screening-intel","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Search patient candidates, compare protocols and investigate screen failures."],"limitation":"Matching is candidate screening, not confirmed eligibility; configured EHR/clinical review required.","url":"https://github.com/julio14-byte/screening-intel","primarySourceURLs":["https://raw.githubusercontent.com/julio14-byte/Screening-intel/main/README.md","https://github.com/julio14-byte/Screening-intel"],"id":"RWE-3246","relevance":{"id":"RWE-3246","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Search patient candidates, compare protocols and investigate screen failures.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/julio14-byte/Screening-intel/main/README.md","https://github.com/julio14-byte/Screening-intel"],"reviewGroup":"clinical-trial-workflow"}},{"name":"endurantdevs/ai-healthporta","kind":"MCP server","category":"RWE Data & Analytics","summary":"Discover machine-readable insurance sources/plans and request imports through OAuth MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"endurantdevs/ai-healthporta","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Discover machine-readable insurance sources/plans and request imports through OAuth MCP."],"limitation":"Hosted data coverage/access constraints; plan/provider discovery not coverage determination.","url":"https://github.com/endurantdevs/ai-healthporta","primarySourceURLs":["https://raw.githubusercontent.com/EndurantDevs/ai-healthporta/main/README.md","https://github.com/EndurantDevs/ai-healthporta"],"id":"RWE-3247","relevance":{"id":"RWE-3247","decision":"Core","rationale":"Discover machine-readable insurance sources/plans and request imports through OAuth MCP. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Discover machine-readable insurance sources/plans and request imports through OAuth MCP. Limits: Hosted data coverage/access constraints; plan/provider discovery not coverage determination.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/EndurantDevs/ai-healthporta/main/README.md","https://github.com/EndurantDevs/ai-healthporta"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"easysolutions906/cursor-healthcare-dev-toolkit","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieve clinical coding, provider identifiers and drug directory records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"easysolutions906/cursor-healthcare-dev-toolkit","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve clinical coding, provider identifiers and drug directory records."],"limitation":"Companion @easysolutions906/mcp-healthcare package; code/checksum validation not clinical/legal authorization.","url":"https://github.com/easysolutions906/cursor-healthcare-dev-toolkit","primarySourceURLs":["https://raw.githubusercontent.com/easysolutions906/cursor-healthcare-dev-toolkit/main/README.md","https://github.com/easysolutions906/cursor-healthcare-dev-toolkit"],"id":"RWE-3249","relevance":{"id":"RWE-3249","decision":"Core","rationale":"Retrieve clinical coding, provider identifiers and drug directory records. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Retrieve clinical coding, provider identifiers and drug directory records. Limits: Companion @easysolutions906/mcp-healthcare package; code/checksum validation not clinical/legal authorization.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/easysolutions906/cursor-healthcare-dev-toolkit/main/README.md","https://github.com/easysolutions906/cursor-healthcare-dev-toolkit"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"constellation-health/platform-core","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Build standardized healthcare agent data interfaces using FHIR/MCP scaffolding.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"constellation-health/platform-core","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Build standardized healthcare agent data interfaces using FHIR/MCP scaffolding."],"limitation":"Shared infrastructure only; no actual patient dataset or clinical validation.","url":"https://github.com/constellation-health/platform-core","primarySourceURLs":["https://raw.githubusercontent.com/constellation-health/platform-core/main/README.md","https://github.com/constellation-health/platform-core"],"id":"RWE-3250","relevance":{"id":"RWE-3250","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Build standardized healthcare agent data interfaces using FHIR/MCP scaffolding.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/constellation-health/platform-core/main/README.md","https://github.com/constellation-health/platform-core"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"davidosherdiagnostica/cost-plus-drugs","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieve pharmacy medication characteristics and listed prices.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"davidosherdiagnostica/cost-plus-drugs","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve pharmacy medication characteristics and listed prices."],"limitation":"Single-pharmacy cash prices not payer costs or representative market prices.","url":"https://github.com/davidosherdiagnostica/cost-plus-drugs","primarySourceURLs":["https://raw.githubusercontent.com/DavidOsherdiagnostica/cost-plus-drugs/main/README.md","https://github.com/DavidOsherdiagnostica/cost-plus-drugs"],"id":"RWE-3251","relevance":{"id":"RWE-3251","decision":"Core","rationale":"Retrieve pharmacy medication characteristics and listed prices. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Retrieve pharmacy medication characteristics and listed prices. Limits: Single-pharmacy cash prices not payer costs or representative market prices.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DavidOsherdiagnostica/cost-plus-drugs/main/README.md","https://github.com/DavidOsherdiagnostica/cost-plus-drugs"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"atharve03/medicore-ai","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query aggregate healthcare operational data through role-scoped tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"atharve03/medicore-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query aggregate healthcare operational data through role-scoped tools."],"limitation":"Requires configured MongoDB; metrics/source completeness and clinical interpretation unvalidated.","url":"https://github.com/atharve03/medicore-ai","primarySourceURLs":["https://raw.githubusercontent.com/Atharve03/Medicore-AI/main/README.md","https://github.com/Atharve03/Medicore-AI"],"id":"RWE-3252","relevance":{"id":"RWE-3252","decision":"Core","rationale":"Query aggregate healthcare operational data through role-scoped tools. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Query aggregate healthcare operational data through role-scoped tools. Limits: Requires configured MongoDB; metrics/source completeness and clinical interpretation unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Atharve03/Medicore-AI/main/README.md","https://github.com/Atharve03/Medicore-AI"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"49ochieng/afyapack","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieve local guideline passages and explain source context in English/Swahili.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"49ochieng/afyapack","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve local guideline passages and explain source context in English/Swahili."],"limitation":"Local corpus and TF-IDF retrieval; clinical screening/translation not independently validated.","url":"https://github.com/49ochieng/afyapack","primarySourceURLs":["https://raw.githubusercontent.com/49ochieng/afyapack/master/README.md","https://github.com/49ochieng/afyapack"],"id":"RWE-3254","relevance":{"id":"RWE-3254","decision":"Core","rationale":"Retrieve local guideline passages and explain source context in English/Swahili. The selected function retrieves source evidence, extracts plot values or maintains claim/source provenance, supporting a necessary evidence workflow.","relevanceBasis":"Retrieve local guideline passages and explain source context in English/Swahili. Limits: Local corpus and TF-IDF retrieval; clinical screening/translation not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/49ochieng/afyapack/master/README.md","https://github.com/49ochieng/afyapack"],"reviewGroup":"evidence-provenance-extraction"}},{"name":"saywurdson/mimic-iv-dbt","kind":"MCP component","category":"OMOP & terminology","summary":"Transform credentialed MIMIC-IV into OMOP CDM 5.4 with terminology support.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"saywurdson/mimic-iv-dbt","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Transform credentialed MIMIC-IV into OMOP CDM 5.4 with terminology support."],"limitation":"No patient data bundled; source-access requirements and mapping correctness need validation.","url":"https://github.com/saywurdson/mimic-iv-dbt","primarySourceURLs":["https://raw.githubusercontent.com/saywurdson/mimic-iv-dbt/main/README.md","https://github.com/saywurdson/mimic-iv-dbt"],"id":"RWE-3255","relevance":{"id":"RWE-3255","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Transform credentialed MIMIC-IV into OMOP CDM 5.4 with terminology support.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/saywurdson/mimic-iv-dbt/main/README.md","https://github.com/saywurdson/mimic-iv-dbt"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"jinlee794/azure-healthcare-marketplace-demo","kind":"MCP component","category":"OMOP & terminology","summary":"Search literature/trials and query FHIR plus terminology/CMS references.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jinlee794/azure-healthcare-marketplace-demo","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Search literature/trials and query FHIR plus terminology/CMS references."],"limitation":"39-tool collection; Azure deployment required; authorization/compliance and clinical claims unvalidated.","url":"https://github.com/jinlee794/azure-healthcare-marketplace-demo","primarySourceURLs":["https://raw.githubusercontent.com/JinLee794/Azure-Healthcare-Marketplace-Demo/main/README.md","https://github.com/JinLee794/Azure-Healthcare-Marketplace-Demo"],"id":"RWE-3259","relevance":{"id":"RWE-3259","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Search literature/trials and query FHIR plus terminology/CMS references.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JinLee794/Azure-Healthcare-Marketplace-Demo/main/README.md","https://github.com/JinLee794/Azure-Healthcare-Marketplace-Demo"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"correspondmerchant/lago-r-package","kind":"Research tool","category":"Trials & Study Design","summary":"Apply Learn-As-you-GO statistical trial methods through agent-oriented package guidance.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"correspondmerchant/lago-r-package","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Apply Learn-As-you-GO statistical trial methods through agent-oriented package guidance."],"limitation":"Method assumptions and trial suitability require expert validation.","url":"https://github.com/correspondmerchant/lago-r-package","primarySourceURLs":["https://raw.githubusercontent.com/correspondMerchant/LAGO-R-Package/main/README.md","https://github.com/correspondMerchant/LAGO-R-Package"],"id":"RWE-3260","relevance":{"id":"RWE-3260","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Apply Learn-As-you-GO statistical trial methods through agent-oriented package guidance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/correspondMerchant/LAGO-R-Package/main/README.md","https://github.com/correspondMerchant/LAGO-R-Package"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"hari-om65/sir-epidemic-simulator","kind":"Research tool","category":"RWE Data & Analytics","summary":"Run stochastic SIR simulations and summarize epidemic scenarios.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hari-om65/sir-epidemic-simulator","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Run stochastic SIR simulations and summarize epidemic scenarios."],"limitation":"Model simulation only; AI public-health interventions not validated real-world guidance.","url":"https://github.com/hari-om65/sir-epidemic-simulator","primarySourceURLs":["https://raw.githubusercontent.com/hari-om65/sir-epidemic-simulator/main/README.md","https://github.com/hari-om65/sir-epidemic-simulator"],"id":"RWE-3261","relevance":{"id":"RWE-3261","decision":"Core","rationale":"Run stochastic SIR simulations and summarize epidemic scenarios. The documented design/analysis, epidemic simulation, clinical research ingestion or observational warehouse method explicitly supports empirical health or necessary statistical research.","relevanceBasis":"Run stochastic SIR simulations and summarize epidemic scenarios. Limits: Model simulation only; AI public-health interventions not validated real-world guidance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hari-om65/sir-epidemic-simulator/main/README.md","https://github.com/hari-om65/sir-epidemic-simulator"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"rushai-jcr/clif_skills_agents","kind":"Research tool","category":"RWE Data & Analytics","summary":"Guide Python/R CLIF clinical data analysis and publication figures.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rushai-jcr/clif_skills_agents","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide Python/R CLIF clinical data analysis and publication figures."],"limitation":"Configuration/skills package; use synthetic development data as appropriate; generated analyses unvalidated.","url":"https://github.com/rushai-jcr/clif_skills_agents","primarySourceURLs":["https://raw.githubusercontent.com/RushAI-jcr/clif_skills_agents/main/README.md","https://github.com/RushAI-jcr/clif_skills_agents"],"id":"RWE-3262","relevance":{"id":"RWE-3262","decision":"Core","rationale":"Guide Python/R CLIF clinical data analysis and publication figures. The documented design/analysis, epidemic simulation, clinical research ingestion or observational warehouse method explicitly supports empirical health or necessary statistical research.","relevanceBasis":"Guide Python/R CLIF clinical data analysis and publication figures. Limits: Configuration/skills package; use synthetic development data as appropriate; generated analyses unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/RushAI-jcr/clif_skills_agents/main/README.md","https://github.com/RushAI-jcr/clif_skills_agents"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"charm-bdf/charmtwinsights","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Generate/query synthetic FHIR cohorts, ingest external bundles and run summary analytics.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"charm-bdf/charmtwinsights","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Generate/query synthetic FHIR cohorts, ingest external bundles and run summary analytics."],"limitation":"Some model-to-HAPI connections future; predictive models and generated data validity unverified.","url":"https://github.com/charm-bdf/charmtwinsights","primarySourceURLs":["https://raw.githubusercontent.com/CHARM-BDF/CHARMTwinsights/main/README.md","https://github.com/CHARM-BDF/CHARMTwinsights"],"id":"RWE-3263","relevance":{"id":"RWE-3263","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Generate/query synthetic FHIR cohorts, ingest external bundles and run summary analytics.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/CHARM-BDF/CHARMTwinsights/main/README.md","https://github.com/CHARM-BDF/CHARMTwinsights"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"czajkub/healthion","kind":"MCP component","category":"RWE Data & Analytics","summary":"Aggregate and query wearable measurements for agent workflows.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"czajkub/healthion","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Aggregate and query wearable measurements for agent workflows."],"limitation":"Potential Momentum/open-wearables family; canonical attribution and personal-data limits apply.","url":"https://github.com/czajkub/healthion","primarySourceURLs":["https://raw.githubusercontent.com/czajkub/healthion/main/README.md","https://github.com/czajkub/healthion"],"id":"RWE-3264","relevance":{"id":"RWE-3264","decision":"Core","rationale":"Aggregate and query wearable measurements for agent workflows. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Aggregate and query wearable measurements for agent workflows. Limits: Potential Momentum/open-wearables family; canonical attribution and personal-data limits apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/czajkub/healthion/main/README.md","https://github.com/czajkub/healthion"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"moclippa/gevety-integrations","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query self-hosted laboratory/biomarker records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"moclippa/gevety-integrations","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query self-hosted laboratory/biomarker records."],"limitation":"Companion connector to Gevety; AI biomarker interpretation unvalidated.","url":"https://github.com/moclippa/gevety-integrations","primarySourceURLs":["https://raw.githubusercontent.com/moclippa/gevety-integrations/main/README.md","https://github.com/moclippa/gevety-integrations"],"id":"RWE-3265","relevance":{"id":"RWE-3265","decision":"Core","rationale":"Query self-hosted laboratory/biomarker records. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Query self-hosted laboratory/biomarker records. Limits: Companion connector to Gevety; AI biomarker interpretation unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/moclippa/gevety-integrations/main/README.md","https://github.com/moclippa/gevety-integrations"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"diabetes-research/spry-drh-edge-platform","kind":"MCP component","category":"RWE Data & Analytics","summary":"Ingest diabetes research files, validate relational data and query research dashboards.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"diabetes-research/spry-drh-edge-platform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Ingest diabetes research files, validate relational data and query research dashboards."],"limitation":"Requires source data; database validation does not establish clinical validity or representativeness.","url":"https://github.com/diabetes-research/spry-drh-edge-platform","primarySourceURLs":["https://raw.githubusercontent.com/diabetes-research/spry-drh-edge-platform/main/README.md","https://github.com/diabetes-research/spry-drh-edge-platform"],"id":"RWE-3266","relevance":{"id":"RWE-3266","decision":"Core","rationale":"Ingest diabetes research files, validate relational data and query research dashboards. The documented design/analysis, epidemic simulation, clinical research ingestion or observational warehouse method explicitly supports empirical health or necessary statistical research.","relevanceBasis":"Ingest diabetes research files, validate relational data and query research dashboards. Limits: Requires source data; database validation does not establish clinical validity or representativeness.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/diabetes-research/spry-drh-edge-platform/main/README.md","https://github.com/diabetes-research/spry-drh-edge-platform"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"gtr36/personal-health-graph","kind":"Research tool","category":"RWE Data & Analytics","summary":"Organize personal health history and run source-based analysis workflows.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gtr36/personal-health-graph","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Organize personal health history and run source-based analysis workflows."],"limitation":"File/skill infrastructure; external MCP connectors separately configured and medical interpretations unvalidated.","url":"https://github.com/gtr36/personal-health-graph","primarySourceURLs":["https://raw.githubusercontent.com/gtr36/personal-health-graph/main/README.md","https://github.com/gtr36/personal-health-graph"],"id":"RWE-3267","relevance":{"id":"RWE-3267","decision":"Core","rationale":"Organize personal health history and run source-based analysis workflows. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Organize personal health history and run source-based analysis workflows. Limits: File/skill infrastructure; external MCP connectors separately configured and medical interpretations unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gtr36/personal-health-graph/main/README.md","https://github.com/gtr36/personal-health-graph"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"biosync-io/vitasync","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Query wearable health data and export JSON/CSV/FHIR records.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"biosync-io/vitasync","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Query wearable health data and export JSON/CSV/FHIR records."],"limitation":"Personal source data; AI analytics and FHIR conformance not independently validated.","url":"https://github.com/biosync-io/vitasync","primarySourceURLs":["https://raw.githubusercontent.com/biosync-io/vitasync/main/README.md","https://github.com/biosync-io/vitasync"],"id":"RWE-3268","relevance":{"id":"RWE-3268","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Query wearable health data and export JSON/CSV/FHIR records.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/biosync-io/vitasync/main/README.md","https://github.com/biosync-io/vitasync"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"kuzeze/vitalclaw","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query personal baselines and longitudinal wearable trends.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kuzeze/vitalclaw","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query personal baselines and longitudinal wearable trends."],"limitation":"Baseline deviations are descriptive; no clinical detection/outcome validation.","url":"https://github.com/kuzeze/vitalclaw","primarySourceURLs":["https://raw.githubusercontent.com/kuzeze/VitalClaw/main/README.md","https://github.com/kuzeze/VitalClaw"],"id":"RWE-3269","relevance":{"id":"RWE-3269","decision":"Core","rationale":"Query personal baselines and longitudinal wearable trends. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Query personal baselines and longitudinal wearable trends. Limits: Baseline deviations are descriptive; no clinical detection/outcome validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kuzeze/VitalClaw/main/README.md","https://github.com/kuzeze/VitalClaw"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"zllzzzz/health-insight-ai","kind":"MCP component","category":"RWE Data & Analytics","summary":"Ingest health reports and wearable context for structured query/analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zllzzzz/health-insight-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Ingest health reports and wearable context for structured query/analysis."],"limitation":"Personal data; extracted metrics and synthesized health conclusions unvalidated.","url":"https://github.com/zllzzzz/health-insight-ai","primarySourceURLs":["https://raw.githubusercontent.com/zllzzzz/Health-Insight-AI/main/README.md","https://github.com/zllzzzz/Health-Insight-AI"],"id":"RWE-3270","relevance":{"id":"RWE-3270","decision":"Core","rationale":"Ingest health reports and wearable context for structured query/analysis. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Ingest health reports and wearable context for structured query/analysis. Limits: Personal data; extracted metrics and synthesized health conclusions unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zllzzzz/Health-Insight-AI/main/README.md","https://github.com/zllzzzz/Health-Insight-AI"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"suryaprabha19/neuron-ai","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Search case literature and genetic disease/variant evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"suryaprabha19/neuron-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search case literature and genetic disease/variant evidence."],"limitation":"Early detection/diagnosis claims unvalidated; source results not patient-specific diagnosis.","url":"https://github.com/suryaprabha19/neuron-ai","primarySourceURLs":["https://raw.githubusercontent.com/Suryaprabha19/Neuron-AI/main/README.md","https://github.com/Suryaprabha19/Neuron-AI"],"id":"RWE-3271","relevance":{"id":"RWE-3271","decision":"Core","rationale":"Retain the documented evidence function: Case-literature search only; genetic variant diagnosis excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Case-literature search only; genetic variant diagnosis excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/suryaprabha19/neuron-ai","https://raw.githubusercontent.com/Suryaprabha19/Neuron-AI/main/README.md","https://github.com/Suryaprabha19/Neuron-AI"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"neuroticgamer99/healthspan","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query longitudinal biomarkers while preserving laboratory source.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"neuroticgamer99/healthspan","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query longitudinal biomarkers while preserving laboratory source."],"limitation":"Personal data; inter-assay differences require methodological review; encryption claims untested.","url":"https://github.com/neuroticgamer99/healthspan","primarySourceURLs":["https://raw.githubusercontent.com/NeuroticGamer99/healthspan/main/README.md","https://github.com/NeuroticGamer99/healthspan"],"id":"RWE-3272","relevance":{"id":"RWE-3272","decision":"Core","rationale":"Query longitudinal biomarkers while preserving laboratory source. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Query longitudinal biomarkers while preserving laboratory source. Limits: Personal data; inter-assay differences require methodological review; encryption claims untested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/NeuroticGamer99/healthspan/main/README.md","https://github.com/NeuroticGamer99/healthspan"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"dravr-ai/dravr-enforme","kind":"Research tool","category":"RWE Data & Analytics","summary":"Synchronize WHOOP/Garmin-style sources and query cross-provider trends.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dravr-ai/dravr-enforme","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Synchronize WHOOP/Garmin-style sources and query cross-provider trends."],"limitation":"Background synchronization dependencies and provider coverage unverified.","url":"https://github.com/dravr-ai/dravr-enforme","primarySourceURLs":["https://raw.githubusercontent.com/dravr-ai/dravr-enforme/main/README.md","https://github.com/dravr-ai/dravr-enforme"],"id":"RWE-3273","relevance":{"id":"RWE-3273","decision":"Core","rationale":"Synchronize WHOOP/Garmin-style sources and query cross-provider trends. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Synchronize WHOOP/Garmin-style sources and query cross-provider trends. Limits: Background synchronization dependencies and provider coverage unverified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dravr-ai/dravr-enforme/main/README.md","https://github.com/dravr-ai/dravr-enforme"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"ravindra-kumar25/kiso","kind":"MCP component","category":"Public health & surveillance","summary":"Retrieve wearable/lab measurements and compare documented population percentiles.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ravindra-kumar25/kiso","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Retrieve wearable/lab measurements and compare documented population percentiles."],"limitation":"Personal coaching interpretation not clinical validation; NHANES applicability and metric formulas require review.","url":"https://github.com/ravindra-kumar25/kiso","primarySourceURLs":["https://raw.githubusercontent.com/ravindra-kumar25/kiso/master/README.md","https://github.com/ravindra-kumar25/kiso"],"id":"RWE-3274","relevance":{"id":"RWE-3274","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Retrieve wearable/lab measurements and compare documented population percentiles.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ravindra-kumar25/kiso/master/README.md","https://github.com/ravindra-kumar25/kiso"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"joegarvey-pm/platemath","kind":"MCP component","category":"RWE Data & Analytics","summary":"Normalize nutrition/sleep/activity records into queryable local Markdown.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"joegarvey-pm/platemath","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Normalize nutrition/sleep/activity records into queryable local Markdown."],"limitation":"Depends on external Obsidian connector; personal data and generated coaching unvalidated.","url":"https://github.com/joegarvey-pm/platemath","primarySourceURLs":["https://raw.githubusercontent.com/joegarvey-pm/platemath/main/README.md","https://github.com/joegarvey-pm/platemath"],"id":"RWE-3275","relevance":{"id":"RWE-3275","decision":"Core","rationale":"Normalize nutrition/sleep/activity records into queryable local Markdown. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Normalize nutrition/sleep/activity records into queryable local Markdown. Limits: Depends on external Obsidian connector; personal data and generated coaching unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/joegarvey-pm/platemath/main/README.md","https://github.com/joegarvey-pm/platemath"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"easpencer/aion-open","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Retrieve personal health resources and export FHIR/CSV through connected phone.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"easpencer/aion-open","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Retrieve personal health resources and export FHIR/CSV through connected phone."],"limitation":"Companion bridge and MCP same family; authenticated local network and phone data required.","url":"https://github.com/easpencer/aion-open","primarySourceURLs":["https://raw.githubusercontent.com/easpencer/aion-open/main/README.md","https://github.com/easpencer/aion-open"],"id":"RWE-3276","relevance":{"id":"RWE-3276","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Retrieve personal health resources and export FHIR/CSV through connected phone.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/easpencer/aion-open/main/README.md","https://github.com/easpencer/aion-open"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ilan-ibh/starkhealth","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query recovery, sleep, training and body-composition measurements.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ilan-ibh/starkhealth","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query recovery, sleep, training and body-composition measurements."],"limitation":"Personal data; AI longevity coaching unvalidated.","url":"https://github.com/ilan-ibh/starkhealth","primarySourceURLs":["https://raw.githubusercontent.com/ilan-ibh/starkhealth/main/README.md","https://github.com/ilan-ibh/starkhealth"],"id":"RWE-3277","relevance":{"id":"RWE-3277","decision":"Core","rationale":"Query recovery, sleep, training and body-composition measurements. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Query recovery, sleep, training and body-composition measurements. Limits: Personal data; AI longevity coaching unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ilan-ibh/starkhealth/main/README.md","https://github.com/ilan-ibh/starkhealth"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"xmartlabs/vytallink-health-kit","kind":"Research tool","category":"RWE Data & Analytics","summary":"Fetch sleep/resting-heart-rate/activity and compute recovery summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xmartlabs/vytallink-health-kit","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Fetch sleep/resting-heart-rate/activity and compute recovery summaries."],"limitation":"Short window and heuristics; readiness and recommendations not clinical validation.","url":"https://github.com/xmartlabs/vytallink-health-kit","primarySourceURLs":["https://raw.githubusercontent.com/xmartlabs/vytallink-health-kit/main/README.md","https://github.com/xmartlabs/vytallink-health-kit"],"id":"RWE-3278","relevance":{"id":"RWE-3278","decision":"Core","rationale":"Fetch sleep/resting-heart-rate/activity and compute recovery summaries. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Fetch sleep/resting-heart-rate/activity and compute recovery summaries. Limits: Short window and heuristics; readiness and recommendations not clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/xmartlabs/vytallink-health-kit/main/README.md","https://github.com/xmartlabs/vytallink-health-kit"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"dailysergey/family-health","kind":"Research tool","category":"RWE Data & Analytics","summary":"Parse labs/documents and query wearable/clinical history stored locally.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dailysergey/family-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Parse labs/documents and query wearable/clinical history stored locally."],"limitation":"Personal data; extraction, diagnostic updates and generated reports unvalidated.","url":"https://github.com/dailysergey/family-health","primarySourceURLs":["https://raw.githubusercontent.com/dailysergey/family-health/main/README.md","https://github.com/dailysergey/family-health"],"id":"RWE-3279","relevance":{"id":"RWE-3279","decision":"Core","rationale":"Parse labs/documents and query wearable/clinical history stored locally. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Parse labs/documents and query wearable/clinical history stored locally. Limits: Personal data; extraction, diagnostic updates and generated reports unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dailysergey/family-health/main/README.md","https://github.com/dailysergey/family-health"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"health-assistant-io/health-assistant","kind":"MCP component","category":"RWE Data & Analytics","summary":"Agent-assisted access to personal longitudinal biomarker/device records and external tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"health-assistant-io/health-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent-assisted access to personal longitudinal biomarker/device records and external tools."],"limitation":"MCP client rather than standalone server; pre-1.0 FHIR projections and extraction require validation.","url":"https://github.com/health-assistant-io/health-assistant","primarySourceURLs":["https://raw.githubusercontent.com/health-assistant-io/health-assistant/main/README.md","https://github.com/health-assistant-io/health-assistant"],"id":"RWE-3280","relevance":{"id":"RWE-3280","decision":"Core","rationale":"Agent-assisted access to personal longitudinal biomarker/device records and external tools. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Agent-assisted access to personal longitudinal biomarker/device records and external tools. Limits: MCP client rather than standalone server; pre-1.0 FHIR projections and extraction require validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/health-assistant-io/health-assistant/main/README.md","https://github.com/health-assistant-io/health-assistant"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"vishal-android-freak/fitvibe","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query owned wearable database and documented derived scores.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vishal-android-freak/fitvibe","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query owned wearable database and documented derived scores."],"limitation":"Includes Google Health writeback; coaching and score clinical validity unverified.","url":"https://github.com/vishal-android-freak/fitvibe","primarySourceURLs":["https://raw.githubusercontent.com/vishal-android-freak/fitvibe/main/README.md","https://github.com/vishal-android-freak/fitvibe"],"id":"RWE-3281","relevance":{"id":"RWE-3281","decision":"Core","rationale":"Query owned wearable database and documented derived scores. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Query owned wearable database and documented derived scores. Limits: Includes Google Health writeback; coaching and score clinical validity unverified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vishal-android-freak/fitvibe/main/README.md","https://github.com/vishal-android-freak/fitvibe"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"yash2998chhabria/mehair-coach","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query sleep, HRV, resting-heart-rate and activity history.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yash2998chhabria/mehair-coach","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query sleep, HRV, resting-heart-rate and activity history."],"limitation":"Private beta and authenticated personal data; readiness/coaching unvalidated.","url":"https://github.com/yash2998chhabria/mehair-coach","primarySourceURLs":["https://raw.githubusercontent.com/yash2998chhabria/mehair-coach/main/README.md","https://github.com/yash2998chhabria/mehair-coach"],"id":"RWE-3283","relevance":{"id":"RWE-3283","decision":"Core","rationale":"Query sleep, HRV, resting-heart-rate and activity history. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Query sleep, HRV, resting-heart-rate and activity history. Limits: Private beta and authenticated personal data; readiness/coaching unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/yash2998chhabria/mehair-coach/main/README.md","https://github.com/yash2998chhabria/mehair-coach"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"maximusdesir/health-dashboard","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieve WHOOP/Withings/Hevy data for personal health analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"maximusdesir/health-dashboard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve WHOOP/Withings/Hevy data for personal health analysis."],"limitation":"Requires separately configured community MCP servers; coaching not validated.","url":"https://github.com/maximusdesir/health-dashboard","primarySourceURLs":["https://raw.githubusercontent.com/maximusdesir/health-dashboard/main/README.md","https://github.com/maximusdesir/health-dashboard"],"id":"RWE-3284","relevance":{"id":"RWE-3284","decision":"Core","rationale":"Retrieve WHOOP/Withings/Hevy data for personal health analysis. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Retrieve WHOOP/Withings/Hevy data for personal health analysis. Limits: Requires separately configured community MCP servers; coaching not validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/maximusdesir/health-dashboard/main/README.md","https://github.com/maximusdesir/health-dashboard"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"damienstevens/function-health-pp-cli","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieve laboratory rounds, analyze cross-round biomarker changes and export reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"damienstevens/function-health-pp-cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve laboratory rounds, analyze cross-round biomarker changes and export reports."],"limitation":"Companion service access; trend flags not clinical conclusions; branded report not vendor endorsement.","url":"https://github.com/damienstevens/function-health-pp-cli","primarySourceURLs":["https://raw.githubusercontent.com/DamienStevens/function-health-pp-cli/main/README.md","https://github.com/DamienStevens/function-health-pp-cli"],"id":"RWE-3285","relevance":{"id":"RWE-3285","decision":"Core","rationale":"Retrieve laboratory rounds, analyze cross-round biomarker changes and export reports. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Retrieve laboratory rounds, analyze cross-round biomarker changes and export reports. Limits: Companion service access; trend flags not clinical conclusions; branded report not vendor endorsement.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DamienStevens/function-health-pp-cli/main/README.md","https://github.com/DamienStevens/function-health-pp-cli"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"erikbohne/erik-health","kind":"MCP component","category":"RWE Data & Analytics","summary":"Aggregate health-platform data for local agent queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"erikbohne/erik-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Aggregate health-platform data for local agent queries."],"limitation":"Personal source access and provider maturity vary; Garmin only research spike.","url":"https://github.com/erikbohne/erik-health","primarySourceURLs":["https://raw.githubusercontent.com/erikbohne/erik-health/main/README.md","https://github.com/erikbohne/erik-health"],"id":"RWE-3286","relevance":{"id":"RWE-3286","decision":"Core","rationale":"Aggregate health-platform data for local agent queries. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Aggregate health-platform data for local agent queries. Limits: Personal source access and provider maturity vary; Garmin only research spike.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/erikbohne/erik-health/main/README.md","https://github.com/erikbohne/erik-health"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"lingcang728/zeppbridge","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query local wearable health data and export/archive records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lingcang728/zeppbridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query local wearable health data and export/archive records."],"limitation":"Unofficial personal-data connector; no clinical measurement/interpretation validation.","url":"https://github.com/lingcang728/zeppbridge","primarySourceURLs":["https://raw.githubusercontent.com/lingcang728/ZeppBridge/main/README.md","https://github.com/lingcang728/ZeppBridge"],"id":"RWE-3287","relevance":{"id":"RWE-3287","decision":"Core","rationale":"Query local wearable health data and export/archive records. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Query local wearable health data and export/archive records. Limits: Unofficial personal-data connector; no clinical measurement/interpretation validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/lingcang728/ZeppBridge/main/README.md","https://github.com/lingcang728/ZeppBridge"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"superunrelated/pulsr","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query weight, medication, symptoms and wearable activity history.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"superunrelated/pulsr","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query weight, medication, symptoms and wearable activity history."],"limitation":"Personal self-tracking; model interpretation and metric accuracy not validated.","url":"https://github.com/superunrelated/pulsr","primarySourceURLs":["https://raw.githubusercontent.com/superunrelated/pulsr/main/README.md","https://github.com/superunrelated/pulsr"],"id":"RWE-3288","relevance":{"id":"RWE-3288","decision":"Core","rationale":"Query weight, medication, symptoms and wearable activity history. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Query weight, medication, symptoms and wearable activity history. Limits: Personal self-tracking; model interpretation and metric accuracy not validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/superunrelated/pulsr/main/README.md","https://github.com/superunrelated/pulsr"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"shashankkarpal/helios","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieve multi-device measurements with source/confidence context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shashankkarpal/helios","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve multi-device measurements with source/confidence context."],"limitation":"Device-priority trust rules are author-defined; no clinical validation.","url":"https://github.com/shashankkarpal/helios","primarySourceURLs":["https://raw.githubusercontent.com/ShashankKarpal/helios/main/README.md","https://github.com/ShashankKarpal/helios"],"id":"RWE-3292","relevance":{"id":"RWE-3292","decision":"Core","rationale":"Retrieve multi-device measurements with source/confidence context. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Retrieve multi-device measurements with source/confidence context. Limits: Device-priority trust rules are author-defined; no clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ShashankKarpal/helios/main/README.md","https://github.com/ShashankKarpal/helios"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"vaibhavgoel63-arch/lifelog","kind":"MCP component","category":"RWE Data & Analytics","summary":"Correlate personal daily logs with sleep/recovery data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vaibhavgoel63-arch/lifelog","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Correlate personal daily logs with sleep/recovery data."],"limitation":"Depends on separate WHOOP server; observational correlations do not show what caused changes.","url":"https://github.com/vaibhavgoel63-arch/lifelog","primarySourceURLs":["https://raw.githubusercontent.com/vaibhavgoel63-arch/lifelog/master/README.md","https://github.com/vaibhavgoel63-arch/lifelog"],"id":"RWE-3293","relevance":{"id":"RWE-3293","decision":"Core","rationale":"Correlate personal daily logs with sleep/recovery data. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Correlate personal daily logs with sleep/recovery data. Limits: Depends on separate WHOOP server; observational correlations do not show what caused changes.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vaibhavgoel63-arch/lifelog/master/README.md","https://github.com/vaibhavgoel63-arch/lifelog"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"projectviventium/viventium-health","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query archived wearable runs and source evidence.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"projectviventium/viventium-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query archived wearable runs and source evidence."],"limitation":"Other providers future; preserves archive boundaries, no clinical inference validation.","url":"https://github.com/projectviventium/viventium-health","primarySourceURLs":["https://raw.githubusercontent.com/ProjectViventium/Viventium-Health/main/README.md","https://github.com/ProjectViventium/Viventium-Health"],"id":"RWE-3294","relevance":{"id":"RWE-3294","decision":"Core","rationale":"Query archived wearable runs and source evidence. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Query archived wearable runs and source evidence. Limits: Other providers future; preserves archive boundaries, no clinical inference validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ProjectViventium/Viventium-Health/main/README.md","https://github.com/ProjectViventium/Viventium-Health"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"pengyuxiao/rag-health-assistant","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search scholarly/health evidence through adaptive tool workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pengyuxiao/rag-health-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search scholarly/health evidence through adaptive tool workflow."],"limitation":"Wearable/terminology/EHR MCP fixtures synthetic; no actual devices/UMLS/SNOMED/EHR connection.","url":"https://github.com/pengyuxiao/rag-health-assistant","primarySourceURLs":["https://raw.githubusercontent.com/pengyuxiao/rag-health-assistant/main/README.md","https://github.com/pengyuxiao/rag-health-assistant"],"id":"RWE-3295","relevance":{"id":"RWE-3295","decision":"Core","rationale":"Retain the documented evidence function: Search scholarly/health evidence through adaptive tool workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search scholarly/health evidence through adaptive tool workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pengyuxiao/rag-health-assistant","https://raw.githubusercontent.com/pengyuxiao/rag-health-assistant/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"vetrivelk18/health-assistant","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieve Fitbit/Pixel Watch measurements through agent queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vetrivelk18/health-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve Fitbit/Pixel Watch measurements through agent queries."],"limitation":"Personal OAuth data; daily summaries/clinical interpretations unvalidated.","url":"https://github.com/vetrivelk18/health-assistant","primarySourceURLs":["https://raw.githubusercontent.com/Vetrivelk18/health-assistant/main/README.md","https://github.com/Vetrivelk18/health-assistant"],"id":"RWE-3296","relevance":{"id":"RWE-3296","decision":"Core","rationale":"Retrieve Fitbit/Pixel Watch measurements through agent queries. The selected function retrieves, standardizes or queries explicit clinical/longitudinal health measurements or healthcare reference data; personal data and validity limits remain.","relevanceBasis":"Retrieve Fitbit/Pixel Watch measurements through agent queries. Limits: Personal OAuth data; daily summaries/clinical interpretations unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Vetrivelk18/health-assistant/main/README.md","https://github.com/Vetrivelk18/health-assistant"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"amitvaghela19/hospital-ai_project","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query readmission warehouse/marts, compute group metrics/statistics and retrieve project evidence via custom Pandas/NumPy/SQLite/Chroma tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"amitvaghela19/hospital-ai_project","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query readmission warehouse/marts, compute group metrics/statistics and retrieve project evidence via custom Pandas/NumPy/SQLite/Chroma tools."],"limitation":"Public 1999–2008 diabetes encounters; training/demo platform and predictions not clinically validated; upstream generic components identified.","url":"https://github.com/amitvaghela19/hospital-ai_project","primarySourceURLs":["https://raw.githubusercontent.com/amitvaghela19/Hospital-AI_project/main/README.md","https://raw.githubusercontent.com/amitvaghela19/Hospital-AI_project/main/docs/mcp.md","https://github.com/amitvaghela19/Hospital-AI_project"],"id":"RWE-3297","relevance":{"id":"RWE-3297","decision":"Core","rationale":"Query readmission warehouse/marts, compute group metrics/statistics and retrieve project evidence via custom Pandas/NumPy/SQLite/Chroma tools. The documented design/analysis, epidemic simulation, clinical research ingestion or observational warehouse method explicitly supports empirical health or necessary statistical research.","relevanceBasis":"Query readmission warehouse/marts, compute group metrics/statistics and retrieve project evidence via custom Pandas/NumPy/SQLite/Chroma tools. Limits: Public 1999–2008 diabetes encounters; training/demo platform and predictions not clinically validated; upstream generic components identified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/amitvaghela19/Hospital-AI_project/main/README.md","https://raw.githubusercontent.com/amitvaghela19/Hospital-AI_project/main/docs/mcp.md","https://github.com/amitvaghela19/Hospital-AI_project"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"janghjun/healthcare-data-lakehouse","kind":"Research tool","category":"RWE Data & Analytics","summary":"Query research data catalog and invoke quality reports for medication/supplement observational analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"janghjun/healthcare-data-lakehouse","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query research data catalog and invoke quality reports for medication/supplement observational analysis."],"limitation":"Association study framework; data availability and causal inference not established.","url":"https://github.com/janghjun/healthcare-data-lakehouse","primarySourceURLs":["https://raw.githubusercontent.com/janghjun/Healthcare-Data-Lakehouse/main/README.md","https://github.com/janghjun/Healthcare-Data-Lakehouse"],"id":"RWE-3299","relevance":{"id":"RWE-3299","decision":"Core","rationale":"Query research data catalog and invoke quality reports for medication/supplement observational analysis. The documented design/analysis, epidemic simulation, clinical research ingestion or observational warehouse method explicitly supports empirical health or necessary statistical research.","relevanceBasis":"Query research data catalog and invoke quality reports for medication/supplement observational analysis. Limits: Association study framework; data availability and causal inference not established.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/janghjun/Healthcare-Data-Lakehouse/main/README.md","https://github.com/janghjun/Healthcare-Data-Lakehouse"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"learningcircuit/local-deep-research","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Adaptive PubMed/arXiv/Semantic Scholar searches, source library ingestion and cited synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"learningcircuit/local-deep-research","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Adaptive PubMed/arXiv/Semantic Scholar searches, source library ingestion and cited synthesis."],"limitation":"Local stdio server; benchmark claims not independently verified and not biomedical accuracy.","url":"https://github.com/learningcircuit/local-deep-research","primarySourceURLs":["https://raw.githubusercontent.com/LearningCircuit/local-deep-research/main/README.md","https://github.com/LearningCircuit/local-deep-research"],"id":"RWE-3304","relevance":{"id":"RWE-3304","decision":"Core","rationale":"Retain the documented evidence function: Adaptive PubMed/arXiv/Semantic Scholar searches, source library ingestion and cited synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Adaptive PubMed/arXiv/Semantic Scholar searches, source library ingestion and cited synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/learningcircuit/local-deep-research","https://raw.githubusercontent.com/LearningCircuit/local-deep-research/main/README.md","https://github.com/LearningCircuit/local-deep-research"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"malcolm-cephas/medical-iot","kind":"MCP server","category":"RWE Data & Analytics","summary":"Retrieve authorized health monitoring/record data through MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"malcolm-cephas/medical-iot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve authorized health monitoring/record data through MCP."],"limitation":"Research platform; sensor/consent/security claims not independently validated.","url":"https://github.com/malcolm-cephas/medical-iot","primarySourceURLs":["https://raw.githubusercontent.com/malcolm-cephas/Medical-IoT/ver2/README.md","https://github.com/malcolm-cephas/Medical-IoT"],"id":"RWE-3307","relevance":{"id":"RWE-3307","decision":"Core","rationale":"Retrieve authorized health monitoring/record data through MCP. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Retrieve authorized health monitoring/record data through MCP. Limits: Research platform; sensor/consent/security claims not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/malcolm-cephas/Medical-IoT/ver2/README.md","https://github.com/malcolm-cephas/Medical-IoT"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"jamesweatherhead/safesearch","kind":"Research tool","category":"RWE Data & Analytics","summary":"Map clinical concepts to controlled vocabulary, reconstruct queries and retrieve cited external evidence.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jamesweatherhead/safesearch","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Map clinical concepts to controlled vocabulary, reconstruct queries and retrieve cited external evidence."],"limitation":"Privacy architecture not independent de-identification certification; configured hosted services and clinical semantic review required.","url":"https://github.com/jamesweatherhead/safesearch","primarySourceURLs":["https://raw.githubusercontent.com/JamesWeatherhead/SafeSearch/main/README.md","https://github.com/JamesWeatherhead/SafeSearch"],"id":"RWE-3310","relevance":{"id":"RWE-3310","decision":"Core","rationale":"Map clinical concepts to controlled vocabulary, reconstruct queries and retrieve cited external evidence. The selected function retrieves or organizes clinical/scholarly source evidence and provenance; extracted claims and model conclusions remain subject to review.","relevanceBasis":"Map clinical concepts to controlled vocabulary, reconstruct queries and retrieve cited external evidence. Limits: Privacy architecture not independent de-identification certification; configured hosted services and clinical semantic review required.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JamesWeatherhead/SafeSearch/main/README.md","https://github.com/JamesWeatherhead/SafeSearch"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"damacus/med-tracker","kind":"MCP component","category":"RWE Data & Analytics","summary":"Agent access to self-hosted medication tracking data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"damacus/med-tracker","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent access to self-hosted medication tracking data."],"limitation":"Personal adherence records; user data quality and detailed tool scope source dependent.","url":"https://github.com/damacus/med-tracker","primarySourceURLs":["https://raw.githubusercontent.com/damacus/med-tracker/main/README.md","https://github.com/damacus/med-tracker"],"id":"RWE-3312","relevance":{"id":"RWE-3312","decision":"Core","rationale":"Agent access to self-hosted medication tracking data. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Agent access to self-hosted medication tracking data. Limits: Personal adherence records; user data quality and detailed tool scope source dependent.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/damacus/med-tracker/main/README.md","https://github.com/damacus/med-tracker"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"matheus-rech/meta-analysis-chatbot","kind":"MCP component","category":"RWE Data & Analytics","summary":"Orchestrate statistical meta-analysis through structured tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"matheus-rech/meta-analysis-chatbot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Orchestrate statistical meta-analysis through structured tools."],"limitation":"Source study extraction, method assumptions and reported synthesis require expert validation; attribute upstream meta-analysis-mvp.","url":"https://github.com/matheus-rech/meta-analysis-chatbot","primarySourceURLs":["https://raw.githubusercontent.com/matheus-rech/meta-analysis-chatbot/main/README.md","https://github.com/matheus-rech/meta-analysis-chatbot"],"id":"RWE-3313","relevance":{"id":"RWE-3313","decision":"Core","rationale":"Orchestrate statistical meta-analysis through structured tools. The selected function provides explicit health-economic/epidemiological methods, cohort definitions, quality measures or identifiable signal/statistical analysis, with assumptions and validity limits retained.","relevanceBasis":"Orchestrate statistical meta-analysis through structured tools. Limits: Source study extraction, method assumptions and reported synthesis require expert validation; attribute upstream meta-analysis-mvp.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/matheus-rech/meta-analysis-chatbot/main/README.md","https://github.com/matheus-rech/meta-analysis-chatbot"],"reviewGroup":"health-statistical-research-method"}},{"name":"stewmckendry/health_assistant","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieve source-based clinical programs/guidance for education.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stewmckendry/health_assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve source-based clinical programs/guidance for education."],"limitation":"Ontario-specific component and web sources; educational output not clinical/legal advice validation.","url":"https://github.com/stewmckendry/health_assistant","primarySourceURLs":["https://raw.githubusercontent.com/stewmckendry/health_assistant/main/README.md","https://github.com/stewmckendry/health_assistant"],"id":"RWE-3314","relevance":{"id":"RWE-3314","decision":"Core","rationale":"Retrieve source-based clinical programs/guidance for education. The selected function retrieves or organizes clinical/scholarly source evidence and provenance; extracted claims and model conclusions remain subject to review.","relevanceBasis":"Retrieve source-based clinical programs/guidance for education. Limits: Ontario-specific component and web sources; educational output not clinical/legal advice validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/stewmckendry/health_assistant/main/README.md","https://github.com/stewmckendry/health_assistant"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"alindadecor/openclaw-medical-ai","kind":"Research tool","category":"RWE Data & Analytics","summary":"Search biomedical articles and retrieve source-backed research context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alindadecor/openclaw-medical-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search biomedical articles and retrieve source-backed research context."],"limitation":"SaaS availability and synthesis accuracy untested; citations alone do not verify claims.","url":"https://github.com/alindadecor/openclaw-medical-ai","primarySourceURLs":["https://github.com/alindadecor/openclaw-medical-ai/blob/3f59de9155fda0a879733b592d0467f32308d515/.agents/skills/tooluniverse-gwas-drug-discovery/SKILL.md","https://raw.githubusercontent.com/alindadecor/openclaw-medical-ai/HEAD/README.md"],"id":"RWE-3317","relevance":{"id":"RWE-3317","decision":"Core","rationale":"Search biomedical articles and retrieve source-backed research context. The selected function retrieves or organizes clinical/scholarly source evidence and provenance; extracted claims and model conclusions remain subject to review.","relevanceBasis":"Search biomedical articles and retrieve source-backed research context. Limits: SaaS availability and synthesis accuracy untested; citations alone do not verify claims.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alindadecor/openclaw-medical-ai/blob/3f59de9155fda0a879733b592d0467f32308d515/.agents/skills/tooluniverse-gwas-drug-discovery/SKILL.md","https://raw.githubusercontent.com/alindadecor/openclaw-medical-ai/HEAD/README.md"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"family3253/scixz-medical-research-controller","kind":"Research tool","category":"RWE Data & Analytics","summary":"Coordinate evidence research, critique and verification workflows.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"family3253/scixz-medical-research-controller","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Coordinate evidence research, critique and verification workflows."],"limitation":"External skills/providers required; agreement not scientific validation and provider upload needs separate authorization.","url":"https://github.com/family3253/scixz-medical-research-controller","primarySourceURLs":["https://github.com/family3253/scixz-medical-research-controller/blob/0ae5ae0a46de571a380050ee5f786d943e617fd7/bundled-skills/rwd-cohort-analysis/SKILL.md","https://raw.githubusercontent.com/family3253/scixz-medical-research-controller/HEAD/README.md"],"id":"RWE-3319","relevance":{"id":"RWE-3319","decision":"Core","rationale":"Coordinate evidence research, critique and verification workflows. The selected function retrieves or organizes clinical/scholarly source evidence and provenance; extracted claims and model conclusions remain subject to review.","relevanceBasis":"Coordinate evidence research, critique and verification workflows. Limits: External skills/providers required; agreement not scientific validation and provider upload needs separate authorization.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/family3253/scixz-medical-research-controller/blob/0ae5ae0a46de571a380050ee5f786d943e617fd7/bundled-skills/rwd-cohort-analysis/SKILL.md","https://raw.githubusercontent.com/family3253/scixz-medical-research-controller/HEAD/README.md"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"health-economics-guide/health-economics-guide","kind":"Research tool","category":"RWE Data & Analytics","summary":"Chapter-guided health economic methods/evaluation reference and organizational checklists.","tags":["Health economics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"health-economics-guide/health-economics-guide","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Chapter-guided health economic methods/evaluation reference and organizational checklists."],"limitation":"Reference skill rather than analytic engine; maintainer skill excluded from substantive capability.","url":"https://github.com/health-economics-guide/health-economics-guide","primarySourceURLs":["https://github.com/health-economics-guide/health-economics-guide/blob/a26dbf4f6fc51607b30946f9902cb24e7640349f/skills/health-economics-guide-skill/SKILL.md","https://raw.githubusercontent.com/health-economics-guide/health-economics-guide/HEAD/README.md"],"id":"RWE-3320","relevance":{"id":"RWE-3320","decision":"Core","rationale":"Chapter-guided health economic methods/evaluation reference and organizational checklists. The selected function provides explicit health-economic/epidemiological methods, cohort definitions, quality measures or identifiable signal/statistical analysis, with assumptions and validity limits retained.","relevanceBasis":"Chapter-guided health economic methods/evaluation reference and organizational checklists. Limits: Reference skill rather than analytic engine; maintainer skill excluded from substantive capability.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/health-economics-guide/health-economics-guide/blob/a26dbf4f6fc51607b30946f9902cb24e7640349f/skills/health-economics-guide-skill/SKILL.md","https://raw.githubusercontent.com/health-economics-guide/health-economics-guide/HEAD/README.md"],"reviewGroup":"health-statistical-research-method"}},{"name":"jill0099/causal-inference-mixtape","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Apply matching, synthetic control and other causal research workflows.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jill0099/causal-inference-mixtape","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Apply matching, synthetic control and other causal research workflows."],"limitation":"Identification assumptions must be justified; software execution does not establish causality.","url":"https://github.com/jill0099/causal-inference-mixtape","primarySourceURLs":["https://github.com/Jill0099/causal-inference-mixtape/blob/5d3d938a18e7cd4992e2023aa309fc02c5008d66/SKILL.md","https://raw.githubusercontent.com/Jill0099/causal-inference-mixtape/HEAD/README.md"],"id":"RWE-3322","relevance":{"id":"RWE-3322","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Apply matching, synthetic control and other causal research workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Jill0099/causal-inference-mixtape/blob/5d3d938a18e7cd4992e2023aa309fc02c5008d66/SKILL.md","https://raw.githubusercontent.com/Jill0099/causal-inference-mixtape/HEAD/README.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"medtilab/auto-meta-analysis","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Organize systematic review and meta-analysis with agent/model connections.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"medtilab/auto-meta-analysis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Organize systematic review and meta-analysis with agent/model connections."],"limitation":"Coverage, study extraction and risk-of-bias/statistical conclusions unvalidated.","url":"https://github.com/medtilab/auto-meta-analysis","primarySourceURLs":["https://github.com/MedTiLab/Auto-meta-analysis/blob/eda1dc46cf55877dd05ab527c55a3fb181db1a0b/skills/scientific-critical-thinking/SKILL.md","https://raw.githubusercontent.com/MedTiLab/Auto-meta-analysis/HEAD/README.md"],"id":"RWE-3323","relevance":{"id":"RWE-3323","decision":"Core","rationale":"Retain the documented evidence function: Organize systematic review and meta-analysis with agent/model connections. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Organize systematic review and meta-analysis with agent/model connections.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/medtilab/auto-meta-analysis","https://github.com/MedTiLab/Auto-meta-analysis/blob/eda1dc46cf55877dd05ab527c55a3fb181db1a0b/skills/scientific-critical-thinking/SKILL.md","https://raw.githubusercontent.com/MedTiLab/Auto-meta-analysis/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zimoliao/scholaraio","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search/read/organize/cite scholarly sources and maintain research state.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zimoliao/scholaraio","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search/read/organize/cite scholarly sources and maintain research state."],"limitation":"Agent framework and source quality limit reproducibility; no review completeness guarantee.","url":"https://github.com/zimoliao/scholaraio","primarySourceURLs":["https://github.com/ZimoLiao/scholaraio/blob/97725189937e3efff583ddf31f0b6e0d9421baac/.claude/skills/technical-report/SKILL.md","https://raw.githubusercontent.com/ZimoLiao/scholaraio/HEAD/README.md"],"id":"RWE-3324","relevance":{"id":"RWE-3324","decision":"Core","rationale":"Retain the documented evidence function: Search/read/organize/cite scholarly sources and maintain research state. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search/read/organize/cite scholarly sources and maintain research state.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zimoliao/scholaraio","https://github.com/ZimoLiao/scholaraio/blob/97725189937e3efff583ddf31f0b6e0d9421baac/.claude/skills/technical-report/SKILL.md","https://raw.githubusercontent.com/ZimoLiao/scholaraio/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gakkijj/medical-assistant","kind":"Research tool","category":"RWE Data & Analytics","summary":"Knowledge/guideline retrieval and DeepResearch within adaptive agent workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gakkijj/medical-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Knowledge/guideline retrieval and DeepResearch within adaptive agent workflow."],"limitation":"Small unaudited demo corpus; routing/retrieval regressions are not medical validity.","url":"https://github.com/gakkijj/medical-assistant","primarySourceURLs":["https://github.com/gakkijj/Medical-Assistant/blob/614047deb2dc6d703edc7a67537119a83dcbee00/medix-agent-swarm/.claude/skills/deep-research/SKILL.md","https://raw.githubusercontent.com/gakkijj/Medical-Assistant/HEAD/README.md"],"id":"RWE-3328","relevance":{"id":"RWE-3328","decision":"Core","rationale":"Knowledge/guideline retrieval and DeepResearch within adaptive agent workflow. The selected function retrieves or organizes clinical/scholarly source evidence and provenance; extracted claims and model conclusions remain subject to review.","relevanceBasis":"Knowledge/guideline retrieval and DeepResearch within adaptive agent workflow. Limits: Small unaudited demo corpus; routing/retrieval regressions are not medical validity.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gakkijj/Medical-Assistant/blob/614047deb2dc6d703edc7a67537119a83dcbee00/medix-agent-swarm/.claude/skills/deep-research/SKILL.md","https://raw.githubusercontent.com/gakkijj/Medical-Assistant/HEAD/README.md"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"tengda89757-edu/medical-meta-analysis-writing","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Structure medical review methods, synthesis and manuscript production.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tengda89757-edu/medical-meta-analysis-writing","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Structure medical review methods, synthesis and manuscript production."],"limitation":"Instruction-level evidence; no executed review or statistical validation.","url":"https://github.com/tengda89757-edu/medical-meta-analysis-writing","primarySourceURLs":["https://github.com/tengda89757-edu/medical-meta-analysis-writing/blob/bb1743cdbca15f271c226bb74f7bc8e658ce3a0e/SKILL.md","https://raw.githubusercontent.com/tengda89757-edu/medical-meta-analysis-writing/HEAD/README.md"],"id":"RWE-3329","relevance":{"id":"RWE-3329","decision":"Core","rationale":"Retain only the documented evidence function: Medical review-method and evidence synthesis guidance only; manuscript production excluded. Coverage and validation limitations remain in force.","relevanceBasis":"Medical review-method and evidence synthesis guidance only; manuscript production excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tengda89757-edu/medical-meta-analysis-writing","https://github.com/tengda89757-edu/medical-meta-analysis-writing/blob/bb1743cdbca15f271c226bb74f7bc8e658ce3a0e/SKILL.md","https://raw.githubusercontent.com/tengda89757-edu/medical-meta-analysis-writing/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jmandel/fhir-questionnaires-from-the-web","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Converts source clinical forms to FHIR R4 SDC Questionnaires; tracks variants and validation.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jmandel/fhir-questionnaires-from-the-web","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Converts source clinical forms to FHIR R4 SDC Questionnaires; tracks variants and validation."],"limitation":"Generated clinical semantics require review; documentation only.","url":"https://github.com/jmandel/fhir-questionnaires-from-the-web","primarySourceURLs":["https://github.com/jmandel/fhir-questionnaires-from-the-web/blob/affe7177a262f4c736db289ac5ad05a5929a972f/skills/questionnaire-everything/SKILL.md","https://raw.githubusercontent.com/jmandel/fhir-questionnaires-from-the-web/HEAD/README.md"],"id":"RWE-3332","relevance":{"id":"RWE-3332","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Converts source clinical forms to FHIR R4 SDC Questionnaires; tracks variants and validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jmandel/fhir-questionnaires-from-the-web/blob/affe7177a262f4c736db289ac5ad05a5929a972f/skills/questionnaire-everything/SKILL.md","https://raw.githubusercontent.com/jmandel/fhir-questionnaires-from-the-web/HEAD/README.md"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"thorrak/pubmed_plugin","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"PubMed search, article retrieval, citation formatting and review planning.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thorrak/pubmed_plugin","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed search, article retrieval, citation formatting and review planning."],"limitation":"Wrapper of cyanheads/pubmed-mcp-server; canonical dedup required.","url":"https://github.com/thorrak/pubmed_plugin","primarySourceURLs":["https://github.com/thorrak/pubmed_plugin/blob/019839a557abc1fe1433fe9c4230fcb7f06ed079/skills/pubmed-research/SKILL.md","https://raw.githubusercontent.com/thorrak/pubmed_plugin/HEAD/README.md"],"id":"RWE-3334","relevance":{"id":"RWE-3334","decision":"Core","rationale":"Retain the documented evidence function: PubMed search, article retrieval, citation formatting and review planning. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search, article retrieval, citation formatting and review planning.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/thorrak/pubmed_plugin","https://github.com/thorrak/pubmed_plugin/blob/019839a557abc1fe1433fe9c4230fcb7f06ed079/skills/pubmed-research/SKILL.md","https://raw.githubusercontent.com/thorrak/pubmed_plugin/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dspachos/pi-pubmed","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed query search and PMID article metadata/abstract retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dspachos/pi-pubmed","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed query search and PMID article metadata/abstract retrieval."],"limitation":"NCBI access and abstract availability; no runtime testing.","url":"https://github.com/dspachos/pi-pubmed","primarySourceURLs":["https://github.com/dspachos/pi-pubmed/blob/0ce8b8426ebee6a5d0340e6f2a53aea3aa204fd1/skills/pubmed/SKILL.md","https://raw.githubusercontent.com/dspachos/pi-pubmed/HEAD/README.md"],"id":"RWE-3335","relevance":{"id":"RWE-3335","decision":"Core","rationale":"Retain the documented evidence function: PubMed query search and PMID article metadata/abstract retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed query search and PMID article metadata/abstract retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dspachos/pi-pubmed","https://github.com/dspachos/pi-pubmed/blob/0ce8b8426ebee6a5d0340e6f2a53aea3aa204fd1/skills/pubmed/SKILL.md","https://raw.githubusercontent.com/dspachos/pi-pubmed/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yuanhao96/pubmed-reader-cskill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search and read PubMed/arXiv/bioRxiv/medRxiv, discover related literature and accessible full text.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yuanhao96/pubmed-reader-cskill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search and read PubMed/arXiv/bioRxiv/medRxiv, discover related literature and accessible full text."],"limitation":"Full text limited by availability; summaries require source verification.","url":"https://github.com/yuanhao96/pubmed-reader-cskill","primarySourceURLs":["https://github.com/yuanhao96/pubmed-reader-cskill/blob/5ed1f452395a4f93781a070d0ad92a192a30a688/skills/pubmed-deep/SKILL.md","https://raw.githubusercontent.com/yuanhao96/pubmed-reader-cskill/HEAD/README.md"],"id":"RWE-3336","relevance":{"id":"RWE-3336","decision":"Core","rationale":"Retain the documented evidence function: Search and read PubMed/arXiv/bioRxiv/medRxiv, discover related literature and accessible full text. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search and read PubMed/arXiv/bioRxiv/medRxiv, discover related literature and accessible full text.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yuanhao96/pubmed-reader-cskill","https://github.com/yuanhao96/pubmed-reader-cskill/blob/5ed1f452395a4f93781a070d0ad92a192a30a688/skills/pubmed-deep/SKILL.md","https://raw.githubusercontent.com/yuanhao96/pubmed-reader-cskill/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"taewooopark/scholar-megasearch","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Parallel database searches, deduplication and available PDF acquisition across PubMed/PMC and scholarly sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"taewooopark/scholar-megasearch","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Parallel database searches, deduplication and available PDF acquisition across PubMed/PMC and scholarly sources."],"limitation":"Coverage and PDF access source dependent; agent orchestration not validated.","url":"https://github.com/taewooopark/scholar-megasearch","primarySourceURLs":["https://github.com/TaewoooPark/scholar-megasearch/blob/a24fa3e3274afe84f958279f8b34bc3c67a6b0b5/skills/arxiv-search/SKILL.md","https://raw.githubusercontent.com/TaewoooPark/scholar-megasearch/HEAD/README.md"],"id":"RWE-3338","relevance":{"id":"RWE-3338","decision":"Core","rationale":"Retain the documented evidence function: Parallel database searches, deduplication and available PDF acquisition across PubMed/PMC and scholarly sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Parallel database searches, deduplication and available PDF acquisition across PubMed/PMC and scholarly sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/taewooopark/scholar-megasearch","https://github.com/TaewoooPark/scholar-megasearch/blob/a24fa3e3274afe84f958279f8b34bc3c67a6b0b5/skills/arxiv-search/SKILL.md","https://raw.githubusercontent.com/TaewoooPark/scholar-megasearch/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kgrajski/neurotech_newshound","kind":"Research tool","category":"RWE Data & Analytics","summary":"Multi-source retrieval, relevance scoring, synthesis and deduplicated BCI research briefings.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kgrajski/neurotech_newshound","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Multi-source retrieval, relevance scoring, synthesis and deduplicated BCI research briefings."],"limitation":"Includes news and technical/nonclinical sources; automated relevance is not evidence grading.","url":"https://github.com/kgrajski/neurotech_newshound","primarySourceURLs":["https://github.com/kgrajski/neurotech_newshound/blob/ce8b76c1714ccd217df3a695fee423ae0b9ca949/workspace/skills/neurotech_reports/SKILL.md","https://raw.githubusercontent.com/kgrajski/neurotech_newshound/HEAD/README.md"],"id":"RWE-3339","relevance":{"id":"RWE-3339","decision":"Core","rationale":"Multi-source retrieval, relevance scoring, synthesis and deduplicated BCI research briefings. The selected function retrieves or organizes clinical/scholarly source evidence and provenance; extracted claims and model conclusions remain subject to review.","relevanceBasis":"Multi-source retrieval, relevance scoring, synthesis and deduplicated BCI research briefings. Limits: Includes news and technical/nonclinical sources; automated relevance is not evidence grading.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kgrajski/neurotech_newshound/blob/ce8b76c1714ccd217df3a695fee423ae0b9ca949/workspace/skills/neurotech_reports/SKILL.md","https://raw.githubusercontent.com/kgrajski/neurotech_newshound/HEAD/README.md"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"michaelandrewlongo-rgb/neuro-caseboard","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Textbook PDF/figure retrieval and separate contemporary PubMed literature citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"michaelandrewlongo-rgb/neuro-caseboard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Textbook PDF/figure retrieval and separate contemporary PubMed literature citations."],"limitation":"Composes CasePrep/textbook-rag; clinical case preparation not validated decision support.","url":"https://github.com/michaelandrewlongo-rgb/neuro-caseboard","primarySourceURLs":["https://github.com/michaelandrewlongo-rgb/neuro-caseboard/blob/0cfb1a2e121f080fd8120b77f6586e112d124d0b/.claude/skills/neuro-caseboard-ab-test/SKILL.md","https://raw.githubusercontent.com/michaelandrewlongo-rgb/neuro-caseboard/HEAD/README.md"],"id":"RWE-3340","relevance":{"id":"RWE-3340","decision":"Core","rationale":"Retain the documented evidence function: Contemporary PubMed scholarly retrieval only; textbook/case presentation support excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Contemporary PubMed scholarly retrieval only; textbook/case presentation support excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/michaelandrewlongo-rgb/neuro-caseboard","https://github.com/michaelandrewlongo-rgb/neuro-caseboard/blob/0cfb1a2e121f080fd8120b77f6586e112d124d0b/.claude/skills/neuro-caseboard-ab-test/SKILL.md","https://raw.githubusercontent.com/michaelandrewlongo-rgb/neuro-caseboard/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"krishna200608/pharmaguard","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"Postmarketing adverse-event signal triage with mechanism lookup and PubMed evidence grading.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"krishna200608/pharmaguard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Postmarketing adverse-event signal triage with mechanism lookup and PubMed evidence grading."],"limitation":"Signal triage is not causal inference; model grading and fallback mechanisms unvalidated. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/krishna200608/pharmaguard","primarySourceURLs":["https://github.com/Krishna200608/PharmaGuard/blob/3df406f0c5f21d0e06931feaf8969136db9f9312/.agents/skills/academic-paper-writer/SKILL.md","https://raw.githubusercontent.com/Krishna200608/PharmaGuard/HEAD/README.md"],"id":"RWE-3341","relevance":{"id":"RWE-3341","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Postmarketing adverse-event signal triage with mechanism lookup and PubMed evidence grading.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Krishna200608/PharmaGuard/blob/3df406f0c5f21d0e06931feaf8969136db9f9312/.agents/skills/academic-paper-writer/SKILL.md","https://raw.githubusercontent.com/Krishna200608/PharmaGuard/HEAD/README.md"],"reviewGroup":"health-product-and-safety-data"}},{"name":"blondarb/neuro-plans","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Structured evidence reference templates with PubMed citation verification.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"blondarb/neuro-plans","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Structured evidence reference templates with PubMed citation verification."],"limitation":"Templates require clinician review; authoring/verification component not clinical guidelines.","url":"https://github.com/blondarb/neuro-plans","primarySourceURLs":["https://github.com/blondarb/neuro-plans/blob/d3e64b359034c6fd5fc4efdfb9a51a55d28f8ff5/skills/neuro-builder-SKILL.md","https://raw.githubusercontent.com/blondarb/neuro-plans/HEAD/README.md"],"id":"RWE-3342","relevance":{"id":"RWE-3342","decision":"Core","rationale":"Retain the documented evidence function: Structured evidence reference templates with PubMed citation verification. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Structured evidence reference templates with PubMed citation verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/blondarb/neuro-plans","https://github.com/blondarb/neuro-plans/blob/d3e64b359034c6fd5fc4efdfb9a51a55d28f8ff5/skills/neuro-builder-SKILL.md","https://raw.githubusercontent.com/blondarb/neuro-plans/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zhongzhx/literature-harvest","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Keyword-based literature collection using packaged research skill.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhongzhx/literature-harvest","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Keyword-based literature collection using packaged research skill."],"limitation":"Source coverage and completeness not independently validated.","url":"https://github.com/zhongzhx/literature-harvest","primarySourceURLs":["https://github.com/zhongzhx/literature-harvest/blob/bd41d2673235c6cde15b326b7159f7917946ddee/SKILL.md","https://raw.githubusercontent.com/zhongzhx/literature-harvest/HEAD/README.md"],"id":"RWE-3343","relevance":{"id":"RWE-3343","decision":"Core","rationale":"Retain the documented evidence function: Keyword-based literature collection using packaged research skill. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Keyword-based literature collection using packaged research skill.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zhongzhx/literature-harvest","https://github.com/zhongzhx/literature-harvest/blob/bd41d2673235c6cde15b326b7159f7917946ddee/SKILL.md","https://raw.githubusercontent.com/zhongzhx/literature-harvest/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"u9401066/zotero-keeper","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Manage local Zotero references and integrated PubMed search.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"u9401066/zotero-keeper","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Manage local Zotero references and integrated PubMed search."],"limitation":"Zotero Keeper and bundled PubMed Search MCP versions differ by distribution; dedup upstream component.","url":"https://github.com/u9401066/zotero-keeper","primarySourceURLs":["https://github.com/u9401066/zotero-keeper/blob/12d779973133bb07d83bf8a5a16629499636fe28/.codex/skills/llm-wiki-builder/SKILL.md","https://raw.githubusercontent.com/u9401066/zotero-keeper/HEAD/README.md"],"id":"RWE-3344","relevance":{"id":"RWE-3344","decision":"Core","rationale":"Retain the documented evidence function: Manage local Zotero references and integrated PubMed search. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Manage local Zotero references and integrated PubMed search.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/u9401066/zotero-keeper","https://github.com/u9401066/zotero-keeper/blob/12d779973133bb07d83bf8a5a16629499636fe28/.codex/skills/llm-wiki-builder/SKILL.md","https://raw.githubusercontent.com/u9401066/zotero-keeper/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hh-health-ai/procedure-exposure","kind":"Research tool","category":"Public health & surveillance","summary":"Diagnosis/procedure exposure mapping, coding change surveillance and volume evidence briefs.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hh-health-ai/procedure-exposure","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Diagnosis/procedure exposure mapping, coding change surveillance and volume evidence briefs."],"limitation":"Commercial research focus; code lookup connectors are upstream components and volumes not clinical outcomes.","url":"https://github.com/hh-health-ai/procedure-exposure","primarySourceURLs":["https://raw.githubusercontent.com/hh-health-AI/procedure-exposure/main/README.md","https://github.com/hh-health-AI/procedure-exposure"],"id":"RWE-3348","relevance":{"id":"RWE-3348","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Diagnosis/procedure exposure mapping, coding change surveillance and volume evidence briefs.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hh-health-AI/procedure-exposure/main/README.md","https://github.com/hh-health-AI/procedure-exposure"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"hkevin01/als-rag","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Hybrid retrieval over PubMed, Semantic Scholar, arXiv, trials and Europe PMC with cited answers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hkevin01/als-rag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Hybrid retrieval over PubMed, Semantic Scholar, arXiv, trials and Europe PMC with cited answers."],"limitation":"Source coverage and generated synthesis need verification; clinical effectiveness untested.","url":"https://github.com/hkevin01/als-rag","primarySourceURLs":["https://raw.githubusercontent.com/hkevin01/als-rag/main/README.md","https://github.com/hkevin01/als-rag"],"id":"RWE-3350","relevance":{"id":"RWE-3350","decision":"Core","rationale":"Retain the documented evidence function: Hybrid retrieval over PubMed, Semantic Scholar, arXiv, trials and Europe PMC with cited answers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Hybrid retrieval over PubMed, Semantic Scholar, arXiv, trials and Europe PMC with cited answers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hkevin01/als-rag","https://raw.githubusercontent.com/hkevin01/als-rag/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"byunghochae/animeta","kind":"Research tool","category":"Trials & Study Design","summary":"Protocol/PICOS, eligibility, risk-of-bias and supported effect-size analysis/report artifacts.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"byunghochae/animeta","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Protocol/PICOS, eligibility, risk-of-bias and supported effect-size analysis/report artifacts."],"limitation":"Experienced methodologist required; unsupported effect measures must be analyzed externally.","url":"https://github.com/byunghochae/animeta","primarySourceURLs":["https://raw.githubusercontent.com/ByunghoChae/animeta/main/README.md","https://github.com/ByunghoChae/animeta"],"id":"RWE-3351","relevance":{"id":"RWE-3351","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Protocol/PICOS, eligibility, risk-of-bias and supported effect-size analysis/report artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ByunghoChae/animeta/main/README.md","https://github.com/ByunghoChae/animeta"],"reviewGroup":"clinical-trial-workflow"}},{"name":"dougdevitre/access-to-health","kind":"MCP component","category":"Public health & surveillance","summary":"Public health reporting workflows, population-oriented tools and intervention ROI support.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dougdevitre/access-to-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Public health reporting workflows, population-oriented tools and intervention ROI support."],"limitation":"Prompt/template package; intervention assumptions and reported ROI unvalidated.","url":"https://github.com/dougdevitre/access-to-health","primarySourceURLs":["https://raw.githubusercontent.com/dougdevitre/access-to-health/main/README.md","https://github.com/dougdevitre/access-to-health"],"id":"RWE-3353","relevance":{"id":"RWE-3353","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Public health reporting workflows, population-oriented tools and intervention ROI support.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dougdevitre/access-to-health/main/README.md","https://github.com/dougdevitre/access-to-health"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"aondaai/trialbridge","kind":"MCP component","category":"Trials & Study Design","summary":"Parse trial eligibility and estimate state-level Brazilian eligible populations/site shortlist.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aondaai/trialbridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Parse trial eligibility and estimate state-level Brazilian eligible populations/site shortlist."],"limitation":"Aggregate modeled feasibility not patient eligibility; coverage/calibration limitations disclosed by source.","url":"https://github.com/aondaai/trialbridge","primarySourceURLs":["https://raw.githubusercontent.com/aondaai/trialbridge/main/README.md","https://github.com/aondaai/trialbridge"],"id":"RWE-3355","relevance":{"id":"RWE-3355","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Parse trial eligibility and estimate state-level Brazilian eligible populations/site shortlist.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aondaai/trialbridge/main/README.md","https://github.com/aondaai/trialbridge"],"reviewGroup":"clinical-trial-workflow"}},{"name":"samyama-ai/health-determinants-kg","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query World Bank WDI, UNDP HDI and WHO GHO determinants graph.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"samyama-ai/health-determinants-kg","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query World Bank WDI, UNDP HDI and WHO GHO determinants graph."],"limitation":"Aggregate indicator associations not individual or causal evidence; depends on graph engine.","url":"https://github.com/samyama-ai/health-determinants-kg","primarySourceURLs":["https://raw.githubusercontent.com/samyama-ai/health-determinants-kg/main/README.md","https://github.com/samyama-ai/health-determinants-kg"],"id":"RWE-3357","relevance":{"id":"RWE-3357","decision":"Core","rationale":"Query World Bank WDI, UNDP HDI and WHO GHO determinants graph. The selected function provides explicit health-economic/epidemiological methods, cohort definitions, quality measures or identifiable signal/statistical analysis, with assumptions and validity limits retained.","relevanceBasis":"Query World Bank WDI, UNDP HDI and WHO GHO determinants graph. Limits: Aggregate indicator associations not individual or causal evidence; depends on graph engine.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/samyama-ai/health-determinants-kg/main/README.md","https://github.com/samyama-ai/health-determinants-kg"],"reviewGroup":"health-statistical-research-method"}},{"name":"fujiy/zotero-search","kind":"MCP component","category":"RWE Data & Analytics","summary":"Library search, semantic evidence retrieval, item lookup and page navigation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fujiy/zotero-search","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Library search, semantic evidence retrieval, item lookup and page navigation."],"limitation":"Derived local cache; depends on Zotero access and PDF availability.","url":"https://github.com/fujiy/zotero-search","primarySourceURLs":["https://raw.githubusercontent.com/fujiy/zotero-search/main/README.md","https://github.com/fujiy/zotero-search"],"id":"RWE-3358","relevance":{"id":"RWE-3358","decision":"Core","rationale":"Library search, semantic evidence retrieval, item lookup and page navigation. The selected function retrieves or organizes clinical/scholarly source evidence and provenance; extracted claims and model conclusions remain subject to review.","relevanceBasis":"Library search, semantic evidence retrieval, item lookup and page navigation. Limits: Derived local cache; depends on Zotero access and PDF availability.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/fujiy/zotero-search/main/README.md","https://github.com/fujiy/zotero-search"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"thercpoudel/master-health-informatics-project","kind":"MCP component","category":"OMOP & terminology","summary":"Query health indicators and FHIR R5 resources; discover, validate and map terminology.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thercpoudel/master-health-informatics-project","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Query health indicators and FHIR R5 resources; discover, validate and map terminology."],"limitation":"Requires configured source servers and permissions; source completeness varies.","url":"https://github.com/thercpoudel/master-health-informatics-project","primarySourceURLs":["https://raw.githubusercontent.com/thercpoudel/master-health-informatics-project/master/README.md","https://github.com/thercpoudel/master-health-informatics-project"],"id":"RWE-3359","relevance":{"id":"RWE-3359","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Query health indicators and FHIR R5 resources; discover, validate and map terminology.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/thercpoudel/master-health-informatics-project/master/README.md","https://github.com/thercpoudel/master-health-informatics-project"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"gaur-avvv/bio-sentinelx","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Parallel PubMed/WHO/CDC/OpenAlex/trial searches with deduplicated research synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gaur-avvv/bio-sentinelx","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Parallel PubMed/WHO/CDC/OpenAlex/trial searches with deduplicated research synthesis."],"limitation":"Disease prediction and confidence scores unvalidated; eligible retrieval component only.","url":"https://github.com/gaur-avvv/bio-sentinelx","primarySourceURLs":["https://raw.githubusercontent.com/gaur-avvv/Bio-SentinelX/main/README.md","https://github.com/gaur-avvv/Bio-SentinelX"],"id":"RWE-3360","relevance":{"id":"RWE-3360","decision":"Core","rationale":"Retain the documented evidence function: Parallel PubMed/WHO/CDC/OpenAlex/trial searches with deduplicated research synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Parallel PubMed/WHO/CDC/OpenAlex/trial searches with deduplicated research synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gaur-avvv/bio-sentinelx","https://raw.githubusercontent.com/gaur-avvv/Bio-SentinelX/main/README.md","https://github.com/gaur-avvv/Bio-SentinelX"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"samyama-ai/health-systems-kg","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query WHO SPAR/NHWA, GAVI, Global Fund and IHME health systems indicators.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"samyama-ai/health-systems-kg","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query WHO SPAR/NHWA, GAVI, Global Fund and IHME health systems indicators."],"limitation":"Source-specific aggregate data and graph engine dependency; no causal claims verified.","url":"https://github.com/samyama-ai/health-systems-kg","primarySourceURLs":["https://raw.githubusercontent.com/samyama-ai/health-systems-kg/main/README.md","https://github.com/samyama-ai/health-systems-kg"],"id":"RWE-3361","relevance":{"id":"RWE-3361","decision":"Core","rationale":"Query WHO SPAR/NHWA, GAVI, Global Fund and IHME health systems indicators. The selected function provides explicit health-economic/epidemiological methods, cohort definitions, quality measures or identifiable signal/statistical analysis, with assumptions and validity limits retained.","relevanceBasis":"Query WHO SPAR/NHWA, GAVI, Global Fund and IHME health systems indicators. Limits: Source-specific aggregate data and graph engine dependency; no causal claims verified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/samyama-ai/health-systems-kg/main/README.md","https://github.com/samyama-ai/health-systems-kg"],"reviewGroup":"health-statistical-research-method"}},{"name":"bornetfloryan/codex-epidemio-emergency","kind":"Research tool","category":"RWE Data & Analytics","summary":"Public source discovery, health indicator interpretation and situation-note workflows.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bornetfloryan/codex-epidemio-emergency","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Public source discovery, health indicator interpretation and situation-note workflows."],"limitation":"Rapid trend interpretation requires epidemiological review; no MCP claimed.","url":"https://github.com/bornetfloryan/codex-epidemio-emergency","primarySourceURLs":["https://raw.githubusercontent.com/BornetFloryan/codex-epidemio-emergency/main/README.md","https://github.com/BornetFloryan/codex-epidemio-emergency"],"id":"RWE-3362","relevance":{"id":"RWE-3362","decision":"Core","rationale":"Public source discovery, health indicator interpretation and situation-note workflows. The selected function provides explicit health-economic/epidemiological methods, cohort definitions, quality measures or identifiable signal/statistical analysis, with assumptions and validity limits retained.","relevanceBasis":"Public source discovery, health indicator interpretation and situation-note workflows. Limits: Rapid trend interpretation requires epidemiological review; no MCP claimed.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/BornetFloryan/codex-epidemio-emergency/main/README.md","https://github.com/BornetFloryan/codex-epidemio-emergency"],"reviewGroup":"health-statistical-research-method"}},{"name":"ryanjosephkamp/resmon","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Normalize and monitor 27 scholarly sources with personal corpus semantic retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ryanjosephkamp/resmon","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Normalize and monitor 27 scholarly sources with personal corpus semantic retrieval."],"limitation":"Broad scholarly enabling capability; source coverage and embeddings configurable.","url":"https://github.com/ryanjosephkamp/resmon","primarySourceURLs":["https://raw.githubusercontent.com/ryanjosephkamp/resmon/main/README.md","https://github.com/ryanjosephkamp/resmon"],"id":"RWE-3363","relevance":{"id":"RWE-3363","decision":"Core","rationale":"Retain the documented evidence function: Normalize and monitor 27 scholarly sources with personal corpus semantic retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Normalize and monitor 27 scholarly sources with personal corpus semantic retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ryanjosephkamp/resmon","https://raw.githubusercontent.com/ryanjosephkamp/resmon/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"microsoft/azure-healthcare-digital-quality-platform","kind":"MCP component","category":"RWE Data & Analytics","summary":"Compute CQL/AI-driven digital quality measures and cohort MeasureReports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"microsoft/azure-healthcare-digital-quality-platform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Compute CQL/AI-driven digital quality measures and cohort MeasureReports."],"limitation":"Reference/sample data; AI execution and prospective forecasts require validation; component attribution to orchestrator.","url":"https://github.com/microsoft/azure-healthcare-digital-quality-platform","primarySourceURLs":["https://raw.githubusercontent.com/microsoft/azure-healthcare-digital-quality-platform/main/README.md","https://github.com/microsoft/azure-healthcare-digital-quality-platform"],"id":"RWE-3364","relevance":{"id":"RWE-3364","decision":"Core","rationale":"Compute CQL/AI-driven digital quality measures and cohort MeasureReports. The selected function provides explicit health-economic/epidemiological methods, cohort definitions, quality measures or identifiable signal/statistical analysis, with assumptions and validity limits retained.","relevanceBasis":"Compute CQL/AI-driven digital quality measures and cohort MeasureReports. Limits: Reference/sample data; AI execution and prospective forecasts require validation; component attribution to orchestrator.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/microsoft/azure-healthcare-digital-quality-platform/main/README.md","https://github.com/microsoft/azure-healthcare-digital-quality-platform"],"reviewGroup":"health-statistical-research-method"}},{"name":"aitomat/h2-evidence-explorer","kind":"MCP component","category":"Biomedical & Bioinformatics","summary":"Search/filter molecular-hydrogen human studies with original publication links.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aitomat/h2-evidence-explorer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Search/filter molecular-hydrogen human studies with original publication links."],"limitation":"Hosted H2Medicine MCP is canonical; repository only embed docs, underlying curation/data proprietary.","url":"https://github.com/aitomat/h2-evidence-explorer","primarySourceURLs":["https://raw.githubusercontent.com/Aitomat/h2-evidence-explorer/main/README.md","https://github.com/Aitomat/h2-evidence-explorer"],"id":"RWE-3366","relevance":{"id":"RWE-3366","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"Search/filter molecular-hydrogen human studies with original publication links.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Aitomat/h2-evidence-explorer/main/README.md","https://github.com/Aitomat/h2-evidence-explorer"],"reviewGroup":"bounded-research-method"}},{"name":"microsoft/azure-healthcare-platform","kind":"MCP component","category":"RWE Data & Analytics","summary":"Compute retrospective/cohort and patient-level digital quality measures.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"microsoft/azure-healthcare-platform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Compute retrospective/cohort and patient-level digital quality measures."],"limitation":"Closely related to digital-quality-platform; preserve deployment/component distinction then dedup shared executor.","url":"https://github.com/microsoft/azure-healthcare-platform","primarySourceURLs":["https://raw.githubusercontent.com/microsoft/azure-healthcare-platform/main/README.md","https://github.com/microsoft/azure-healthcare-platform"],"id":"RWE-3367","relevance":{"id":"RWE-3367","decision":"Core","rationale":"Compute retrospective/cohort and patient-level digital quality measures. The selected function provides explicit health-economic/epidemiological methods, cohort definitions, quality measures or identifiable signal/statistical analysis, with assumptions and validity limits retained.","relevanceBasis":"Compute retrospective/cohort and patient-level digital quality measures. Limits: Closely related to digital-quality-platform; preserve deployment/component distinction then dedup shared executor.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/microsoft/azure-healthcare-platform/main/README.md","https://github.com/microsoft/azure-healthcare-platform"],"reviewGroup":"health-statistical-research-method"}},{"name":"adriancurtin/processfnirs2","kind":"MCP component","category":"RWE Data & Analytics","summary":"Raw fNIRS import, signal processing and group statistical analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"adriancurtin/processfnirs2","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Raw fNIRS import, signal processing and group statistical analysis."],"limitation":"Uses upstream MATLAB MCP; MATLAB and statistical toolbox dependencies, no clinical validation.","url":"https://github.com/adriancurtin/processfnirs2","primarySourceURLs":["https://raw.githubusercontent.com/AdrianCurtin/processFNIRS2/master/README.md","https://github.com/AdrianCurtin/processFNIRS2"],"id":"RWE-3369","relevance":{"id":"RWE-3369","decision":"Core","rationale":"Raw fNIRS import, signal processing and group statistical analysis. The selected function provides explicit health-economic/epidemiological methods, cohort definitions, quality measures or identifiable signal/statistical analysis, with assumptions and validity limits retained.","relevanceBasis":"Raw fNIRS import, signal processing and group statistical analysis. Limits: Uses upstream MATLAB MCP; MATLAB and statistical toolbox dependencies, no clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AdrianCurtin/processFNIRS2/master/README.md","https://github.com/AdrianCurtin/processFNIRS2"],"reviewGroup":"health-statistical-research-method"}},{"name":"wardle/hades","kind":"MCP component","category":"OMOP & terminology","summary":"Terminology lookup using FHIR packages and SNOMED value-set/concept-map operations.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wardle/hades","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Terminology lookup using FHIR packages and SNOMED value-set/concept-map operations."],"limitation":"Terminology content and licenses source dependent.","url":"https://github.com/wardle/hades","primarySourceURLs":["https://raw.githubusercontent.com/wardle/hades/main/README.md","https://github.com/wardle/hades"],"id":"RWE-3370","relevance":{"id":"RWE-3370","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Terminology lookup using FHIR packages and SNOMED value-set/concept-map operations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/wardle/hades/main/README.md","https://github.com/wardle/hades"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ameroyer/pepernoten","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Parse arXiv papers into notes, figures, topic surveys and BibTeX; search methods/claims across vault.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ameroyer/pepernoten","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Parse arXiv papers into notes, figures, topic surveys and BibTeX; search methods/claims across vault."],"limitation":"arXiv source scope and model-generated synthesis require verification.","url":"https://github.com/ameroyer/pepernoten","primarySourceURLs":["https://raw.githubusercontent.com/ameroyer/pepernoten/main/README.md","https://github.com/ameroyer/pepernoten"],"id":"RWE-3371","relevance":{"id":"RWE-3371","decision":"Core","rationale":"Retain the documented evidence function: Parse arXiv papers into notes, figures, topic surveys and BibTeX; search methods/claims across vault. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Parse arXiv papers into notes, figures, topic surveys and BibTeX; search methods/claims across vault.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ameroyer/pepernoten","https://raw.githubusercontent.com/ameroyer/pepernoten/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"scclifton/personal-health-dashboard","kind":"MCP component","category":"RWE Data & Analytics","summary":"Ingest source-specific health metrics and export longitudinal agent-analysis context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scclifton/personal-health-dashboard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Ingest source-specific health metrics and export longitudinal agent-analysis context."],"limitation":"Single-person self-tracked data; Health Auto Export upstream MCP dependency.","url":"https://github.com/scclifton/personal-health-dashboard","primarySourceURLs":["https://raw.githubusercontent.com/SCClifton/personal-health-dashboard/main/README.md","https://github.com/SCClifton/personal-health-dashboard"],"id":"RWE-3372","relevance":{"id":"RWE-3372","decision":"Core","rationale":"Ingest source-specific health metrics and export longitudinal agent-analysis context. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Ingest source-specific health metrics and export longitudinal agent-analysis context. Limits: Single-person self-tracked data; Health Auto Export upstream MCP dependency.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SCClifton/personal-health-dashboard/main/README.md","https://github.com/SCClifton/personal-health-dashboard"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"damg7250-team1/cancer_hackathon","kind":"Research tool","category":"Trials & Study Design","summary":"Query cancer statistics, retrieve research PDFs and discover trials for reports.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"damg7250-team1/cancer_hackathon","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Query cancer statistics, retrieve research PDFs and discover trials for reports."],"limitation":"Requires configured Snowflake/S3 corpora; trial discovery uses web search and synthesis unvalidated.","url":"https://github.com/damg7250-team1/cancer_hackathon","primarySourceURLs":["https://raw.githubusercontent.com/DAMG7250-Team1/CANCER_HACKATHON/main/README.md","https://github.com/DAMG7250-Team1/CANCER_HACKATHON"],"id":"RWE-3374","relevance":{"id":"RWE-3374","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Query cancer statistics, retrieve research PDFs and discover trials for reports.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DAMG7250-Team1/CANCER_HACKATHON/main/README.md","https://github.com/DAMG7250-Team1/CANCER_HACKATHON"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"uc-cdis/gdc-cohort-copilot","kind":"MCP component","category":"RWE Data & Analytics","summary":"Translate cohort descriptions into GDC cohort filter JSON.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"uc-cdis/gdc-cohort-copilot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Translate cohort descriptions into GDC cohort filter JSON."],"limitation":"Model trained with real/synthetic cohort query pairs; filters require review before research use.","url":"https://github.com/uc-cdis/gdc-cohort-copilot","primarySourceURLs":["https://raw.githubusercontent.com/uc-cdis/gdc-cohort-copilot/master/README.md","https://github.com/uc-cdis/gdc-cohort-copilot"],"id":"RWE-3377","relevance":{"id":"RWE-3377","decision":"Core","rationale":"Translate cohort descriptions into GDC cohort filter JSON. The selected function provides explicit health-economic/epidemiological methods, cohort definitions, quality measures or identifiable signal/statistical analysis, with assumptions and validity limits retained.","relevanceBasis":"Translate cohort descriptions into GDC cohort filter JSON. Limits: Model trained with real/synthetic cohort query pairs; filters require review before research use.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/uc-cdis/gdc-cohort-copilot/master/README.md","https://github.com/uc-cdis/gdc-cohort-copilot"],"reviewGroup":"health-statistical-research-method"}},{"name":"kimmingul/ctreg","kind":"Research tool","category":"Trials & Study Design","summary":"Search/retrieve ClinicalTrials.gov, ISRCTN, ICTRP, CRIS and CTIS records.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kimmingul/ctreg","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Search/retrieve ClinicalTrials.gov, ISRCTN, ICTRP, CRIS and CTIS records."],"limitation":"Registry fields vary and missing values remain unknown; not eligibility determination.","url":"https://github.com/kimmingul/ctreg","primarySourceURLs":["https://raw.githubusercontent.com/kimmingul/ctreg/main/README.md","https://github.com/kimmingul/ctreg"],"id":"RWE-3379","relevance":{"id":"RWE-3379","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Search/retrieve ClinicalTrials.gov, ISRCTN, ICTRP, CRIS and CTIS records.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kimmingul/ctreg/main/README.md","https://github.com/kimmingul/ctreg"],"reviewGroup":"clinical-trial-workflow"}},{"name":"ahlerjam/academic-research","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Full-text/vector scholarly vault retrieval with page-attributed citations and citation checking.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ahlerjam/academic-research","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Full-text/vector scholarly vault retrieval with page-attributed citations and citation checking."],"limitation":"Model citation checking not proof of source truth; source files and optional models required.","url":"https://github.com/ahlerjam/academic-research","primarySourceURLs":["https://raw.githubusercontent.com/ahlerjam/academic-research/main/README.md","https://github.com/ahlerjam/academic-research"],"id":"RWE-3380","relevance":{"id":"RWE-3380","decision":"Core","rationale":"Retain the documented evidence function: Full-text/vector scholarly vault retrieval with page-attributed citations and citation checking. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Full-text/vector scholarly vault retrieval with page-attributed citations and citation checking.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ahlerjam/academic-research","https://raw.githubusercontent.com/ahlerjam/academic-research/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rafalb82/health-auto-export-api","kind":"MCP server","category":"RWE Data & Analytics","summary":"Query locally stored training/health data through four MCP tool groups.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rafalb82/health-auto-export-api","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query locally stored training/health data through four MCP tool groups."],"limitation":"Requires user exports; self-tracked data and personal scope.","url":"https://github.com/rafalb82/health-auto-export-api","primarySourceURLs":["https://raw.githubusercontent.com/RafalB82/health-auto-export-api/master/README.md","https://github.com/RafalB82/health-auto-export-api"],"id":"RWE-3382","relevance":{"id":"RWE-3382","decision":"Core","rationale":"Query locally stored training/health data through four MCP tool groups. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Query locally stored training/health data through four MCP tool groups. Limits: Requires user exports; self-tracked data and personal scope.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/RafalB82/health-auto-export-api/master/README.md","https://github.com/RafalB82/health-auto-export-api"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"aronow-lab/bond","kind":"MCP component","category":"RWE Data & Analytics","summary":"Normalize free-text biomedical metadata using hybrid retrieval and disambiguation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aronow-lab/bond","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Normalize free-text biomedical metadata using hybrid retrieval and disambiguation."],"limitation":"LLM/reranking normalization requires review against source ontologies.","url":"https://github.com/aronow-lab/bond","primarySourceURLs":["https://raw.githubusercontent.com/Aronow-Lab/BOND/main/README.md","https://github.com/Aronow-Lab/BOND"],"id":"RWE-3387","relevance":{"id":"RWE-3387","decision":"Core","rationale":"Normalize free-text biomedical metadata using hybrid retrieval and disambiguation. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Normalize free-text biomedical metadata using hybrid retrieval and disambiguation. Limits: LLM/reranking normalization requires review against source ontologies.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Aronow-Lab/BOND/main/README.md","https://github.com/Aronow-Lab/BOND"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"blue-gitty/medical-kg","kind":"MCP component","category":"RWE Data & Analytics","summary":"Collect cited aneurysm inflammation/hemodynamic relations and query research graph.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"blue-gitty/medical-kg","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Collect cited aneurysm inflammation/hemodynamic relations and query research graph."],"limitation":"Narrow graph; minimum citation count not causal validation.","url":"https://github.com/blue-gitty/medical-kg","primarySourceURLs":["https://raw.githubusercontent.com/blue-gitty/medical-kg/main/README.md","https://github.com/blue-gitty/medical-kg"],"id":"RWE-3388","relevance":{"id":"RWE-3388","decision":"Core","rationale":"Collect cited aneurysm inflammation/hemodynamic relations and query research graph. The selected function retrieves or organizes clinical/scholarly source evidence and provenance; extracted claims and model conclusions remain subject to review.","relevanceBasis":"Collect cited aneurysm inflammation/hemodynamic relations and query research graph. Limits: Narrow graph; minimum citation count not causal validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/blue-gitty/medical-kg/main/README.md","https://github.com/blue-gitty/medical-kg"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"tommmeke/scholar-archive","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Graph and semantic retrieval over scientific PDFs for cross-paper research.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tommmeke/scholar-archive","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Graph and semantic retrieval over scientific PDFs for cross-paper research."],"limitation":"User-provided PDFs and inferred relations require verification.","url":"https://github.com/tommmeke/scholar-archive","primarySourceURLs":["https://raw.githubusercontent.com/Tommmeke/scholar-archive/main/README.md","https://github.com/Tommmeke/scholar-archive"],"id":"RWE-3389","relevance":{"id":"RWE-3389","decision":"Core","rationale":"Retain the documented evidence function: Graph and semantic retrieval over scientific PDFs for cross-paper research. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Graph and semantic retrieval over scientific PDFs for cross-paper research.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tommmeke/scholar-archive","https://raw.githubusercontent.com/Tommmeke/scholar-archive/main/README.md","https://github.com/Tommmeke/scholar-archive"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"shasanksp/trialgraph","kind":"Research tool","category":"Trials & Study Design","summary":"Query trial property graph through five analysis modules and GraphRAG.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shasanksp/trialgraph","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Query trial property graph through five analysis modules and GraphRAG."],"limitation":"Registry data not study results completeness; generated graph queries require checking.","url":"https://github.com/shasanksp/trialgraph","primarySourceURLs":["https://raw.githubusercontent.com/SHASANKsp/TrialGraph/main/README.md","https://github.com/SHASANKsp/TrialGraph"],"id":"RWE-3393","relevance":{"id":"RWE-3393","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Query trial property graph through five analysis modules and GraphRAG.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SHASANKsp/TrialGraph/main/README.md","https://github.com/SHASANKsp/TrialGraph"],"reviewGroup":"clinical-trial-workflow"}},{"name":"ricchasethi/rag-biomedical-decision","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Ingest PubMed/PMC papers and retrieve scientific document evidence with hybrid search.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ricchasethi/rag-biomedical-decision","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Ingest PubMed/PMC papers and retrieve scientific document evidence with hybrid search."],"limitation":"Model synthesis and corpus completeness require verification; arXiv pipeline separate.","url":"https://github.com/ricchasethi/rag-biomedical-decision","primarySourceURLs":["https://raw.githubusercontent.com/ricchasethi/rag-biomedical-decision/main/README.md","https://github.com/ricchasethi/rag-biomedical-decision"],"id":"RWE-3396","relevance":{"id":"RWE-3396","decision":"Core","rationale":"Retain the documented evidence function: Ingest PubMed/PMC papers and retrieve scientific document evidence with hybrid search. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Ingest PubMed/PMC papers and retrieve scientific document evidence with hybrid search.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ricchasethi/rag-biomedical-decision","https://raw.githubusercontent.com/ricchasethi/rag-biomedical-decision/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jaydonkc/subtype-lab","kind":"MCP component","category":"RWE Data & Analytics","summary":"Normalization, clustering, perturbation robustness, biomarker ranking and reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jaydonkc/subtype-lab","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Normalization, clustering, perturbation robustness, biomarker ranking and reports."],"limitation":"Synthetic demo/public WDBC or user data; robustness tests not clinical validation.","url":"https://github.com/jaydonkc/subtype-lab","primarySourceURLs":["https://raw.githubusercontent.com/jaydonkc/subtype-lab/main/README.md","https://github.com/jaydonkc/subtype-lab"],"id":"RWE-3404","relevance":{"id":"RWE-3404","decision":"Core","rationale":"Normalization, clustering, perturbation robustness, biomarker ranking and reports. The selected function provides explicit health-economic/epidemiological methods, cohort definitions, quality measures or identifiable signal/statistical analysis, with assumptions and validity limits retained.","relevanceBasis":"Normalization, clustering, perturbation robustness, biomarker ranking and reports. Limits: Synthetic demo/public WDBC or user data; robustness tests not clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jaydonkc/subtype-lab/main/README.md","https://github.com/jaydonkc/subtype-lab"],"reviewGroup":"health-statistical-research-method"}},{"name":"fyipedia/drugfyi-js","kind":"MCP component","category":"RWE Data & Analytics","summary":"Access drug mechanisms, therapeutic classes, targets and interaction reference data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fyipedia/drugfyi-js","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Access drug mechanisms, therapeutic classes, targets and interaction reference data."],"limitation":"JavaScript SDK companion to Python drugfyi MCP; canonical family dedup needed.","url":"https://github.com/fyipedia/drugfyi-js","primarySourceURLs":["https://raw.githubusercontent.com/fyipedia/drugfyi-js/main/README.md","https://github.com/fyipedia/drugfyi-js"],"id":"RWE-3405","relevance":{"id":"RWE-3405","decision":"Core","rationale":"Access drug mechanisms, therapeutic classes, targets and interaction reference data. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Access drug mechanisms, therapeutic classes, targets and interaction reference data. Limits: JavaScript SDK companion to Python drugfyi MCP; canonical family dedup needed.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/fyipedia/drugfyi-js/main/README.md","https://github.com/fyipedia/drugfyi-js"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"bobbyni819/vaultlab","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Lab knowledge retrieval, full-paper reading, data analysis, figures and manuscripts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bobbyni819/vaultlab","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Lab knowledge retrieval, full-paper reading, data analysis, figures and manuscripts."],"limitation":"Includes absorbed nature-skills components; demo synthetic figures and generated analysis need review.","url":"https://github.com/bobbyni819/vaultlab","primarySourceURLs":["https://raw.githubusercontent.com/bobbyni819/vaultlab/main/README.md","https://github.com/bobbyni819/vaultlab"],"id":"RWE-3410","relevance":{"id":"RWE-3410","decision":"Core","rationale":"Retain the documented evidence function: Full-paper source retrieval only; generic lab/analysis/figure/manuscript automation excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Full-paper source retrieval only; generic lab/analysis/figure/manuscript automation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bobbyni819/vaultlab","https://raw.githubusercontent.com/bobbyni819/vaultlab/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sujalagrawal08/clinicallab-analyzer","kind":"MCP component","category":"RWE Data & Analytics","summary":"Lookup configured reference ranges and deterministic result classification.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sujalagrawal08/clinicallab-analyzer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Lookup configured reference ranges and deterministic result classification."],"limitation":"Configured ranges/critical thresholds require local validation; explanation/triage not diagnostic evidence.","url":"https://github.com/sujalagrawal08/clinicallab-analyzer","primarySourceURLs":["https://raw.githubusercontent.com/SujalAgrawal08/ClinicalLab-Analyzer/main/README.md","https://github.com/SujalAgrawal08/ClinicalLab-Analyzer"],"id":"RWE-3417","relevance":{"id":"RWE-3417","decision":"Core","rationale":"Lookup configured reference ranges and deterministic result classification. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Lookup configured reference ranges and deterministic result classification. Limits: Configured ranges/critical thresholds require local validation; explanation/triage not diagnostic evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SujalAgrawal08/ClinicalLab-Analyzer/main/README.md","https://github.com/SujalAgrawal08/ClinicalLab-Analyzer"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"gandhiaayush/owkin-biology-hack","kind":"MCP component","category":"RWE Data & Analytics","summary":"Detect source contradictions, qualify evidence and request researcher adjudication.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gandhiaayush/owkin-biology-hack","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Detect source contradictions, qualify evidence and request researcher adjudication."],"limitation":"Evidence weighting/rules not clinical causality; narrow olfactory-receptor cancer scope.","url":"https://github.com/gandhiaayush/owkin-biology-hack","primarySourceURLs":["https://raw.githubusercontent.com/gandhiaayush/owkin-biology-hack/main/README.md","https://github.com/gandhiaayush/owkin-biology-hack"],"id":"RWE-3423","relevance":{"id":"RWE-3423","decision":"Core","rationale":"Detect source contradictions, qualify evidence and request researcher adjudication. The selected function retrieves or organizes clinical/scholarly source evidence and provenance; extracted claims and model conclusions remain subject to review.","relevanceBasis":"Detect source contradictions, qualify evidence and request researcher adjudication. Limits: Evidence weighting/rules not clinical causality; narrow olfactory-receptor cancer scope.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gandhiaayush/owkin-biology-hack/main/README.md","https://github.com/gandhiaayush/owkin-biology-hack"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"mlava/scholar-sidekick-python","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Resolve, verify, format and audit scholarly citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mlava/scholar-sidekick-python","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Resolve, verify, format and audit scholarly citations."],"limitation":"Python SDK companion to scholar-sidekick-mcp; canonical dedup and API access required.","url":"https://github.com/mlava/scholar-sidekick-python","primarySourceURLs":["https://raw.githubusercontent.com/mlava/scholar-sidekick-python/main/README.md","https://github.com/mlava/scholar-sidekick-python"],"id":"RWE-3425","relevance":{"id":"RWE-3425","decision":"Core","rationale":"Retain the documented evidence function: Resolve, verify, format and audit scholarly citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Resolve, verify, format and audit scholarly citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mlava/scholar-sidekick-python","https://raw.githubusercontent.com/mlava/scholar-sidekick-python/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"broccolito/biookf","kind":"MCP component","category":"RWE Data & Analytics","summary":"Curate, query and lint typed biomedical claims with per-claim provenance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"broccolito/biookf","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Curate, query and lint typed biomedical claims with per-claim provenance."],"limitation":"Knowledge organization does not independently establish source correctness.","url":"https://github.com/broccolito/biookf","primarySourceURLs":["https://raw.githubusercontent.com/Broccolito/BioOKF/main/README.md","https://github.com/Broccolito/BioOKF"],"id":"RWE-3426","relevance":{"id":"RWE-3426","decision":"Core","rationale":"Curate, query and lint typed biomedical claims with per-claim provenance. The selected function retrieves or organizes clinical/scholarly source evidence and provenance; extracted claims and model conclusions remain subject to review.","relevanceBasis":"Curate, query and lint typed biomedical claims with per-claim provenance. Limits: Knowledge organization does not independently establish source correctness.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Broccolito/BioOKF/main/README.md","https://github.com/Broccolito/BioOKF"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"grfone/bioresearch-ai","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search PubMed/OpenAlex/Europe PMC/bioRxiv, synthesize evidence in workspaces.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"grfone/bioresearch-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search PubMed/OpenAlex/Europe PMC/bioRxiv, synthesize evidence in workspaces."],"limitation":"Search coverage and scientific reasoning require source verification.","url":"https://github.com/grfone/bioresearch-ai","primarySourceURLs":["https://raw.githubusercontent.com/grfone/bioresearch-ai/master/README.md","https://github.com/grfone/bioresearch-ai"],"id":"RWE-3429","relevance":{"id":"RWE-3429","decision":"Core","rationale":"Retain the documented evidence function: Search PubMed/OpenAlex/Europe PMC/bioRxiv, synthesize evidence in workspaces. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search PubMed/OpenAlex/Europe PMC/bioRxiv, synthesize evidence in workspaces.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/grfone/bioresearch-ai","https://raw.githubusercontent.com/grfone/bioresearch-ai/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jessie1024/clinical-trial-ai","kind":"Research tool","category":"Trials & Study Design","summary":"Retrieve trials and assess individual criteria as match/no-match/unknown with explanations.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jessie1024/clinical-trial-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Retrieve trials and assess individual criteria as match/no-match/unknown with explanations."],"limitation":"Potential relevance only; eligibility needs clinical/research staff confirmation and current registry data.","url":"https://github.com/jessie1024/clinical-trial-ai","primarySourceURLs":["https://raw.githubusercontent.com/Jessie1024/clinical-trial-ai/main/README.md","https://github.com/Jessie1024/clinical-trial-ai"],"id":"RWE-3431","relevance":{"id":"RWE-3431","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Retrieve trials and assess individual criteria as match/no-match/unknown with explanations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Jessie1024/clinical-trial-ai/main/README.md","https://github.com/Jessie1024/clinical-trial-ai"],"reviewGroup":"clinical-trial-workflow"}},{"name":"wulixuesheng-mjh/medical_devices_analysis","kind":"MCP component","category":"RWE Data & Analytics","summary":"NMPA innovation-device collection, source/PDF processing and structured risk-factor analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wulixuesheng-mjh/medical_devices_analysis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["NMPA innovation-device collection, source/PDF processing and structured risk-factor analysis."],"limitation":"R=C×F×K score unvalidated; hard-coded mappings and external steps require maintenance/review.","url":"https://github.com/wulixuesheng-mjh/medical_devices_analysis","primarySourceURLs":["https://raw.githubusercontent.com/Wulixuesheng-mjh/medical_devices_analysis/main/README.md","https://github.com/Wulixuesheng-mjh/medical_devices_analysis"],"id":"RWE-3432","relevance":{"id":"RWE-3432","decision":"Core","rationale":"NMPA innovation-device collection, source/PDF processing and structured risk-factor analysis. The selected function retrieves or organizes clinical/scholarly source evidence and provenance; extracted claims and model conclusions remain subject to review.","relevanceBasis":"NMPA innovation-device collection, source/PDF processing and structured risk-factor analysis. Limits: R=C×F×K score unvalidated; hard-coded mappings and external steps require maintenance/review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Wulixuesheng-mjh/medical_devices_analysis/main/README.md","https://github.com/Wulixuesheng-mjh/medical_devices_analysis"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"ashmitharaja/medical-report-simplification-ai-house-x-hidevs-x-googledev","kind":"MCP component","category":"OMOP & terminology","summary":"Ground clinical terminology explanations through a real terminology tool server.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ashmitharaja/medical-report-simplification-ai-house-x-hidevs-x-googledev","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Ground clinical terminology explanations through a real terminology tool server."],"limitation":"Terminology reference component only; report extraction and explanations require verification.","url":"https://github.com/ashmitharaja/medical-report-simplification-ai-house-x-hidevs-x-googledev","primarySourceURLs":["https://raw.githubusercontent.com/Ashmitharaja/Medical-Report-Simplification-AI-House-x-HiDevs-x-GoogleDev/main/README.md","https://github.com/Ashmitharaja/Medical-Report-Simplification-AI-House-x-HiDevs-x-GoogleDev"],"id":"RWE-3434","relevance":{"id":"RWE-3434","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Ground clinical terminology explanations through a real terminology tool server.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Ashmitharaja/Medical-Report-Simplification-AI-House-x-HiDevs-x-GoogleDev/main/README.md","https://github.com/Ashmitharaja/Medical-Report-Simplification-AI-House-x-HiDevs-x-GoogleDev"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"cldt-fr/cldt-health","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query extracted laboratory biomarkers and longitudinal personal medical records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cldt-fr/cldt-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query extracted laboratory biomarkers and longitudinal personal medical records."],"limitation":"LLM extraction can err; user data and reference ranges require verification.","url":"https://github.com/cldt-fr/cldt-health","primarySourceURLs":["https://raw.githubusercontent.com/cldt-fr/cldt-health/main/README.md","https://github.com/cldt-fr/cldt-health"],"id":"RWE-3435","relevance":{"id":"RWE-3435","decision":"Core","rationale":"Query extracted laboratory biomarkers and longitudinal personal medical records. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Query extracted laboratory biomarkers and longitudinal personal medical records. Limits: LLM extraction can err; user data and reference ranges require verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cldt-fr/cldt-health/main/README.md","https://github.com/cldt-fr/cldt-health"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"swapnabadde31/memo-med-ai","kind":"MCP component","category":"RWE Data & Analytics","summary":"List patients and retrieve structured personal health summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"swapnabadde31/memo-med-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["List patients and retrieve structured personal health summaries."],"limitation":"Small personal/family scope; AI-extracted source information requires checking.","url":"https://github.com/swapnabadde31/memo-med-ai","primarySourceURLs":["https://raw.githubusercontent.com/swapnabadde31/memo-med-ai/main/README.md","https://github.com/swapnabadde31/memo-med-ai"],"id":"RWE-3436","relevance":{"id":"RWE-3436","decision":"Core","rationale":"List patients and retrieve structured personal health summaries. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"List patients and retrieve structured personal health summaries. Limits: Small personal/family scope; AI-extracted source information requires checking.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/swapnabadde31/memo-med-ai/main/README.md","https://github.com/swapnabadde31/memo-med-ai"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"msnodderly/health-cli","kind":"MCP component","category":"RWE Data & Analytics","summary":"Read heart rate/sleep/workouts and edit exercise/nutrition records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"msnodderly/health-cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Read heart rate/sleep/workouts and edit exercise/nutrition records."],"limitation":"Account/source permissions and user-generated data; personal scope.","url":"https://github.com/msnodderly/health-cli","primarySourceURLs":["https://raw.githubusercontent.com/msnodderly/health-cli/main/README.md","https://github.com/msnodderly/health-cli"],"id":"RWE-3437","relevance":{"id":"RWE-3437","decision":"Core","rationale":"Read heart rate/sleep/workouts and edit exercise/nutrition records. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Read heart rate/sleep/workouts and edit exercise/nutrition records. Limits: Account/source permissions and user-generated data; personal scope.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/msnodderly/health-cli/main/README.md","https://github.com/msnodderly/health-cli"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"arvowellness/healthclawd","kind":"Research tool","category":"RWE Data & Analytics","summary":"HealthClawd agent data plane with implemented Apple Health ingestion and WHOOP OAuth/live sync.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arvowellness/healthclawd","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["HealthClawd agent data plane with implemented Apple Health ingestion and WHOOP OAuth/live sync."],"limitation":"v0.5 single-node scope; proactive scores/advice not clinical validation.","url":"https://github.com/arvowellness/healthclawd","primarySourceURLs":["https://raw.githubusercontent.com/arvowellness/healthclawd/main/README.md","https://github.com/arvowellness/healthclawd"],"id":"RWE-3438","relevance":{"id":"RWE-3438","decision":"Core","rationale":"HealthClawd agent data plane with implemented Apple Health ingestion and WHOOP OAuth/live sync. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"HealthClawd agent data plane with implemented Apple Health ingestion and WHOOP OAuth/live sync. Limits: v0.5 single-node scope; proactive scores/advice not clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/arvowellness/healthclawd/main/README.md","https://github.com/arvowellness/healthclawd"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"nalxdr/ehr-llm-bridge","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Reusable EHR-to-LLM bridge exposes task-scoped FHIR-shaped retrieval MCP.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nalxdr/ehr-llm-bridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Reusable EHR-to-LLM bridge exposes task-scoped FHIR-shaped retrieval MCP."],"limitation":"Synthetic educational reference; integration infrastructure only, not patient evidence.","url":"https://github.com/nalxdr/ehr-llm-bridge","primarySourceURLs":["https://raw.githubusercontent.com/NALXDR/ehr-llm-bridge/main/README.md","https://github.com/NALXDR/ehr-llm-bridge"],"id":"RWE-3439","relevance":{"id":"RWE-3439","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Reusable EHR-to-LLM bridge exposes task-scoped FHIR-shaped retrieval MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/NALXDR/ehr-llm-bridge/main/README.md","https://github.com/NALXDR/ehr-llm-bridge"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"swn2g8zws2-lang/resmed-health-bridge","kind":"MCP server","category":"RWE Data & Analytics","summary":"Local CPAP summary MCP nightly/range/AHI queries over SQLite and CSV ingestion.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"swn2g8zws2-lang/resmed-health-bridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Local CPAP summary MCP nightly/range/AHI queries over SQLite and CSV ingestion."],"limitation":"Early local scaffold; remote deployment unavailable, cloud history limited; not device control.","url":"https://github.com/swn2g8zws2-lang/resmed-health-bridge","primarySourceURLs":["https://raw.githubusercontent.com/swn2g8zws2-lang/resmed-health-bridge/main/README.md","https://github.com/swn2g8zws2-lang/resmed-health-bridge"],"id":"RWE-3440","relevance":{"id":"RWE-3440","decision":"Core","rationale":"Local CPAP summary MCP nightly/range/AHI queries over SQLite and CSV ingestion. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Local CPAP summary MCP nightly/range/AHI queries over SQLite and CSV ingestion. Limits: Early local scaffold; remote deployment unavailable, cloud history limited; not device control.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/swn2g8zws2-lang/resmed-health-bridge/main/README.md","https://github.com/swn2g8zws2-lang/resmed-health-bridge"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"huichalaf/vital-context","kind":"Research tool","category":"RWE Data & Analytics","summary":"Vital Context authorized Garmin/Apple Health/journal data extraction for AI assistants.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"huichalaf/vital-context","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Vital Context authorized Garmin/Apple Health/journal data extraction for AI assistants."],"limitation":"Personal data scope; retailer/calendar components separate and derived metrics unvalidated.","url":"https://github.com/huichalaf/vital-context","primarySourceURLs":["https://raw.githubusercontent.com/huichalaf/vital-context/main/README.md","https://github.com/huichalaf/vital-context"],"id":"RWE-3441","relevance":{"id":"RWE-3441","decision":"Core","rationale":"Vital Context authorized Garmin/Apple Health/journal data extraction for AI assistants. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Vital Context authorized Garmin/Apple Health/journal data extraction for AI assistants. Limits: Personal data scope; retailer/calendar components separate and derived metrics unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/huichalaf/vital-context/main/README.md","https://github.com/huichalaf/vital-context"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"dcy624/biopaper-ai","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"BioPaper AI biomedical query planning and PubMed metadata retrieval workflow with optional LLM assistance.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dcy624/biopaper-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["BioPaper AI biomedical query planning and PubMed metadata retrieval workflow with optional LLM assistance."],"limitation":"Phase1 only; MCP, full-text enrichment and citation graphs remain roadmap.","url":"https://github.com/dcy624/biopaper-ai","primarySourceURLs":["https://raw.githubusercontent.com/DCY624/BioPaper-AI/main/README.md","https://github.com/DCY624/BioPaper-AI"],"id":"RWE-3442","relevance":{"id":"RWE-3442","decision":"Core","rationale":"Retain the documented evidence function: BioPaper AI biomedical query planning and PubMed metadata retrieval workflow with optional LLM assistance. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"BioPaper AI biomedical query planning and PubMed metadata retrieval workflow with optional LLM assistance.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dcy624/biopaper-ai","https://raw.githubusercontent.com/DCY624/BioPaper-AI/main/README.md","https://github.com/DCY624/BioPaper-AI"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"arpitjain1619/blood-report-analyser","kind":"Research tool","category":"RWE Data & Analytics","summary":"Blood-report VLM biomarker extraction and document RAG workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arpitjain1619/blood-report-analyser","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Blood-report VLM biomarker extraction and document RAG workflow."],"limitation":"Extraction component only; fixed ranges/personalized health advice unvalidated.","url":"https://github.com/arpitjain1619/blood-report-analyser","primarySourceURLs":["https://raw.githubusercontent.com/arpitjain1619/blood-report-analyser/main/README.md","https://github.com/arpitjain1619/blood-report-analyser"],"id":"RWE-3444","relevance":{"id":"RWE-3444","decision":"Core","rationale":"Blood-report VLM biomarker extraction and document RAG workflow. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Blood-report VLM biomarker extraction and document RAG workflow. Limits: Extraction component only; fixed ranges/personalized health advice unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/arpitjain1619/blood-report-analyser/main/README.md","https://github.com/arpitjain1619/blood-report-analyser"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"mdportnov/soma","kind":"MCP server","category":"RWE Data & Analytics","summary":"Soma local lab/medication/diagnosis timeline with typed MCP over personal database.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mdportnov/soma","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Soma local lab/medication/diagnosis timeline with typed MCP over personal database."],"limitation":"User document extraction and normalized timeline accuracy require checking.","url":"https://github.com/mdportnov/soma","primarySourceURLs":["https://raw.githubusercontent.com/mdportnov/soma/master/README.md","https://github.com/mdportnov/soma"],"id":"RWE-3445","relevance":{"id":"RWE-3445","decision":"Core","rationale":"Soma local lab/medication/diagnosis timeline with typed MCP over personal database. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Soma local lab/medication/diagnosis timeline with typed MCP over personal database. Limits: User document extraction and normalized timeline accuracy require checking.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mdportnov/soma/master/README.md","https://github.com/mdportnov/soma"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"shivang-creator/nirog","kind":"Research tool","category":"RWE Data & Analytics","summary":"Nirog clinical-intake agent stores and retrieves longitudinal patient statements.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shivang-creator/nirog","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Nirog clinical-intake agent stores and retrieves longitudinal patient statements."],"limitation":"Recurrence logic tests do not prove clinical truth; demo/account data scope.","url":"https://github.com/shivang-creator/nirog","primarySourceURLs":["https://raw.githubusercontent.com/Shivang-creator/nirog/main/README.md","https://github.com/Shivang-creator/nirog"],"id":"RWE-3446","relevance":{"id":"RWE-3446","decision":"Core","rationale":"Nirog clinical-intake agent stores and retrieves longitudinal patient statements. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Nirog clinical-intake agent stores and retrieves longitudinal patient statements. Limits: Recurrence logic tests do not prove clinical truth; demo/account data scope.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Shivang-creator/nirog/main/README.md","https://github.com/Shivang-creator/nirog"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"ramaseshu0/tide-hf","kind":"Research tool","category":"RWE Data & Analytics","summary":"TIDE-HF clinical-document RAG and patient-context agent analysis component.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ramaseshu0/tide-hf","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["TIDE-HF clinical-document RAG and patient-context agent analysis component."],"limitation":"Synthetic training data and titration/AE predictions not clinically validated; qualify retrieval only.","url":"https://github.com/ramaseshu0/tide-hf","primarySourceURLs":["https://raw.githubusercontent.com/Ramaseshu0/TIDE-HF/main/README.md","https://github.com/Ramaseshu0/TIDE-HF"],"id":"RWE-3448","relevance":{"id":"RWE-3448","decision":"Core","rationale":"TIDE-HF clinical-document RAG and patient-context agent analysis component. The selected function retrieves or organizes clinical/scholarly source evidence and provenance; extracted claims and model conclusions remain subject to review.","relevanceBasis":"TIDE-HF clinical-document RAG and patient-context agent analysis component. Limits: Synthetic training data and titration/AE predictions not clinically validated; qualify retrieval only.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Ramaseshu0/TIDE-HF/main/README.md","https://github.com/Ramaseshu0/TIDE-HF"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"ikarolaborda/ritmovida","kind":"Research tool","category":"RWE Data & Analytics","summary":"Agent-connected personal health tracker ingests Xiaomi scale and structured health logs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ikarolaborda/ritmovida","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent-connected personal health tracker ingests Xiaomi scale and structured health logs."],"limitation":"Consumer scale estimates/coaching not clinically validated.","url":"https://github.com/ikarolaborda/ritmovida","primarySourceURLs":["https://raw.githubusercontent.com/ikarolaborda/ritmovida/main/README.md","https://github.com/ikarolaborda/ritmovida"],"id":"RWE-3449","relevance":{"id":"RWE-3449","decision":"Core","rationale":"Agent-connected personal health tracker ingests Xiaomi scale and structured health logs. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Agent-connected personal health tracker ingests Xiaomi scale and structured health logs. Limits: Consumer scale estimates/coaching not clinically validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ikarolaborda/ritmovida/main/README.md","https://github.com/ikarolaborda/ritmovida"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"eversonl/clawdbot-garmin-health-analysis","kind":"Research tool","category":"RWE Data & Analytics","summary":"Clawdbot Garmin data skill queries sleep, HRV, activity, body composition and FIT/GPX exports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eversonl/clawdbot-garmin-health-analysis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clawdbot Garmin data skill queries sleep, HRV, activity, body composition and FIT/GPX exports."],"limitation":"Authorized wearable data and vendor metric limitations.","url":"https://github.com/eversonl/clawdbot-garmin-health-analysis","primarySourceURLs":["https://raw.githubusercontent.com/eversonl/ClawdBot-garmin-health-analysis/main/README.md","https://github.com/eversonl/ClawdBot-garmin-health-analysis"],"id":"RWE-3450","relevance":{"id":"RWE-3450","decision":"Core","rationale":"Clawdbot Garmin data skill queries sleep, HRV, activity, body composition and FIT/GPX exports. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Clawdbot Garmin data skill queries sleep, HRV, activity, body composition and FIT/GPX exports. Limits: Authorized wearable data and vendor metric limitations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/eversonl/ClawdBot-garmin-health-analysis/main/README.md","https://github.com/eversonl/ClawdBot-garmin-health-analysis"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"atsushikaneko/health-data-hub","kind":"MCP server","category":"RWE Data & Analytics","summary":"Apple Health XML-to-SQLite hub queried through Claude MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"atsushikaneko/health-data-hub","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Apple Health XML-to-SQLite hub queried through Claude MCP."],"limitation":"Export completeness, duplicate handling and local data permissions.","url":"https://github.com/atsushikaneko/health-data-hub","primarySourceURLs":["https://raw.githubusercontent.com/atsushikaneko/health-data-hub/main/README.md","https://github.com/atsushikaneko/health-data-hub"],"id":"RWE-3451","relevance":{"id":"RWE-3451","decision":"Core","rationale":"Apple Health XML-to-SQLite hub queried through Claude MCP. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Apple Health XML-to-SQLite hub queried through Claude MCP. Limits: Export completeness, duplicate handling and local data permissions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/atsushikaneko/health-data-hub/main/README.md","https://github.com/atsushikaneko/health-data-hub"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"aderaaij/loopback-training-app","kind":"Research tool","category":"RWE Data & Analytics","summary":"Loopback iOS HealthKit capture and agent-coaching server workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aderaaij/loopback-training-app","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Loopback iOS HealthKit capture and agent-coaching server workflow."],"limitation":"App companion to Loopback Server; data component only, coaching unvalidated.","url":"https://github.com/aderaaij/loopback-training-app","primarySourceURLs":["https://raw.githubusercontent.com/aderaaij/loopback-training-app/main/README.md","https://github.com/aderaaij/loopback-training-app"],"id":"RWE-3452","relevance":{"id":"RWE-3452","decision":"Core","rationale":"Loopback iOS HealthKit capture and agent-coaching server workflow. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Loopback iOS HealthKit capture and agent-coaching server workflow. Limits: App companion to Loopback Server; data component only, coaching unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aderaaij/loopback-training-app/main/README.md","https://github.com/aderaaij/loopback-training-app"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"alexalexxss/aveil-health","kind":"MCP server","category":"RWE Data & Analytics","summary":"Aveil local Apple Health analysis and MCP health-context tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alexalexxss/aveil-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Aveil local Apple Health analysis and MCP health-context tools."],"limitation":"Derived readiness/nutrition signals are not clinical conclusions.","url":"https://github.com/alexalexxss/aveil-health","primarySourceURLs":["https://raw.githubusercontent.com/alexalexxss/aveil-health/main/README.md","https://github.com/alexalexxss/aveil-health"],"id":"RWE-3453","relevance":{"id":"RWE-3453","decision":"Core","rationale":"Aveil local Apple Health analysis and MCP health-context tools. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Aveil local Apple Health analysis and MCP health-context tools. Limits: Derived readiness/nutrition signals are not clinical conclusions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/alexalexxss/aveil-health/main/README.md","https://github.com/alexalexxss/aveil-health"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"vibeventures/garmin-cli","kind":"Research tool","category":"RWE Data & Analytics","summary":"Garmin CLI explicitly designed for AI-agent structured fitness-data access.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vibeventures/garmin-cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin CLI explicitly designed for AI-agent structured fitness-data access."],"limitation":"Authorized account and unofficial provider API constraints.","url":"https://github.com/vibeventures/garmin-cli","primarySourceURLs":["https://raw.githubusercontent.com/vibeventures/garmin-cli/main/README.md","https://github.com/vibeventures/garmin-cli"],"id":"RWE-3454","relevance":{"id":"RWE-3454","decision":"Core","rationale":"Garmin CLI explicitly designed for AI-agent structured fitness-data access. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Garmin CLI explicitly designed for AI-agent structured fitness-data access. Limits: Authorized account and unofficial provider API constraints.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vibeventures/garmin-cli/main/README.md","https://github.com/vibeventures/garmin-cli"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"ananchev/healthbridge","kind":"MCP server","category":"RWE Data & Analytics","summary":"HealthBridge read-only MCP over local Apple Watch sleep/HRV/resting-HR history.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ananchev/healthbridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["HealthBridge read-only MCP over local Apple Watch sleep/HRV/resting-HR history."],"limitation":"Health Auto Export ingestion and derived recovery metrics; single-user scope.","url":"https://github.com/ananchev/healthbridge","primarySourceURLs":["https://raw.githubusercontent.com/ananchev/healthbridge/master/README.md","https://github.com/ananchev/healthbridge"],"id":"RWE-3455","relevance":{"id":"RWE-3455","decision":"Core","rationale":"HealthBridge read-only MCP over local Apple Watch sleep/HRV/resting-HR history. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"HealthBridge read-only MCP over local Apple Watch sleep/HRV/resting-HR history. Limits: Health Auto Export ingestion and derived recovery metrics; single-user scope.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ananchev/healthbridge/master/README.md","https://github.com/ananchev/healthbridge"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"hh-health-ai/cms-reimbursement","kind":"MCP server","category":"RWE Data & Analytics","summary":"CMS reimbursement plugin combines hosted coverage-policy MCP and source-cited payment/coverage skills.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hh-health-ai/cms-reimbursement","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CMS reimbursement plugin combines hosted coverage-policy MCP and source-cited payment/coverage skills."],"limitation":"Healthcare economic evidence component; investment conclusions separate, policy versions matter.","url":"https://github.com/hh-health-ai/cms-reimbursement","primarySourceURLs":["https://raw.githubusercontent.com/hh-health-AI/cms-reimbursement/main/README.md","https://github.com/hh-health-AI/cms-reimbursement"],"id":"RWE-3456","relevance":{"id":"RWE-3456","decision":"Core","rationale":"CMS reimbursement plugin combines hosted coverage-policy MCP and source-cited payment/coverage skills. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"CMS reimbursement plugin combines hosted coverage-policy MCP and source-cited payment/coverage skills. Limits: Healthcare economic evidence component; investment conclusions separate, policy versions matter.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hh-health-AI/cms-reimbursement/main/README.md","https://github.com/hh-health-AI/cms-reimbursement"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"sean12010/coros-health","kind":"Research tool","category":"RWE Data & Analytics","summary":"COROS health-query scripts packaged as Hermes skill for HRV/sleep/training data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sean12010/coros-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["COROS health-query scripts packaged as Hermes skill for HRV/sleep/training data."],"limitation":"Reverse-engineered API; attribute cygnusb integration reference and account constraints.","url":"https://github.com/sean12010/coros-health","primarySourceURLs":["https://raw.githubusercontent.com/Sean12010/coros-health/main/README.md","https://github.com/Sean12010/coros-health"],"id":"RWE-3457","relevance":{"id":"RWE-3457","decision":"Core","rationale":"COROS health-query scripts packaged as Hermes skill for HRV/sleep/training data. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"COROS health-query scripts packaged as Hermes skill for HRV/sleep/training data. Limits: Reverse-engineered API; attribute cygnusb integration reference and account constraints.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Sean12010/coros-health/main/README.md","https://github.com/Sean12010/coros-health"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"s4hhil/healthwellness-ai","kind":"MCP server","category":"RWE Data & Analytics","summary":"HealthWellness MCP logs metrics and reads local medical files for agents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"s4hhil/healthwellness-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["HealthWellness MCP logs metrics and reads local medical files for agents."],"limitation":"Data collection/retrieval only; security and health interpretation unverified.","url":"https://github.com/s4hhil/healthwellness-ai","primarySourceURLs":["https://raw.githubusercontent.com/s4hhil/HealthWellness-AI/main/README.md","https://github.com/s4hhil/HealthWellness-AI"],"id":"RWE-3458","relevance":{"id":"RWE-3458","decision":"Core","rationale":"HealthWellness MCP logs metrics and reads local medical files for agents. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"HealthWellness MCP logs metrics and reads local medical files for agents. Limits: Data collection/retrieval only; security and health interpretation unverified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/s4hhil/HealthWellness-AI/main/README.md","https://github.com/s4hhil/HealthWellness-AI"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"yehomak/garmin-sync","kind":"Research tool","category":"RWE Data & Analytics","summary":"Garmin-to-DuckDB sleep/HRV/training data pipeline explicitly supports AI querying.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yehomak/garmin-sync","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin-to-DuckDB sleep/HRV/training data pipeline explicitly supports AI querying."],"limitation":"Personal wearable data; source schema and refresh constraints.","url":"https://github.com/yehomak/garmin-sync","primarySourceURLs":["https://raw.githubusercontent.com/yehomak/garmin-sync/main/README.md","https://github.com/yehomak/garmin-sync"],"id":"RWE-3459","relevance":{"id":"RWE-3459","decision":"Core","rationale":"Garmin-to-DuckDB sleep/HRV/training data pipeline explicitly supports AI querying. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Garmin-to-DuckDB sleep/HRV/training data pipeline explicitly supports AI querying. Limits: Personal wearable data; source schema and refresh constraints.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/yehomak/garmin-sync/main/README.md","https://github.com/yehomak/garmin-sync"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"zoj33e/bobby-fitbit-health-coach","kind":"Research tool","category":"RWE Data & Analytics","summary":"Fitbit/Google Health data retrieval and Gemini Discord analysis agent.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zoj33e/bobby-fitbit-health-coach","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Fitbit/Google Health data retrieval and Gemini Discord analysis agent."],"limitation":"Data component; personalized coaching not clinical evidence.","url":"https://github.com/zoj33e/bobby-fitbit-health-coach","primarySourceURLs":["https://raw.githubusercontent.com/zoj33e/bobby-fitbit-health-coach/main/README.md","https://github.com/zoj33e/bobby-fitbit-health-coach"],"id":"RWE-3460","relevance":{"id":"RWE-3460","decision":"Core","rationale":"Fitbit/Google Health data retrieval and Gemini Discord analysis agent. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Fitbit/Google Health data retrieval and Gemini Discord analysis agent. Limits: Data component; personalized coaching not clinical evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zoj33e/bobby-fitbit-health-coach/main/README.md","https://github.com/zoj33e/bobby-fitbit-health-coach"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"brieantruss/health_stats","kind":"Research tool","category":"RWE Data & Analytics","summary":"Samsung wearable/GPS BigQuery pipeline with automated health-analysis report agents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"brieantruss/health_stats","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Samsung wearable/GPS BigQuery pipeline with automated health-analysis report agents."],"limitation":"Personal observational data and cloud access; derived report validity unverified.","url":"https://github.com/brieantruss/health_stats","primarySourceURLs":["https://raw.githubusercontent.com/brieantruss/health_stats/main/README.md","https://github.com/brieantruss/health_stats"],"id":"RWE-3461","relevance":{"id":"RWE-3461","decision":"Core","rationale":"Samsung wearable/GPS BigQuery pipeline with automated health-analysis report agents. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Samsung wearable/GPS BigQuery pipeline with automated health-analysis report agents. Limits: Personal observational data and cloud access; derived report validity unverified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/brieantruss/health_stats/main/README.md","https://github.com/brieantruss/health_stats"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"jackplus/health_tool","kind":"MCP server","category":"RWE Data & Analytics","summary":"Health Auto Export/Apple Health/Xiaomi ingestion and read-only MCP over normalized PostgreSQL metrics.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackplus/health_tool","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Health Auto Export/Apple Health/Xiaomi ingestion and read-only MCP over normalized PostgreSQL metrics."],"limitation":"Authorized personal data; rule-based recommendations not clinical validation.","url":"https://github.com/jackplus/health_tool","primarySourceURLs":["https://raw.githubusercontent.com/jackplus/health_tool/claude/health-data-hub/README.md","https://github.com/jackplus/health_tool"],"id":"RWE-3462","relevance":{"id":"RWE-3462","decision":"Core","rationale":"Health Auto Export/Apple Health/Xiaomi ingestion and read-only MCP over normalized PostgreSQL metrics. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Health Auto Export/Apple Health/Xiaomi ingestion and read-only MCP over normalized PostgreSQL metrics. Limits: Authorized personal data; rule-based recommendations not clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jackplus/health_tool/claude/health-data-hub/README.md","https://github.com/jackplus/health_tool"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"chestnuts18/collar-watch","kind":"MCP server","category":"RWE Data & Analytics","summary":"Apple Watch heart-rate capture and MCP on-demand measurement/ingestion workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chestnuts18/collar-watch","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Apple Watch heart-rate capture and MCP on-demand measurement/ingestion workflow."],"limitation":"Wearer/device participation and measurement quality limits; not medical monitoring validation.","url":"https://github.com/chestnuts18/collar-watch","primarySourceURLs":["https://raw.githubusercontent.com/chestnuts18/collar-watch/main/README.md","https://github.com/chestnuts18/collar-watch"],"id":"RWE-3463","relevance":{"id":"RWE-3463","decision":"Core","rationale":"Apple Watch heart-rate capture and MCP on-demand measurement/ingestion workflow. The selected function retrieves, normalizes or queries explicit clinical records, health measurements or drug/coverage references; no clinical interpretation or population representativeness is inferred.","relevanceBasis":"Apple Watch heart-rate capture and MCP on-demand measurement/ingestion workflow. Limits: Wearer/device participation and measurement quality limits; not medical monitoring validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/chestnuts18/collar-watch/main/README.md","https://github.com/chestnuts18/collar-watch"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"queelius/chartfold","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Health-memex/chartfold consolidates EHR exports into SQLite and exposes31 clinical MCP tools.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"queelius/chartfold","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Health-memex/chartfold consolidates EHR exports into SQLite and exposes31 clinical MCP tools."],"limitation":"Personal authorized exports and normalization limits; repository/product alias.","url":"https://github.com/queelius/chartfold","primarySourceURLs":["https://raw.githubusercontent.com/queelius/chartfold/main/README.md","https://github.com/queelius/chartfold"],"id":"RWE-3465","relevance":{"id":"RWE-3465","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Health-memex/chartfold consolidates EHR exports into SQLite and exposes31 clinical MCP tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/queelius/chartfold/main/README.md","https://github.com/queelius/chartfold"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"kinsteadhealth/pymedplum","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"PyMedplum optional MCP exposes typed FHIR CRUD/search/schema discovery and validation.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kinsteadhealth/pymedplum","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["PyMedplum optional MCP exposes typed FHIR CRUD/search/schema discovery and validation."],"limitation":"Unofficial SDK; permissions/mutations and profile conformance require configuration.","url":"https://github.com/kinsteadhealth/pymedplum","primarySourceURLs":["https://raw.githubusercontent.com/kinsteadhealth/pymedplum/main/README.md","https://github.com/kinsteadhealth/pymedplum"],"id":"RWE-3466","relevance":{"id":"RWE-3466","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"PyMedplum optional MCP exposes typed FHIR CRUD/search/schema discovery and validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kinsteadhealth/pymedplum/main/README.md","https://github.com/kinsteadhealth/pymedplum"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"davidc-nxt/health-care-llm-thoughts","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Clinical research platform documents EHR-context and medical research retrieval MCP.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"davidc-nxt/health-care-llm-thoughts","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Clinical research platform documents EHR-context and medical research retrieval MCP."],"limitation":"Security/compliance and broad EHR integration claims unverified.","url":"https://github.com/davidc-nxt/health-care-llm-thoughts","primarySourceURLs":["https://raw.githubusercontent.com/davidc-nxt/health-care-llm-thoughts/main/README.md","https://github.com/davidc-nxt/health-care-llm-thoughts"],"id":"RWE-3467","relevance":{"id":"RWE-3467","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Clinical research platform documents EHR-context and medical research retrieval MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/davidc-nxt/health-care-llm-thoughts/main/README.md","https://github.com/davidc-nxt/health-care-llm-thoughts"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"shalinda99/voxmed-ai","kind":"Research tool","category":"RWE Data & Analytics","summary":"Voice medical agent retrieves Neo4j medical knowledge-base context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shalinda99/voxmed-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Voice medical agent retrieves Neo4j medical knowledge-base context."],"limitation":"Corpus provenance and generated clinical answers require review.","url":"https://github.com/shalinda99/voxmed-ai","primarySourceURLs":["https://raw.githubusercontent.com/Shalinda99/VoxMed-AI/main/README.md","https://github.com/Shalinda99/VoxMed-AI"],"id":"RWE-3468","relevance":{"id":"RWE-3468","decision":"Core","rationale":"Voice medical agent retrieves Neo4j medical knowledge-base context. The selected function retrieves/extracts clinical or scholarly source material for evidence work; model answers and clinical validity remain unapproved.","relevanceBasis":"Voice medical agent retrieves Neo4j medical knowledge-base context. Limits: Corpus provenance and generated clinical answers require review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Shalinda99/VoxMed-AI/main/README.md","https://github.com/Shalinda99/VoxMed-AI"],"reviewGroup":"clinical-scholarly-source-retrieval"}},{"name":"sammargolis/clinicaltrialqualifier","kind":"Research tool","category":"Trials & Study Design","summary":"Clinical-trial qualifier parses records, redacts PHI and matches eligibility with Claude agents.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sammargolis/clinicaltrialqualifier","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical-trial qualifier parses records, redacts PHI and matches eligibility with Claude agents."],"limitation":"Pre-screening only; redaction does not establish HIPAA compliance.","url":"https://github.com/sammargolis/clinicaltrialqualifier","primarySourceURLs":["https://raw.githubusercontent.com/sammargolis/clinicaltrialqualifier/main/README.md","https://github.com/sammargolis/clinicaltrialqualifier"],"id":"RWE-3469","relevance":{"id":"RWE-3469","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Clinical-trial qualifier parses records, redacts PHI and matches eligibility with Claude agents.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sammargolis/clinicaltrialqualifier/main/README.md","https://github.com/sammargolis/clinicaltrialqualifier"],"reviewGroup":"clinical-trial-workflow"}},{"name":"emsikes/clinical-llmops-platform","kind":"MCP server","category":"RWE Data & Analytics","summary":"Clinical LLMOps reference platform evaluates note generation and retrieves patient context via Vela MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"emsikes/clinical-llmops-platform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical LLMOps reference platform evaluates note generation and retrieves patient context via Vela MCP."],"limitation":"Infrastructure/reference-target scope; attestation and compliance claims not certified.","url":"https://github.com/emsikes/clinical-llmops-platform","primarySourceURLs":["https://raw.githubusercontent.com/emsikes/clinical-llmops-platform/main/README.md","https://github.com/emsikes/clinical-llmops-platform"],"id":"RWE-3470","relevance":{"id":"RWE-3470","decision":"Core","rationale":"Clinical LLMOps reference platform evaluates note generation and retrieves patient context via Vela MCP. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Clinical LLMOps reference platform evaluates note generation and retrieves patient context via Vela MCP. Limits: Infrastructure/reference-target scope; attestation and compliance claims not certified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/emsikes/clinical-llmops-platform/main/README.md","https://github.com/emsikes/clinical-llmops-platform"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"mkgs-databricks-demos/synthea-on-fhir","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Synthea-on-FHIR platform packages synthetic-data generation/analytics and Redox MCP deployment.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mkgs-databricks-demos/synthea-on-fhir","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Synthea-on-FHIR platform packages synthetic-data generation/analytics and Redox MCP deployment."],"limitation":"Synthetic engineering data; Redox closed-beta entitlement and upstream component attribution required.","url":"https://github.com/mkgs-databricks-demos/synthea-on-fhir","primarySourceURLs":["https://raw.githubusercontent.com/mkgs-databricks-demos/synthea-on-fhir/main/README.md","https://github.com/mkgs-databricks-demos/synthea-on-fhir"],"id":"RWE-3471","relevance":{"id":"RWE-3471","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Synthea-on-FHIR platform packages synthetic-data generation/analytics and Redox MCP deployment.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mkgs-databricks-demos/synthea-on-fhir/main/README.md","https://github.com/mkgs-databricks-demos/synthea-on-fhir"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"pacharanero/anarchie","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Anarchie openEHR composition validation, history/diff and AQL MCP over local files.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pacharanero/anarchie","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Anarchie openEHR composition validation, history/diff and AQL MCP over local files."],"limitation":"Experimental implementation; conformance and clinical use not validated here.","url":"https://github.com/pacharanero/anarchie","primarySourceURLs":["https://raw.githubusercontent.com/pacharanero/anarchie/main/README.md","https://github.com/pacharanero/anarchie"],"id":"RWE-3472","relevance":{"id":"RWE-3472","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Anarchie openEHR composition validation, history/diff and AQL MCP over local files.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pacharanero/anarchie/main/README.md","https://github.com/pacharanero/anarchie"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"advaitcmu/fhir-relay","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR Relay MCP provides vendor-agnostic patient data access across configured FHIR sources.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"advaitcmu/fhir-relay","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR Relay MCP provides vendor-agnostic patient data access across configured FHIR sources."],"limitation":"Vendor scopes/auth and resource coverage differ; not universal compatibility guarantee.","url":"https://github.com/advaitcmu/fhir-relay","primarySourceURLs":["https://raw.githubusercontent.com/advaitcmu/fhir-relay/main/README.md","https://github.com/advaitcmu/fhir-relay"],"id":"RWE-3474","relevance":{"id":"RWE-3474","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR Relay MCP provides vendor-agnostic patient data access across configured FHIR sources.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/advaitcmu/fhir-relay/main/README.md","https://github.com/advaitcmu/fhir-relay"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"vebg25/patient-discharge-system","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Discharge-document agent extracts clinical fields from multiple formats and compares EHR context.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vebg25/patient-discharge-system","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Discharge-document agent extracts clinical fields from multiple formats and compares EHR context."],"limitation":"Extraction component only; discharge risk and summaries require clinical review.","url":"https://github.com/vebg25/patient-discharge-system","primarySourceURLs":["https://raw.githubusercontent.com/vebg25/Patient-Discharge-System/master/README.md","https://github.com/vebg25/Patient-Discharge-System"],"id":"RWE-3475","relevance":{"id":"RWE-3475","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Discharge-document agent extracts clinical fields from multiple formats and compares EHR context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vebg25/Patient-Discharge-System/master/README.md","https://github.com/vebg25/Patient-Discharge-System"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"mghareeb/clinicalmind","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"ClinicalMind MCP analyzes FHIR/manual medication lists and retrieves care-context evidence.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mghareeb/clinicalmind","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["ClinicalMind MCP analyzes FHIR/manual medication lists and retrieves care-context evidence."],"limitation":"Interaction/care-gap rules require source validation; no clinical safety guarantee.","url":"https://github.com/mghareeb/clinicalmind","primarySourceURLs":["https://raw.githubusercontent.com/mghareeb/ClinicalMind/main/README.md","https://github.com/mghareeb/ClinicalMind"],"id":"RWE-3477","relevance":{"id":"RWE-3477","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"ClinicalMind MCP analyzes FHIR/manual medication lists and retrieves care-context evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mghareeb/ClinicalMind/main/README.md","https://github.com/mghareeb/ClinicalMind"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"jc2/health-tech","kind":"Research tool","category":"RWE Data & Analytics","summary":"Clinical-intake agent extracts structured symptoms/intents and retrieves event-sourced patient context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jc2/health-tech","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical-intake agent extracts structured symptoms/intents and retrieves event-sourced patient context."],"limitation":"PoC; urgency and clinical interpretation unvalidated.","url":"https://github.com/jc2/health-tech","primarySourceURLs":["https://raw.githubusercontent.com/jc2/health-tech/main/README.md","https://github.com/jc2/health-tech"],"id":"RWE-3478","relevance":{"id":"RWE-3478","decision":"Core","rationale":"Clinical-intake agent extracts structured symptoms/intents and retrieves event-sourced patient context. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Clinical-intake agent extracts structured symptoms/intents and retrieves event-sourced patient context. Limits: PoC; urgency and clinical interpretation unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jc2/health-tech/main/README.md","https://github.com/jc2/health-tech"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"openhealthagents/medingest","kind":"Research tool","category":"OMOP & terminology","summary":"MedIngest OCR/LLM clinical extraction, terminology mapping and FHIR normalization agent pipeline.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openhealthagents/medingest","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["MedIngest OCR/LLM clinical extraction, terminology mapping and FHIR normalization agent pipeline."],"limitation":"Production-grade/conformance claims unverified; review confidence and source documents.","url":"https://github.com/openhealthagents/medingest","primarySourceURLs":["https://raw.githubusercontent.com/OpenHealthAgents/MedIngest/main/README.md","https://github.com/OpenHealthAgents/MedIngest"],"id":"RWE-3479","relevance":{"id":"RWE-3479","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"MedIngest OCR/LLM clinical extraction, terminology mapping and FHIR normalization agent pipeline.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/OpenHealthAgents/MedIngest/main/README.md","https://github.com/OpenHealthAgents/MedIngest"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"code-withkrishna/medexplainer-pro","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"MedExplainer MCP normalizes lab text/FHIR/JSON into structured values.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"code-withkrishna/medexplainer-pro","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["MedExplainer MCP normalizes lab text/FHIR/JSON into structured values."],"limitation":"Reference-range classification and explanations not clinical validation.","url":"https://github.com/code-withkrishna/medexplainer-pro","primarySourceURLs":["https://raw.githubusercontent.com/code-withkrishna/MedExplainer-Pro/main/README.md","https://github.com/code-withkrishna/MedExplainer-Pro"],"id":"RWE-3480","relevance":{"id":"RWE-3480","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"MedExplainer MCP normalizes lab text/FHIR/JSON into structured values.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/code-withkrishna/MedExplainer-Pro/main/README.md","https://github.com/code-withkrishna/MedExplainer-Pro"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"vivkao/rounds_voiceos_application","kind":"Research tool","category":"RWE Data & Analytics","summary":"VoiceOS nursing assistant exposes resident/allergy and medication-record lookup tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vivkao/rounds_voiceos_application","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["VoiceOS nursing assistant exposes resident/allergy and medication-record lookup tools."],"limitation":"Care record retrieval only; operational decisions and documentation require authorized review.","url":"https://github.com/vivkao/rounds_voiceos_application","primarySourceURLs":["https://raw.githubusercontent.com/vivkao/Rounds_VoiceOS_Application/main/README.md","https://github.com/vivkao/Rounds_VoiceOS_Application"],"id":"RWE-3481","relevance":{"id":"RWE-3481","decision":"Core","rationale":"VoiceOS nursing assistant exposes resident/allergy and medication-record lookup tools. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"VoiceOS nursing assistant exposes resident/allergy and medication-record lookup tools. Limits: Care record retrieval only; operational decisions and documentation require authorized review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vivkao/Rounds_VoiceOS_Application/main/README.md","https://github.com/vivkao/Rounds_VoiceOS_Application"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"volskyi-dmytro/health_prior","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"HealthPrior parses notes to FHIR and retrieves patient records/coverage evidence through MCP.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"volskyi-dmytro/health_prior","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["HealthPrior parses notes to FHIR and retrieves patient records/coverage evidence through MCP."],"limitation":"Prototype/HAPI default; payer criteria version and generated authorization packages need review.","url":"https://github.com/volskyi-dmytro/health_prior","primarySourceURLs":["https://raw.githubusercontent.com/volskyi-dmytro/health_prior/main/README.md","https://github.com/volskyi-dmytro/health_prior"],"id":"RWE-3482","relevance":{"id":"RWE-3482","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"HealthPrior parses notes to FHIR and retrieves patient records/coverage evidence through MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/volskyi-dmytro/health_prior/main/README.md","https://github.com/volskyi-dmytro/health_prior"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sajor2000/statistical-analysis-plan","kind":"Research tool","category":"RWE Data & Analytics","summary":"Statistical-analysis-plan skill creates evidence-linked SAPs for clinical/observational research.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sajor2000/statistical-analysis-plan","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Statistical-analysis-plan skill creates evidence-linked SAPs for clinical/observational research."],"limitation":"Design decisions and statistical assumptions require expert review.","url":"https://github.com/sajor2000/statistical-analysis-plan","primarySourceURLs":["https://raw.githubusercontent.com/sajor2000/statistical-analysis-plan/main/README.md","https://github.com/sajor2000/statistical-analysis-plan"],"id":"RWE-3483","relevance":{"id":"RWE-3483","decision":"Core","rationale":"Statistical-analysis-plan skill creates evidence-linked SAPs for clinical/observational research. The selected analysis plan, screening score, causal/statistical tool, linkage/format method or explicit claims analysis is an identifiable RWE or necessary analytical method, subject to the stated validation limits.","relevanceBasis":"Statistical-analysis-plan skill creates evidence-linked SAPs for clinical/observational research. Limits: Design decisions and statistical assumptions require expert review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sajor2000/statistical-analysis-plan/main/README.md","https://github.com/sajor2000/statistical-analysis-plan"],"reviewGroup":"clinical-statistical-method"}},{"name":"sriksven/chronocare","kind":"MCP server","category":"RWE Data & Analytics","summary":"ChronoCare MCP reconstructs patient longitudinal clinical history.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sriksven/chronocare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ChronoCare MCP reconstructs patient longitudinal clinical history."],"limitation":"Timeline component only; deterioration detection unvalidated.","url":"https://github.com/sriksven/chronocare","primarySourceURLs":["https://raw.githubusercontent.com/sriksven/chronocare/main/README.md","https://github.com/sriksven/chronocare"],"id":"RWE-3484","relevance":{"id":"RWE-3484","decision":"Core","rationale":"ChronoCare MCP reconstructs patient longitudinal clinical history. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"ChronoCare MCP reconstructs patient longitudinal clinical history. Limits: Timeline component only; deterioration detection unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sriksven/chronocare/main/README.md","https://github.com/sriksven/chronocare"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"meetdesai011/shiftguard","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"ShiftGuard agent assembles FHIR vitals/allergies/medications into structured handoff summaries.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"meetdesai011/shiftguard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["ShiftGuard agent assembles FHIR vitals/allergies/medications into structured handoff summaries."],"limitation":"Extraction/retrieval only; safety/conformance claims unverified.","url":"https://github.com/meetdesai011/shiftguard","primarySourceURLs":["https://raw.githubusercontent.com/MEETDesai011/ShiftGuard/main/README.md","https://github.com/MEETDesai011/ShiftGuard"],"id":"RWE-3485","relevance":{"id":"RWE-3485","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"ShiftGuard agent assembles FHIR vitals/allergies/medications into structured handoff summaries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/MEETDesai011/ShiftGuard/main/README.md","https://github.com/MEETDesai011/ShiftGuard"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"heyitskundan/interop-gateway","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Interop Gateway MCP translates/validates HL7v2/CDA/FHIR and exposes SMART FHIR data access.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"heyitskundan/interop-gateway","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Interop Gateway MCP translates/validates HL7v2/CDA/FHIR and exposes SMART FHIR data access."],"limitation":"Format/profile coverage and auth scopes constrain interoperability.","url":"https://github.com/heyitskundan/interop-gateway","primarySourceURLs":["https://raw.githubusercontent.com/heyitskundan/interop-gateway/main/README.md","https://github.com/heyitskundan/interop-gateway"],"id":"RWE-3486","relevance":{"id":"RWE-3486","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Interop Gateway MCP translates/validates HL7v2/CDA/FHIR and exposes SMART FHIR data access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/heyitskundan/interop-gateway/main/README.md","https://github.com/heyitskundan/interop-gateway"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"harshitkumar9030/healthlayer","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"HealthLayer MCP retrieves contextual FHIR observations and analyzes medical report data.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"harshitkumar9030/healthlayer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["HealthLayer MCP retrieves contextual FHIR observations and analyzes medical report data."],"limitation":"SHARP/FHIR compliance and clinical interpretation claims unverified.","url":"https://github.com/harshitkumar9030/healthlayer","primarySourceURLs":["https://raw.githubusercontent.com/HarshitKumar9030/healthlayer/master/README.md","https://github.com/HarshitKumar9030/healthlayer"],"id":"RWE-3487","relevance":{"id":"RWE-3487","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"HealthLayer MCP retrieves contextual FHIR observations and analyzes medical report data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/HarshitKumar9030/healthlayer/master/README.md","https://github.com/HarshitKumar9030/healthlayer"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"samitcheema/clinicalmind-ai","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Synthea FHIR normalization and clinical-data query MCP reference pipeline.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"samitcheema/clinicalmind-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Synthea FHIR normalization and clinical-data query MCP reference pipeline."],"limitation":"Synthetic behavioral-health data; engineering/query example, not observed clinical evidence.","url":"https://github.com/samitcheema/clinicalmind-ai","primarySourceURLs":["https://raw.githubusercontent.com/samitcheema/clinicalmind-ai/main/README.md","https://github.com/samitcheema/clinicalmind-ai"],"id":"RWE-3489","relevance":{"id":"RWE-3489","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Synthea FHIR normalization and clinical-data query MCP reference pipeline.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/samitcheema/clinicalmind-ai/main/README.md","https://github.com/samitcheema/clinicalmind-ai"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"kishanraj41/medical-gap-detection","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Medical Gap Detection MCP reads FHIR records and extracts possible missing ICD-10/HCC documentation.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kishanraj41/medical-gap-detection","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Medical Gap Detection MCP reads FHIR records and extracts possible missing ICD-10/HCC documentation."],"limitation":"Code/revenue inference needs clinician/coding review; synthetic example not real revenue evidence.","url":"https://github.com/kishanraj41/medical-gap-detection","primarySourceURLs":["https://raw.githubusercontent.com/kishanraj41/Medical-Gap-Detection/main/README.md","https://github.com/kishanraj41/Medical-Gap-Detection"],"id":"RWE-3491","relevance":{"id":"RWE-3491","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Medical Gap Detection MCP reads FHIR records and extracts possible missing ICD-10/HCC documentation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kishanraj41/Medical-Gap-Detection/main/README.md","https://github.com/kishanraj41/Medical-Gap-Detection"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"javvadi-syamalagowri-lab/medical_coding","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medical coding LLM workflow extracts entities and suggests ICD-10/CPT/HCPCS from documents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"javvadi-syamalagowri-lab/medical_coding","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical coding LLM workflow extracts entities and suggests ICD-10/CPT/HCPCS from documents."],"limitation":"Coding accuracy and claims submission/compliance not validated.","url":"https://github.com/javvadi-syamalagowri-lab/medical_coding","primarySourceURLs":["https://raw.githubusercontent.com/javvadi-syamalagowri-lab/medical_coding/main/README.md","https://github.com/javvadi-syamalagowri-lab/medical_coding"],"id":"RWE-3492","relevance":{"id":"RWE-3492","decision":"Core","rationale":"Medical coding LLM workflow extracts entities and suggests ICD-10/CPT/HCPCS from documents. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Medical coding LLM workflow extracts entities and suggests ICD-10/CPT/HCPCS from documents. Limits: Coding accuracy and claims submission/compliance not validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/javvadi-syamalagowri-lab/medical_coding/main/README.md","https://github.com/javvadi-syamalagowri-lab/medical_coding"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"shanayg15/plainscript","kind":"Research tool","category":"RWE Data & Analytics","summary":"PlainScript medical document extraction/explanation and value-preserving translation workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shanayg15/plainscript","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["PlainScript medical document extraction/explanation and value-preserving translation workflow."],"limitation":"Extraction component only; urgent flags and translated clinical meaning require review.","url":"https://github.com/shanayg15/plainscript","primarySourceURLs":["https://raw.githubusercontent.com/shanayg15/PlainScript/main/README.md","https://github.com/shanayg15/PlainScript"],"id":"RWE-3495","relevance":{"id":"RWE-3495","decision":"Core","rationale":"PlainScript medical document extraction/explanation and value-preserving translation workflow. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"PlainScript medical document extraction/explanation and value-preserving translation workflow. Limits: Extraction component only; urgent flags and translated clinical meaning require review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/shanayg15/PlainScript/main/README.md","https://github.com/shanayg15/PlainScript"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"myselfgus/patient-memory","kind":"Research tool","category":"RWE Data & Analytics","summary":"Patient-memory agent RAG stores patient-scoped bitemporal context and provenance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"myselfgus/patient-memory","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Patient-memory agent RAG stores patient-scoped bitemporal context and provenance."],"limitation":"Memory model and patient identity/retention correctness require deployment review.","url":"https://github.com/myselfgus/patient-memory","primarySourceURLs":["https://raw.githubusercontent.com/myselfgus/patient-memory/main/README.md","https://github.com/myselfgus/patient-memory"],"id":"RWE-3498","relevance":{"id":"RWE-3498","decision":"Core","rationale":"Patient-memory agent RAG stores patient-scoped bitemporal context and provenance. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Patient-memory agent RAG stores patient-scoped bitemporal context and provenance. Limits: Memory model and patient identity/retention correctness require deployment review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/myselfgus/patient-memory/main/README.md","https://github.com/myselfgus/patient-memory"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"songhangze985-eng/health-assessment","kind":"Research tool","category":"RWE Data & Analytics","summary":"Health-assessment skill computes documented PHQ-9/GAD-7 and structured self-report screening scores.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"songhangze985-eng/health-assessment","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Health-assessment skill computes documented PHQ-9/GAD-7 and structured self-report screening scores."],"limitation":"Screening support only; not diagnosis and population/language validation limits.","url":"https://github.com/songhangze985-eng/health-assessment","primarySourceURLs":["https://raw.githubusercontent.com/songhangze985-eng/health-assessment/main/README.md","https://github.com/songhangze985-eng/health-assessment"],"id":"RWE-3499","relevance":{"id":"RWE-3499","decision":"Core","rationale":"Health-assessment skill computes documented PHQ-9/GAD-7 and structured self-report screening scores. The selected analysis plan, screening score, causal/statistical tool, linkage/format method or explicit claims analysis is an identifiable RWE or necessary analytical method, subject to the stated validation limits.","relevanceBasis":"Health-assessment skill computes documented PHQ-9/GAD-7 and structured self-report screening scores. Limits: Screening support only; not diagnosis and population/language validation limits.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/songhangze985-eng/health-assessment/main/README.md","https://github.com/songhangze985-eng/health-assessment"],"reviewGroup":"clinical-statistical-method"}},{"name":"olira-ai/olira-dotnet","kind":"MCP server","category":"RWE Data & Analytics","summary":"Olira .NET SDK integrates patient/cohort logs/state and scoped tokens for Patient State MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"olira-ai/olira-dotnet","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Olira .NET SDK integrates patient/cohort logs/state and scoped tokens for Patient State MCP."],"limitation":"Service SDK packaging; patient scope and platform schema/version limits.","url":"https://github.com/olira-ai/olira-dotnet","primarySourceURLs":["https://raw.githubusercontent.com/olira-ai/olira-dotnet/main/README.md","https://github.com/olira-ai/olira-dotnet"],"id":"RWE-3500","relevance":{"id":"RWE-3500","decision":"Core","rationale":"Olira .NET SDK integrates patient/cohort logs/state and scoped tokens for Patient State MCP. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Olira .NET SDK integrates patient/cohort logs/state and scoped tokens for Patient State MCP. Limits: Service SDK packaging; patient scope and platform schema/version limits.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/olira-ai/olira-dotnet/main/README.md","https://github.com/olira-ai/olira-dotnet"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"mkcod/medassist-ai","kind":"Research tool","category":"RWE Data & Analytics","summary":"Voice clinical agent extracts diarized transcripts and structured documentation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mkcod/medassist-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Voice clinical agent extracts diarized transcripts and structured documentation."],"limitation":"Clinical accuracy and privacy claims require verification.","url":"https://github.com/mkcod/medassist-ai","primarySourceURLs":["https://raw.githubusercontent.com/mkcod/MedAssist-AI/main/README.md","https://github.com/mkcod/MedAssist-AI"],"id":"RWE-3501","relevance":{"id":"RWE-3501","decision":"Core","rationale":"Voice clinical agent extracts diarized transcripts and structured documentation. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Voice clinical agent extracts diarized transcripts and structured documentation. Limits: Clinical accuracy and privacy claims require verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mkcod/MedAssist-AI/main/README.md","https://github.com/mkcod/MedAssist-AI"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"chelseakr/fhir-scorecard","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR Scorecard MCP serves endpoint capability/SMART metadata audit evidence.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chelseakr/fhir-scorecard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR Scorecard MCP serves endpoint capability/SMART metadata audit evidence."],"limitation":"Operational endpoint scoring not clinical data quality or full conformance validation.","url":"https://github.com/chelseakr/fhir-scorecard","primarySourceURLs":["https://raw.githubusercontent.com/ChelseaKR/fhir-scorecard/main/README.md","https://github.com/ChelseaKR/fhir-scorecard"],"id":"RWE-3502","relevance":{"id":"RWE-3502","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR Scorecard MCP serves endpoint capability/SMART metadata audit evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ChelseaKR/fhir-scorecard/main/README.md","https://github.com/ChelseaKR/fhir-scorecard"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"wware/med-graph-rag","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Medical Graph RAG MCP citation-chain and cross-paper evidence retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wware/med-graph-rag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medical Graph RAG MCP citation-chain and cross-paper evidence retrieval."],"limitation":"Graph relationships and disagreement detection require source verification.","url":"https://github.com/wware/med-graph-rag","primarySourceURLs":["https://raw.githubusercontent.com/wware/med-graph-rag/main/README.md","https://github.com/wware/med-graph-rag"],"id":"RWE-3504","relevance":{"id":"RWE-3504","decision":"Core","rationale":"Retain the documented evidence function: Medical Graph RAG MCP citation-chain and cross-paper evidence retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Medical Graph RAG MCP citation-chain and cross-paper evidence retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wware/med-graph-rag","https://raw.githubusercontent.com/wware/med-graph-rag/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mainza-ai/claimauditai","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"IRIS FHIR claim ingestion and structured integrity-analysis agent pipeline.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mainza-ai/claimauditai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["IRIS FHIR claim ingestion and structured integrity-analysis agent pipeline."],"limitation":"Research/audit flags only; suspected anomalies not proven fraud.","url":"https://github.com/mainza-ai/claimauditai","primarySourceURLs":["https://raw.githubusercontent.com/mainza-ai/ClaimAuditAi/develop/README.md","https://github.com/mainza-ai/ClaimAuditAi"],"id":"RWE-3507","relevance":{"id":"RWE-3507","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"IRIS FHIR claim ingestion and structured integrity-analysis agent pipeline.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mainza-ai/ClaimAuditAi/develop/README.md","https://github.com/mainza-ai/ClaimAuditAi"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"kirillnedoboy/open-care-proof-kit","kind":"Research tool","category":"RWE Data & Analytics","summary":"OpenCare portable health-agent skill exports bounded personal context and validates source-linked answers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kirillnedoboy/open-care-proof-kit","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["OpenCare portable health-agent skill exports bounded personal context and validates source-linked answers."],"limitation":"Synthetic demos separate from actor-scoped personal runtime; genetics roadmap not automatically current.","url":"https://github.com/kirillnedoboy/open-care-proof-kit","primarySourceURLs":["https://raw.githubusercontent.com/KirillNedoboy/open-care-proof-kit/main/README.md","https://github.com/KirillNedoboy/open-care-proof-kit"],"id":"RWE-3508","relevance":{"id":"RWE-3508","decision":"Core","rationale":"OpenCare portable health-agent skill exports bounded personal context and validates source-linked answers. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"OpenCare portable health-agent skill exports bounded personal context and validates source-linked answers. Limits: Synthetic demos separate from actor-scoped personal runtime; genetics roadmap not automatically current.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/KirillNedoboy/open-care-proof-kit/main/README.md","https://github.com/KirillNedoboy/open-care-proof-kit"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"daymondmartin/afyapack","kind":"Research tool","category":"Trials & Study Design","summary":"AfyaPack local clinical-protocol retrieval with cited bilingual answers.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"daymondmartin/afyapack","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["AfyaPack local clinical-protocol retrieval with cited bilingual answers."],"limitation":"Finite protocol corpus; danger screening and generated guidance not clinical validation.","url":"https://github.com/daymondmartin/afyapack","primarySourceURLs":["https://raw.githubusercontent.com/DaymondMartin/AfyaPack/main/README.md","https://github.com/DaymondMartin/AfyaPack"],"id":"RWE-3509","relevance":{"id":"RWE-3509","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"AfyaPack local clinical-protocol retrieval with cited bilingual answers.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DaymondMartin/AfyaPack/main/README.md","https://github.com/DaymondMartin/AfyaPack"],"reviewGroup":"clinical-trial-workflow"}},{"name":"abhay1dhakl/health_assistant","kind":"MCP server","category":"RWE Data & Analytics","summary":"Azithromycin document MCP selects among three pharmaceutical reference documents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"abhay1dhakl/health_assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Azithromycin document MCP selects among three pharmaceutical reference documents."],"limitation":"Fixed corpus/edition and generated answers require checking.","url":"https://github.com/abhay1dhakl/health_assistant","primarySourceURLs":["https://raw.githubusercontent.com/Abhay1Dhakl/health_assistant/main/README.md","https://github.com/Abhay1Dhakl/health_assistant"],"id":"RWE-3510","relevance":{"id":"RWE-3510","decision":"Core","rationale":"Azithromycin document MCP selects among three pharmaceutical reference documents. The selected function retrieves/extracts clinical or scholarly source material for evidence work; model answers and clinical validity remain unapproved.","relevanceBasis":"Azithromycin document MCP selects among three pharmaceutical reference documents. Limits: Fixed corpus/edition and generated answers require checking.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Abhay1Dhakl/health_assistant/main/README.md","https://github.com/Abhay1Dhakl/health_assistant"],"reviewGroup":"clinical-scholarly-source-retrieval"}},{"name":"hardboil/epic-on-fhir-backend-sandbox","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Epic FHIR sandbox MCP with backend OAuth and resource parsing.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hardboil/epic-on-fhir-backend-sandbox","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Epic FHIR sandbox MCP with backend OAuth and resource parsing."],"limitation":"Sandbox/interop engineering scope; no real patient access conferred.","url":"https://github.com/hardboil/epic-on-fhir-backend-sandbox","primarySourceURLs":["https://raw.githubusercontent.com/hardboil/Epic-on-FHIR-Backend-Sandbox/main/README.md","https://github.com/hardboil/Epic-on-FHIR-Backend-Sandbox"],"id":"RWE-3511","relevance":{"id":"RWE-3511","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Epic FHIR sandbox MCP with backend OAuth and resource parsing.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hardboil/Epic-on-FHIR-Backend-Sandbox/main/README.md","https://github.com/hardboil/Epic-on-FHIR-Backend-Sandbox"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"nirmanpatel036/nextrial","kind":"MCP server","category":"Trials & Study Design","summary":"NexTrial cancer-trial matching uses ClinicalTrials.gov MCP and hybrid retrieval.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nirmanpatel036/nextrial","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["NexTrial cancer-trial matching uses ClinicalTrials.gov MCP and hybrid retrieval."],"limitation":"Pre-screening only; embedding relevance not confirmed eligibility.","url":"https://github.com/nirmanpatel036/nextrial","primarySourceURLs":["https://raw.githubusercontent.com/NirmanPatel036/nextrial/main/README.md","https://github.com/NirmanPatel036/nextrial"],"id":"RWE-3512","relevance":{"id":"RWE-3512","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"NexTrial cancer-trial matching uses ClinicalTrials.gov MCP and hybrid retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/NirmanPatel036/nextrial/main/README.md","https://github.com/NirmanPatel036/nextrial"],"reviewGroup":"clinical-trial-workflow"}},{"name":"aphl-global-health/openldr","kind":"MCP server","category":"RWE Data & Analytics","summary":"OpenLDR laboratory data platform exposes MCP natural-language queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aphl-global-health/openldr","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["OpenLDR laboratory data platform exposes MCP natural-language queries."],"limitation":"Lab schemas, access and data quality constrain results.","url":"https://github.com/aphl-global-health/openldr","primarySourceURLs":["https://raw.githubusercontent.com/APHL-Global-Health/openldr/main/README.md","https://github.com/APHL-Global-Health/openldr"],"id":"RWE-3515","relevance":{"id":"RWE-3515","decision":"Core","rationale":"OpenLDR laboratory data platform exposes MCP natural-language queries. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"OpenLDR laboratory data platform exposes MCP natural-language queries. Limits: Lab schemas, access and data quality constrain results.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/APHL-Global-Health/openldr/main/README.md","https://github.com/APHL-Global-Health/openldr"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"anas9-8/aria-automated-root-cause-intelligence-for-analytical-laboratories","kind":"MCP server","category":"RWE Data & Analytics","summary":"ARIA laboratory QC MCP with anomaly/root-cause analysis and DoWhy estimates.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anas9-8/aria-automated-root-cause-intelligence-for-analytical-laboratories","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ARIA laboratory QC MCP with anomaly/root-cause analysis and DoWhy estimates."],"limitation":"Causal identification assumptions and QC thresholds require validation; not proven root cause.","url":"https://github.com/anas9-8/aria-automated-root-cause-intelligence-for-analytical-laboratories","primarySourceURLs":["https://raw.githubusercontent.com/Anas9-8/ARIA-Automated-Root-cause-Intelligence-for-Analytical-Laboratories/main/README.md","https://github.com/Anas9-8/ARIA-Automated-Root-cause-Intelligence-for-Analytical-Laboratories"],"id":"RWE-3516","relevance":{"id":"RWE-3516","decision":"Core","rationale":"ARIA laboratory QC MCP with anomaly/root-cause analysis and DoWhy estimates. The selected analysis plan, screening score, causal/statistical tool, linkage/format method or explicit claims analysis is an identifiable RWE or necessary analytical method, subject to the stated validation limits.","relevanceBasis":"ARIA laboratory QC MCP with anomaly/root-cause analysis and DoWhy estimates. Limits: Causal identification assumptions and QC thresholds require validation; not proven root cause.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Anas9-8/ARIA-Automated-Root-cause-Intelligence-for-Analytical-Laboratories/main/README.md","https://github.com/Anas9-8/ARIA-Automated-Root-cause-Intelligence-for-Analytical-Laboratories"],"reviewGroup":"clinical-statistical-method"}},{"name":"mkpoli/health-tracker","kind":"MCP server","category":"RWE Data & Analytics","summary":"Health Tracker MCP structured profiles, lab extraction, measurements and record management.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mkpoli/health-tracker","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Health Tracker MCP structured profiles, lab extraction, measurements and record management."],"limitation":"Revision/consent controls and extraction accuracy require review.","url":"https://github.com/mkpoli/health-tracker","primarySourceURLs":["https://raw.githubusercontent.com/mkpoli/health-tracker/main/README.md","https://github.com/mkpoli/health-tracker"],"id":"RWE-3519","relevance":{"id":"RWE-3519","decision":"Core","rationale":"Health Tracker MCP structured profiles, lab extraction, measurements and record management. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Health Tracker MCP structured profiles, lab extraction, measurements and record management. Limits: Revision/consent controls and extraction accuracy require review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mkpoli/health-tracker/main/README.md","https://github.com/mkpoli/health-tracker"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"reddy7356/rag-clinicalbert","kind":"MCP server","category":"RWE Data & Analytics","summary":"Preoperative Clinical Insight Bot document RAG with MCP integration.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"reddy7356/rag-clinicalbert","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Preoperative Clinical Insight Bot document RAG with MCP integration."],"limitation":"Comorbidity retrieval research prototype; clinical performance not reproduced.","url":"https://github.com/reddy7356/rag-clinicalbert","primarySourceURLs":["https://raw.githubusercontent.com/reddy7356/RAG-ClinicalBERT/main/README.md","https://github.com/reddy7356/RAG-ClinicalBERT"],"id":"RWE-3520","relevance":{"id":"RWE-3520","decision":"Core","rationale":"Preoperative Clinical Insight Bot document RAG with MCP integration. The selected function retrieves/extracts clinical or scholarly source material for evidence work; model answers and clinical validity remain unapproved.","relevanceBasis":"Preoperative Clinical Insight Bot document RAG with MCP integration. Limits: Comorbidity retrieval research prototype; clinical performance not reproduced.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/reddy7356/RAG-ClinicalBERT/main/README.md","https://github.com/reddy7356/RAG-ClinicalBERT"],"reviewGroup":"clinical-scholarly-source-retrieval"}},{"name":"saurabhdvdi/medical-report-analyzer","kind":"MCP server","category":"RWE Data & Analytics","summary":"Medical-report OCR and longitudinal lab/personal-document retrieval through LangGraph MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"saurabhdvdi/medical-report-analyzer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical-report OCR and longitudinal lab/personal-document retrieval through LangGraph MCP."],"limitation":"Risk and clinical interpretation unvalidated; authorized personal data only.","url":"https://github.com/saurabhdvdi/medical-report-analyzer","primarySourceURLs":["https://raw.githubusercontent.com/SaurabhDvdi/medical-report-analyzer/main/README.md","https://github.com/SaurabhDvdi/medical-report-analyzer"],"id":"RWE-3521","relevance":{"id":"RWE-3521","decision":"Core","rationale":"Medical-report OCR and longitudinal lab/personal-document retrieval through LangGraph MCP. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Medical-report OCR and longitudinal lab/personal-document retrieval through LangGraph MCP. Limits: Risk and clinical interpretation unvalidated; authorized personal data only.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SaurabhDvdi/medical-report-analyzer/main/README.md","https://github.com/SaurabhDvdi/medical-report-analyzer"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"toxykdude/trt","kind":"MCP server","category":"RWE Data & Analytics","summary":"@trt/mcp exposes cited testosterone knowledge-base passages, optional Graphiti graph, and platform documents over stdio or HTTP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"toxykdude/trt","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["@trt/mcp exposes cited testosterone knowledge-base passages, optional Graphiti graph, and platform documents over stdio or HTTP."],"limitation":"Retrieval-only component; no PHI; steroid recommendations and clinical findings are not independently validated.","url":"https://github.com/toxykdude/trt","primarySourceURLs":["https://raw.githubusercontent.com/toxykdude/TRT/main/README.md","https://github.com/toxykdude/TRT"],"id":"RWE-3522","relevance":{"id":"RWE-3522","decision":"Core","rationale":"@trt/mcp exposes cited testosterone knowledge-base passages, optional Graphiti graph, and platform documents over stdio or HTTP. The selected function retrieves/extracts clinical or scholarly source material for evidence work; model answers and clinical validity remain unapproved.","relevanceBasis":"@trt/mcp exposes cited testosterone knowledge-base passages, optional Graphiti graph, and platform documents over stdio or HTTP. Limits: Retrieval-only component; no PHI; steroid recommendations and clinical findings are not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/toxykdude/TRT/main/README.md","https://github.com/toxykdude/TRT"],"reviewGroup":"clinical-scholarly-source-retrieval"}},{"name":"tanish0714/aragenlifesciences-clinicallabanalyzer","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP lookup_reference_range exposes 27 lab-test references from a named anonymized Kaggle dataset and lab context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tanish0714/aragenlifesciences-clinicallabanalyzer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP lookup_reference_range exposes 27 lab-test references from a named anonymized Kaggle dataset and lab context."],"limitation":"Application-defined severity thresholds are demonstration rules; dataset references are not universal clinical standards.","url":"https://github.com/tanish0714/aragenlifesciences-clinicallabanalyzer","primarySourceURLs":["https://raw.githubusercontent.com/tanish0714/AragenLifeSciences-ClinicalLabAnalyzer/main/README.md","https://github.com/tanish0714/AragenLifeSciences-ClinicalLabAnalyzer"],"id":"RWE-3524","relevance":{"id":"RWE-3524","decision":"Core","rationale":"MCP lookup_reference_range exposes 27 lab-test references from a named anonymized Kaggle dataset and lab context. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"MCP lookup_reference_range exposes 27 lab-test references from a named anonymized Kaggle dataset and lab context. Limits: Application-defined severity thresholds are demonstration rules; dataset references are not universal clinical standards.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tanish0714/AragenLifeSciences-ClinicalLabAnalyzer/main/README.md","https://github.com/tanish0714/AragenLifeSciences-ClinicalLabAnalyzer"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"nisha12598/clinical_trial_participation_ai","kind":"MCP server","category":"Trials & Study Design","summary":"Four-agent clinical-trial participation workflow retrieves ClinicalTrials.gov studies through MCP and uses local RAG.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nisha12598/clinical_trial_participation_ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Four-agent clinical-trial participation workflow retrieves ClinicalTrials.gov studies through MCP and uses local RAG."],"limitation":"Eligibility prescreening only; no-key demonstration mode must be distinguished from live retrieval.","url":"https://github.com/nisha12598/clinical_trial_participation_ai","primarySourceURLs":["https://raw.githubusercontent.com/Nisha12598/clinical_trial_participation_ai/main/README.md","https://github.com/Nisha12598/clinical_trial_participation_ai"],"id":"RWE-3526","relevance":{"id":"RWE-3526","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Four-agent clinical-trial participation workflow retrieves ClinicalTrials.gov studies through MCP and uses local RAG.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Nisha12598/clinical_trial_participation_ai/main/README.md","https://github.com/Nisha12598/clinical_trial_participation_ai"],"reviewGroup":"clinical-trial-workflow"}},{"name":"akshatvarshney10/clinical-lab-analyzer","kind":"Research tool","category":"RWE Data & Analytics","summary":"FastMCP reference database lookups for laboratory results use a named Kaggle anonymized laboratory-results dataset.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"akshatvarshney10/clinical-lab-analyzer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["FastMCP reference database lookups for laboratory results use a named Kaggle anonymized laboratory-results dataset."],"limitation":"Dataset lookup and demonstration classification only; no universal clinical severity validation.","url":"https://github.com/akshatvarshney10/clinical-lab-analyzer","primarySourceURLs":["https://raw.githubusercontent.com/AkshatVarshney10/clinical-lab-analyzer/main/README.md","https://github.com/AkshatVarshney10/clinical-lab-analyzer"],"id":"RWE-3527","relevance":{"id":"RWE-3527","decision":"Core","rationale":"FastMCP reference database lookups for laboratory results use a named Kaggle anonymized laboratory-results dataset. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"FastMCP reference database lookups for laboratory results use a named Kaggle anonymized laboratory-results dataset. Limits: Dataset lookup and demonstration classification only; no universal clinical severity validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AkshatVarshney10/clinical-lab-analyzer/main/README.md","https://github.com/AkshatVarshney10/clinical-lab-analyzer"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"ashutoshkumar1007/clinical-lab-results-analyzer","kind":"Research tool","category":"RWE Data & Analytics","summary":"Standalone FastMCP reference_range_lookup and explain_result wrap laboratory-reference and explanation functions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ashutoshkumar1007/clinical-lab-results-analyzer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Standalone FastMCP reference_range_lookup and explain_result wrap laboratory-reference and explanation functions."],"limitation":"Application calls functions directly; static references are used unless an unavailable-at-development Kaggle file is supplied; not clinical validation.","url":"https://github.com/ashutoshkumar1007/clinical-lab-results-analyzer","primarySourceURLs":["https://raw.githubusercontent.com/AshutoshKumar1007/Clinical-Lab-Results-Analyzer/main/README.md","https://github.com/AshutoshKumar1007/Clinical-Lab-Results-Analyzer"],"id":"RWE-3528","relevance":{"id":"RWE-3528","decision":"Core","rationale":"Standalone FastMCP reference_range_lookup and explain_result wrap laboratory-reference and explanation functions. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Standalone FastMCP reference_range_lookup and explain_result wrap laboratory-reference and explanation functions. Limits: Application calls functions directly; static references are used unless an unavailable-at-development Kaggle file is supplied; not clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AshutoshKumar1007/Clinical-Lab-Results-Analyzer/main/README.md","https://github.com/AshutoshKumar1007/Clinical-Lab-Results-Analyzer"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"rbross-hpc/wake","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Wake agent workflow traces citation impact from DOI/arXiv/OpenAlex seeds and verifies claims against source PDFs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rbross-hpc/wake","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Wake agent workflow traces citation impact from DOI/arXiv/OpenAlex seeds and verifies claims against source PDFs."],"limitation":"Citation classification remains provisional until supporting source evidence is checked.","url":"https://github.com/rbross-hpc/wake","primarySourceURLs":["https://raw.githubusercontent.com/rbross-hpc/wake/main/README.md","https://github.com/rbross-hpc/wake"],"id":"RWE-3530","relevance":{"id":"RWE-3530","decision":"Core","rationale":"Retain the documented evidence function: Wake agent workflow traces citation impact from DOI/arXiv/OpenAlex seeds and verifies claims against source PDFs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Wake agent workflow traces citation impact from DOI/arXiv/OpenAlex seeds and verifies claims against source PDFs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rbross-hpc/wake","https://raw.githubusercontent.com/rbross-hpc/wake/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jdlnolen/fhir-chimney-sweep","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"FHIR Chimney Sweep provides Codex/Claude skills for resource conformance, continuity, narrative and reference checks.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jdlnolen/fhir-chimney-sweep","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR Chimney Sweep provides Codex/Claude skills for resource conformance, continuity, narrative and reference checks."],"limitation":"Artifact review workflow; not formal FHIR certification or clinical validation.","url":"https://github.com/jdlnolen/fhir-chimney-sweep","primarySourceURLs":["https://raw.githubusercontent.com/jdlnolen/fhir-chimney-sweep/main/README.md","https://github.com/jdlnolen/fhir-chimney-sweep"],"id":"RWE-3531","relevance":{"id":"RWE-3531","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR Chimney Sweep provides Codex/Claude skills for resource conformance, continuity, narrative and reference checks.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jdlnolen/fhir-chimney-sweep/main/README.md","https://github.com/jdlnolen/fhir-chimney-sweep"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"roycedamien/clinical-ontology-normalizer","kind":"Research tool","category":"OMOP & terminology","summary":"Clinical NLP workflow normalizes concepts to OMOP with negation/temporality and external FHIR agent integration.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"roycedamien/clinical-ontology-normalizer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Clinical NLP workflow normalizes concepts to OMOP with negation/temporality and external FHIR agent integration."],"limitation":"FHIR MCP interface is attributed to jgsuess/fhir-mcp; mapping accuracy not independently validated.","url":"https://github.com/roycedamien/clinical-ontology-normalizer","primarySourceURLs":["https://raw.githubusercontent.com/roycedamien/clinical-ontology-normalizer/master/README.md","https://github.com/roycedamien/clinical-ontology-normalizer"],"id":"RWE-3532","relevance":{"id":"RWE-3532","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Clinical NLP workflow normalizes concepts to OMOP with negation/temporality and external FHIR agent integration.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/roycedamien/clinical-ontology-normalizer/master/README.md","https://github.com/roycedamien/clinical-ontology-normalizer"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"dkl-2019/medical-llm-platform","kind":"MCP server","category":"OMOP & terminology","summary":"Medical LLM platform documents nine MCP servers for OMOP synchronization, governed SQL queries and intranet data access.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dkl-2019/medical-llm-platform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Medical LLM platform documents nine MCP servers for OMOP synchronization, governed SQL queries and intranet data access."],"limitation":"Intranet deployment and credentials required; documented implementation not runtime verified.","url":"https://github.com/dkl-2019/medical-llm-platform","primarySourceURLs":["https://raw.githubusercontent.com/dkl-2019/Medical-LLM-platform/main/README.md","https://github.com/dkl-2019/Medical-LLM-platform"],"id":"RWE-3534","relevance":{"id":"RWE-3534","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Medical LLM platform documents nine MCP servers for OMOP synchronization, governed SQL queries and intranet data access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dkl-2019/Medical-LLM-platform/main/README.md","https://github.com/dkl-2019/Medical-LLM-platform"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"wardle/hermes","kind":"MCP server","category":"OMOP & terminology","summary":"Hermes SNOMED terminology server exposes 29 MCP tools including ECL and cross-mapping to ICD, Read and OPCS.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wardle/hermes","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Hermes SNOMED terminology server exposes 29 MCP tools including ECL and cross-mapping to ICD, Read and OPCS."],"limitation":"SNOMED licensing/data entitlement required; query coverage and mappings are release dependent.","url":"https://github.com/wardle/hermes","primarySourceURLs":["https://raw.githubusercontent.com/wardle/hermes/main/README.md","https://github.com/wardle/hermes"],"id":"RWE-3535","relevance":{"id":"RWE-3535","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Hermes SNOMED terminology server exposes 29 MCP tools including ECL and cross-mapping to ICD, Read and OPCS.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/wardle/hermes/main/README.md","https://github.com/wardle/hermes"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ihtsdo/snowstorm-lite","kind":"MCP server","category":"OMOP & terminology","summary":"Snowstorm Lite exposes MCP SNOMED code lookup and search via SSE alongside its terminology service.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ihtsdo/snowstorm-lite","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Snowstorm Lite exposes MCP SNOMED code lookup and search via SSE alongside its terminology service."],"limitation":"Subset ECL support only; SNOMED data licensing and loaded editions determine coverage.","url":"https://github.com/ihtsdo/snowstorm-lite","primarySourceURLs":["https://raw.githubusercontent.com/IHTSDO/snowstorm-lite/master/readme.md","https://github.com/IHTSDO/snowstorm-lite"],"id":"RWE-3536","relevance":{"id":"RWE-3536","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Snowstorm Lite exposes MCP SNOMED code lookup and search via SSE alongside its terminology service.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/IHTSDO/snowstorm-lite/master/readme.md","https://github.com/IHTSDO/snowstorm-lite"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"raheelsayeed/concordcore","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"ConcordCore exposes MCP access to deterministic YAML clinical-guideline eligibility, sufficiency, assessment and recommendation workflows with FHIR parsing.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"raheelsayeed/concordcore","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["ConcordCore exposes MCP access to deterministic YAML clinical-guideline eligibility, sufficiency, assessment and recommendation workflows with FHIR parsing."],"limitation":"Fifteen bundled pathways and generated narratives are not independently certified clinical guidance.","url":"https://github.com/raheelsayeed/concordcore","primarySourceURLs":["https://raw.githubusercontent.com/raheelsayeed/concordcore/main/README.md","https://github.com/raheelsayeed/concordcore"],"id":"RWE-3537","relevance":{"id":"RWE-3537","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"ConcordCore exposes MCP access to deterministic YAML clinical-guideline eligibility, sufficiency, assessment and recommendation workflows with FHIR parsing.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/raheelsayeed/concordcore/main/README.md","https://github.com/raheelsayeed/concordcore"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"alphora/clinical-reasoning-language","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Clinical Reasoning Language core package supplies MCP/CLI parser, validator and decision evaluation with CQL/FHIR emitters.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alphora/clinical-reasoning-language","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Clinical Reasoning Language core package supplies MCP/CLI parser, validator and decision evaluation with CQL/FHIR emitters."],"limitation":"Attribute MCP to core @smile-digital-health/crl package, distinct from VS Code extension; no clinical validation claim.","url":"https://github.com/alphora/clinical-reasoning-language","primarySourceURLs":["https://raw.githubusercontent.com/alphora/clinical-reasoning-language/main/README.md","https://github.com/alphora/clinical-reasoning-language"],"id":"RWE-3538","relevance":{"id":"RWE-3538","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Clinical Reasoning Language core package supplies MCP/CLI parser, validator and decision evaluation with CQL/FHIR emitters.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/alphora/clinical-reasoning-language/main/README.md","https://github.com/alphora/clinical-reasoning-language"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"joelsathi/bi_health_agent","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Ballerina healthcare agent retrieves FHIR patient information via MCP with session context.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"joelsathi/bi_health_agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Ballerina healthcare agent retrieves FHIR patient information via MCP with session context."],"limitation":"Retrieval-only contract; credentials and authorized FHIR access required.","url":"https://github.com/joelsathi/bi_health_agent","primarySourceURLs":["https://raw.githubusercontent.com/joelsathi/bi_health_agent/main/README.md","https://github.com/joelsathi/bi_health_agent"],"id":"RWE-3542","relevance":{"id":"RWE-3542","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Ballerina healthcare agent retrieves FHIR patient information via MCP with session context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/joelsathi/bi_health_agent/main/README.md","https://github.com/joelsathi/bi_health_agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"dondinulos/patient-matching-service","kind":"MCP server","category":"RWE Data & Analytics","summary":"Patient-matching agent exposes patient search, comparison and MPI matching through OpenAPI/Foundry and MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dondinulos/patient-matching-service","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Patient-matching agent exposes patient search, comparison and MPI matching through OpenAPI/Foundry and MCP."],"limitation":"Deterministic/probabilistic linkage and AI matching need local validation; hosted availability not verified.","url":"https://github.com/dondinulos/patient-matching-service","primarySourceURLs":["https://raw.githubusercontent.com/dondinulos/patient-matching-service/main/README.md","https://github.com/dondinulos/patient-matching-service"],"id":"RWE-3543","relevance":{"id":"RWE-3543","decision":"Core","rationale":"Patient-matching agent exposes patient search, comparison and MPI matching through OpenAPI/Foundry and MCP. The selected analysis plan, screening score, causal/statistical tool, linkage/format method or explicit claims analysis is an identifiable RWE or necessary analytical method, subject to the stated validation limits.","relevanceBasis":"Patient-matching agent exposes patient search, comparison and MPI matching through OpenAPI/Foundry and MCP. Limits: Deterministic/probabilistic linkage and AI matching need local validation; hosted availability not verified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dondinulos/patient-matching-service/main/README.md","https://github.com/dondinulos/patient-matching-service"],"reviewGroup":"clinical-statistical-method"}},{"name":"awatson1978/terminology","kind":"MCP server","category":"OMOP & terminology","summary":"Terminology package registers searchSnomedCodes in symptomatic:mcp with vector, exact, fuzzy and hybrid terminology retrieval.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"awatson1978/terminology","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Terminology package registers searchSnomedCodes in symptomatic:mcp with vector, exact, fuzzy and hybrid terminology retrieval."],"limitation":"Depends on companion MCP package and SNOMED edition/licensing; hallucination-prevention claims not validated.","url":"https://github.com/awatson1978/terminology","primarySourceURLs":["https://raw.githubusercontent.com/awatson1978/terminology/main/README.md","https://github.com/awatson1978/terminology"],"id":"RWE-3544","relevance":{"id":"RWE-3544","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Terminology package registers searchSnomedCodes in symptomatic:mcp with vector, exact, fuzzy and hybrid terminology retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/awatson1978/terminology/main/README.md","https://github.com/awatson1978/terminology"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"aws-samples/sample-cancer-treatment-planning-module","kind":"Research tool","category":"RWE Data & Analytics","summary":"AWS sample agents retrieve multimodal patient data/history from HealthLake and HealthImaging for cancer treatment-planning orchestration.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aws-samples/sample-cancer-treatment-planning-module","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["AWS sample agents retrieve multimodal patient data/history from HealthLake and HealthImaging for cancer treatment-planning orchestration."],"limitation":"Sample architecture requires AWS services; treatment recommendations and acceleration claims are not clinically validated.","url":"https://github.com/aws-samples/sample-cancer-treatment-planning-module","primarySourceURLs":["https://raw.githubusercontent.com/aws-samples/sample-cancer-treatment-planning-module/main/README.md","https://github.com/aws-samples/sample-cancer-treatment-planning-module"],"id":"RWE-3545","relevance":{"id":"RWE-3545","decision":"Core","rationale":"AWS sample agents retrieve multimodal patient data/history from HealthLake and HealthImaging for cancer treatment-planning orchestration. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"AWS sample agents retrieve multimodal patient data/history from HealthLake and HealthImaging for cancer treatment-planning orchestration. Limits: Sample architecture requires AWS services; treatment recommendations and acceleration claims are not clinically validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aws-samples/sample-cancer-treatment-planning-module/main/README.md","https://github.com/aws-samples/sample-cancer-treatment-planning-module"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"deltaforge-org/delta-forge","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"deltaforge-mcp exposes SQL access supporting inline FHIR/HL7/EDI parsing and data lineage.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"deltaforge-org/delta-forge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["deltaforge-mcp exposes SQL access supporting inline FHIR/HL7/EDI parsing and data lineage."],"limitation":"General engine with an explicit healthcare interoperability component; no clinical inference validation.","url":"https://github.com/deltaforge-org/delta-forge","primarySourceURLs":["https://raw.githubusercontent.com/deltaforge-org/delta-forge/main/README.md","https://github.com/deltaforge-org/delta-forge"],"id":"RWE-3548","relevance":{"id":"RWE-3548","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"deltaforge-mcp exposes SQL access supporting inline FHIR/HL7/EDI parsing and data lineage.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/deltaforge-org/delta-forge/main/README.md","https://github.com/deltaforge-org/delta-forge"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"tiro-health/fhir-sdc-tools","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR SDC plugin bundles render-questionnaire MCP preview, sdc-builder skill and questionnaire CLI.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tiro-health/fhir-sdc-tools","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR SDC plugin bundles render-questionnaire MCP preview, sdc-builder skill and questionnaire CLI."],"limitation":"Questionnaire authoring infrastructure; clinical validity of authored instruments not established.","url":"https://github.com/tiro-health/fhir-sdc-tools","primarySourceURLs":["https://raw.githubusercontent.com/Tiro-health/fhir-sdc-tools/main/README.md","https://github.com/Tiro-health/fhir-sdc-tools"],"id":"RWE-3549","relevance":{"id":"RWE-3549","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR SDC plugin bundles render-questionnaire MCP preview, sdc-builder skill and questionnaire CLI.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Tiro-health/fhir-sdc-tools/main/README.md","https://github.com/Tiro-health/fhir-sdc-tools"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"rohanrouth/clinical-summary","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"get_patient_summary MCP tool queries FHIR R4 resources, extracts structured DataFrames and generates summaries; ADK wrapper supplied.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rohanrouth/clinical-summary","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["get_patient_summary MCP tool queries FHIR R4 resources, extracts structured DataFrames and generates summaries; ADK wrapper supplied."],"limitation":"Defaults to public HAPI; LLM narratives can err and require source checking.","url":"https://github.com/rohanrouth/clinical-summary","primarySourceURLs":["https://raw.githubusercontent.com/RohanRouth/Clinical-summary/main/README.md","https://github.com/RohanRouth/Clinical-summary"],"id":"RWE-3550","relevance":{"id":"RWE-3550","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"get_patient_summary MCP tool queries FHIR R4 resources, extracts structured DataFrames and generates summaries; ADK wrapper supplied.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/RohanRouth/Clinical-summary/main/README.md","https://github.com/RohanRouth/Clinical-summary"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"theperiperi/patient-ly-pragyan-hackathon-2026","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Patient.ly mcp_triage_server exposes nine clinical-record query tools over seven-source FHIR ingestion.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"theperiperi/patient-ly-pragyan-hackathon-2026","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Patient.ly mcp_triage_server exposes nine clinical-record query tools over seven-source FHIR ingestion."],"limitation":"Attribute eligibility to data-access component; hackathon ESI triage outputs not clinically validated.","url":"https://github.com/theperiperi/patient-ly-pragyan-hackathon-2026","primarySourceURLs":["https://raw.githubusercontent.com/theperiperi/patient-ly-pragyan-hackathon-2026/main/README.md","https://github.com/theperiperi/patient-ly-pragyan-hackathon-2026"],"id":"RWE-3551","relevance":{"id":"RWE-3551","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Patient.ly mcp_triage_server exposes nine clinical-record query tools over seven-source FHIR ingestion.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/theperiperi/patient-ly-pragyan-hackathon-2026/main/README.md","https://github.com/theperiperi/patient-ly-pragyan-hackathon-2026"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sumiksh/patientcare","kind":"MCP server","category":"Clinical Data & Interoperability","summary":".NET FHIR MCP tools resolve patient context and retrieve structured resources plus text/PDF clinical data.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sumiksh/patientcare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":[".NET FHIR MCP tools resolve patient context and retrieve structured resources plus text/PDF clinical data."],"limitation":"Session-dependent authorized access; retrieval/extraction accuracy not runtime assessed.","url":"https://github.com/sumiksh/patientcare","primarySourceURLs":["https://raw.githubusercontent.com/Sumiksh/PatientCare/main/README.md","https://github.com/Sumiksh/PatientCare"],"id":"RWE-3552","relevance":{"id":"RWE-3552","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":".NET FHIR MCP tools resolve patient context and retrieve structured resources plus text/PDF clinical data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Sumiksh/PatientCare/main/README.md","https://github.com/Sumiksh/PatientCare"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"rupesh-kartha/patientqa_demo","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"PatientQA provides local Synthea FHIR querying and clinical-trend-analysis skill for agent development.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rupesh-kartha/patientqa_demo","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["PatientQA provides local Synthea FHIR querying and clinical-trend-analysis skill for agent development."],"limitation":"Synthetic-data research/engineering workflow only, not real-patient validation.","url":"https://github.com/rupesh-kartha/patientqa_demo","primarySourceURLs":["https://raw.githubusercontent.com/rupesh-kartha/patientQA_demo/main/README.md","https://github.com/rupesh-kartha/patientQA_demo"],"id":"RWE-3553","relevance":{"id":"RWE-3553","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"PatientQA provides local Synthea FHIR querying and clinical-trend-analysis skill for agent development.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rupesh-kartha/patientQA_demo/main/README.md","https://github.com/rupesh-kartha/patientQA_demo"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"janushishastri/clinicaldistill","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"ClinicalDistill exposes structured symptom extraction through FHIR-aware MCP and compares fine-tuned small models.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"janushishastri/clinicaldistill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["ClinicalDistill exposes structured symptom extraction through FHIR-aware MCP and compares fine-tuned small models."],"limitation":"145 training/35 test synthetic examples; deployed MCP uses GPT-4o, not the reported fine-tuned model.","url":"https://github.com/janushishastri/clinicaldistill","primarySourceURLs":["https://raw.githubusercontent.com/JanushiShastri/ClinicalDistill/main/README.md","https://github.com/JanushiShastri/ClinicalDistill"],"id":"RWE-3554","relevance":{"id":"RWE-3554","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"ClinicalDistill exposes structured symptom extraction through FHIR-aware MCP and compares fine-tuned small models.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JanushiShastri/ClinicalDistill/main/README.md","https://github.com/JanushiShastri/ClinicalDistill"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"manueljesus00/tfm-cardiologia-fhir","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Cardiology thesis agents extract clinical entities, produce FHIR R4 and map diagnoses to Spanish ICD-10 using IRBD lookup.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"manueljesus00/tfm-cardiologia-fhir","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Cardiology thesis agents extract clinical entities, produce FHIR R4 and map diagnoses to Spanish ICD-10 using IRBD lookup."],"limitation":"Academic workflow; terminology mapping and extraction performance not independently reproduced.","url":"https://github.com/manueljesus00/tfm-cardiologia-fhir","primarySourceURLs":["https://raw.githubusercontent.com/manueljesus00/tfm-cardiologia-fhir/main/README.md","https://github.com/manueljesus00/tfm-cardiologia-fhir"],"id":"RWE-3555","relevance":{"id":"RWE-3555","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Cardiology thesis agents extract clinical entities, produce FHIR R4 and map diagnoses to Spanish ICD-10 using IRBD lookup.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/manueljesus00/tfm-cardiologia-fhir/main/README.md","https://github.com/manueljesus00/tfm-cardiologia-fhir"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"claude-health/epd-ch","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Swiss EPD MCP exposes read-only patient summary, labs and encounters using FHIR CH Core R4.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"claude-health/epd-ch","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Swiss EPD MCP exposes read-only patient summary, labs and encounters using FHIR CH Core R4."],"limitation":"Real EPD access and credentials required; tests documented against mock data do not verify live integration or legal compliance.","url":"https://github.com/claude-health/epd-ch","primarySourceURLs":["https://raw.githubusercontent.com/claude-health/epd-ch/main/README.md","https://github.com/claude-health/epd-ch"],"id":"RWE-3556","relevance":{"id":"RWE-3556","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Swiss EPD MCP exposes read-only patient summary, labs and encounters using FHIR CH Core R4.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/claude-health/epd-ch/main/README.md","https://github.com/claude-health/epd-ch"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"rachelgreen-ai/health-assistant","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Epic MyChart SMART-on-FHIR MCP retrieves oncology summaries, labs, treatments, medications and appointments.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rachelgreen-ai/health-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Epic MyChart SMART-on-FHIR MCP retrieves oncology summaries, labs, treatments, medications and appointments."],"limitation":"Requires patient-authorized Epic access; complex-care summaries not clinical recommendations.","url":"https://github.com/rachelgreen-ai/health-assistant","primarySourceURLs":["https://raw.githubusercontent.com/RachelGreen-ai/health-assistant/main/README.md","https://github.com/RachelGreen-ai/health-assistant"],"id":"RWE-3557","relevance":{"id":"RWE-3557","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Epic MyChart SMART-on-FHIR MCP retrieves oncology summaries, labs, treatments, medications and appointments.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/RachelGreen-ai/health-assistant/main/README.md","https://github.com/RachelGreen-ai/health-assistant"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"basebattle/fhir-llm-gateway","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"FHIR-to-LLM gateway supports Medplum cloud/local FHIR and static trace modes for agent access.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"basebattle/fhir-llm-gateway","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR-to-LLM gateway supports Medplum cloud/local FHIR and static trace modes for agent access."],"limitation":"Portfolio deployment uses static traces; live modes require configured Medplum authentication.","url":"https://github.com/basebattle/fhir-llm-gateway","primarySourceURLs":["https://raw.githubusercontent.com/basebattle/fhir-llm-gateway/main/README.md","https://github.com/basebattle/fhir-llm-gateway"],"id":"RWE-3559","relevance":{"id":"RWE-3559","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR-to-LLM gateway supports Medplum cloud/local FHIR and static trace modes for agent access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/basebattle/fhir-llm-gateway/main/README.md","https://github.com/basebattle/fhir-llm-gateway"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"naveen0771/guardrail-fhir-link","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Guardrail FHIR-Link provides MCP patient-summary access to HAPI FHIR synthetic data.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"naveen0771/guardrail-fhir-link","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Guardrail FHIR-Link provides MCP patient-summary access to HAPI FHIR synthetic data."],"limitation":"Engineering/testing infrastructure limited to synthetic records; security claims not independently assessed.","url":"https://github.com/naveen0771/guardrail-fhir-link","primarySourceURLs":["https://raw.githubusercontent.com/Naveen0771/Guardrail-FHIR-Link/main/README.md","https://github.com/Naveen0771/Guardrail-FHIR-Link"],"id":"RWE-3560","relevance":{"id":"RWE-3560","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Guardrail FHIR-Link provides MCP patient-summary access to HAPI FHIR synthetic data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Naveen0771/Guardrail-FHIR-Link/main/README.md","https://github.com/Naveen0771/Guardrail-FHIR-Link"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"saidmoreno808/retinai-mexico","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"RetinAI FastMCP clinical-audit component exposes NOM-004 checks, GPC recommendations, FHIR generation, prescription validation and ICD-10 lookup.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"saidmoreno808/retinai-mexico","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["RetinAI FastMCP clinical-audit component exposes NOM-004 checks, GPC recommendations, FHIR generation, prescription validation and ICD-10 lookup."],"limitation":"Mexican guideline/coding context; model screening and clinical recommendations lack independent validation.","url":"https://github.com/saidmoreno808/retinai-mexico","primarySourceURLs":["https://raw.githubusercontent.com/saidmoreno808/retinai-mexico/master/README.md","https://github.com/saidmoreno808/retinai-mexico"],"id":"RWE-3563","relevance":{"id":"RWE-3563","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"RetinAI FastMCP clinical-audit component exposes NOM-004 checks, GPC recommendations, FHIR generation, prescription validation and ICD-10 lookup.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/saidmoreno808/retinai-mexico/master/README.md","https://github.com/saidmoreno808/retinai-mexico"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"john-lizarazu/j-v-hackathon","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Healthcare MCP toolkit supplies patient-summary, care-gap and medication-risk tools over FHIR context.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"john-lizarazu/j-v-hackathon","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Healthcare MCP toolkit supplies patient-summary, care-gap and medication-risk tools over FHIR context."],"limitation":"Hackathon rules/recommendations require validation; eligibility limited to documented data/context tooling.","url":"https://github.com/john-lizarazu/j-v-hackathon","primarySourceURLs":["https://raw.githubusercontent.com/John-Lizarazu/J-V-Hackathon/master/README.md","https://github.com/John-Lizarazu/J-V-Hackathon"],"id":"RWE-3565","relevance":{"id":"RWE-3565","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Healthcare MCP toolkit supplies patient-summary, care-gap and medication-risk tools over FHIR context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/John-Lizarazu/J-V-Hackathon/master/README.md","https://github.com/John-Lizarazu/J-V-Hackathon"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ccancellieri/glicemia","kind":"MCP server","category":"RWE Data & Analytics","summary":"GliceMia exposes eleven Claude Desktop MCP tools for analysis of Medtronic CareLink CGM/pump data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ccancellieri/glicemia","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["GliceMia exposes eleven Claude Desktop MCP tools for analysis of Medtronic CareLink CGM/pump data."],"limitation":"Personal diabetes integration requires credentials; glucose predictions, carb and bolus suggestions are not validated dosing guidance.","url":"https://github.com/ccancellieri/glicemia","primarySourceURLs":["https://raw.githubusercontent.com/ccancellieri/glicemia/main/README.md","https://github.com/ccancellieri/glicemia"],"id":"RWE-3566","relevance":{"id":"RWE-3566","decision":"Core","rationale":"GliceMia exposes eleven Claude Desktop MCP tools for analysis of Medtronic CareLink CGM/pump data. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"GliceMia exposes eleven Claude Desktop MCP tools for analysis of Medtronic CareLink CGM/pump data. Limits: Personal diabetes integration requires credentials; glucose predictions, carb and bolus suggestions are not validated dosing guidance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ccancellieri/glicemia/main/README.md","https://github.com/ccancellieri/glicemia"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"jeromelegal/pompetrack-k3s","kind":"MCP server","category":"RWE Data & Analytics","summary":"PompeTrack exposes Medplum-backed longitudinal personal disease metrics through MCP/OpenAPI agent tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jeromelegal/pompetrack-k3s","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["PompeTrack exposes Medplum-backed longitudinal personal disease metrics through MCP/OpenAPI agent tools."],"limitation":"Self-hosted personal tracking platform; health-coach interpretation not independently validated.","url":"https://github.com/jeromelegal/pompetrack-k3s","primarySourceURLs":["https://raw.githubusercontent.com/jeromelegal/PompeTrack-K3s/dev/README.md","https://github.com/jeromelegal/PompeTrack-K3s"],"id":"RWE-3567","relevance":{"id":"RWE-3567","decision":"Core","rationale":"PompeTrack exposes Medplum-backed longitudinal personal disease metrics through MCP/OpenAPI agent tools. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"PompeTrack exposes Medplum-backed longitudinal personal disease metrics through MCP/OpenAPI agent tools. Limits: Self-hosted personal tracking platform; health-coach interpretation not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jeromelegal/PompeTrack-K3s/dev/README.md","https://github.com/jeromelegal/PompeTrack-K3s"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"nick-allen21/healthex_tse_exercise","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"immunization-gap-analysis Claude skill reviews HealthEx MCP immunization histories against bundled CDC/ACIP and ECDC schedules, normalizing by CVX.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nick-allen21/healthex_tse_exercise","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["immunization-gap-analysis Claude skill reviews HealthEx MCP immunization histories against bundled CDC/ACIP and ECDC schedules, normalizing by CVX."],"limitation":"Skill depends on external HealthEx connector; schedules can age and corrective plans require clinical review.","url":"https://github.com/nick-allen21/healthex_tse_exercise","primarySourceURLs":["https://raw.githubusercontent.com/nick-allen21/HealthEx_TSE_Exercise/main/README.md","https://github.com/nick-allen21/HealthEx_TSE_Exercise"],"id":"RWE-3569","relevance":{"id":"RWE-3569","decision":"Core","rationale":"Retain the documented evidence function: immunization-gap-analysis Claude skill reviews HealthEx MCP immunization histories against bundled CDC/ACIP and ECDC schedules, normalizing by CVX. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"immunization-gap-analysis Claude skill reviews HealthEx MCP immunization histories against bundled CDC/ACIP and ECDC schedules, normalizing by CVX.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nick-allen21/healthex_tse_exercise","https://raw.githubusercontent.com/nick-allen21/HealthEx_TSE_Exercise/main/README.md","https://github.com/nick-allen21/HealthEx_TSE_Exercise"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"healers-second-look/athena","kind":"MCP server","category":"RWE Data & Analytics","summary":"Athena/SecondLook provides five read-only MCP tools over cancer case data, evidence graph and access pathways.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"healers-second-look/athena","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Athena/SecondLook provides five read-only MCP tools over cancer case data, evidence graph and access pathways."],"limitation":"Real LLMs not constrained to retrieval; binding-affinity tier failed own validation; timeline uses shared reference data, not patient-specific history.","url":"https://github.com/healers-second-look/athena","primarySourceURLs":["https://raw.githubusercontent.com/healers-second-look/Athena/main/README.md","https://github.com/healers-second-look/Athena"],"id":"RWE-3571","relevance":{"id":"RWE-3571","decision":"Core","rationale":"Athena/SecondLook provides five read-only MCP tools over cancer case data, evidence graph and access pathways. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Athena/SecondLook provides five read-only MCP tools over cancer case data, evidence graph and access pathways. Limits: Real LLMs not constrained to retrieval; binding-affinity tier failed own validation; timeline uses shared reference data, not patient-specific history.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/healers-second-look/Athena/main/README.md","https://github.com/healers-second-look/Athena"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"christianglucas/fhir-tools","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Axiom fhir-tools nodes expose deterministic FHIR R4/R5 parsing, structural validation and semantic inspection through hosted MCP.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"christianglucas/fhir-tools","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Axiom fhir-tools nodes expose deterministic FHIR R4/R5 parsing, structural validation and semantic inspection through hosted MCP."],"limitation":"Attribute to package nodes on external Axiom MCP; structural checks are not full clinical or profile certification.","url":"https://github.com/christianglucas/fhir-tools","primarySourceURLs":["https://raw.githubusercontent.com/ChristianGLucas/fhir-tools/main/README.md","https://github.com/ChristianGLucas/fhir-tools"],"id":"RWE-3572","relevance":{"id":"RWE-3572","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Axiom fhir-tools nodes expose deterministic FHIR R4/R5 parsing, structural validation and semantic inspection through hosted MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ChristianGLucas/fhir-tools/main/README.md","https://github.com/ChristianGLucas/fhir-tools"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"raedaldweik/g_health","kind":"Research tool","category":"Public health & surveillance","summary":"Nabd pophealth_mcp exposes seven population-level tools for measures, gaps, cohorts, stratification and counterfactual policy simulation.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"raedaldweik/g_health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Nabd pophealth_mcp exposes seven population-level tools for measures, gaps, cohorts, stratification and counterfactual policy simulation."],"limitation":"4000 synthetic patients across 36 months; model/policy effects not empirical RWE, cloud phase future.","url":"https://github.com/raedaldweik/g_health","primarySourceURLs":["https://raw.githubusercontent.com/raedaldweik/G_Health/claude/google-ai-customer-engineer-7v9awy/README.md","https://github.com/raedaldweik/G_Health"],"id":"RWE-3575","relevance":{"id":"RWE-3575","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Nabd pophealth_mcp exposes seven population-level tools for measures, gaps, cohorts, stratification and counterfactual policy simulation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/raedaldweik/G_Health/claude/google-ai-customer-engineer-7v9awy/README.md","https://github.com/raedaldweik/G_Health"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"jiyer-nmdp/fhir-ai-profile-generator","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Experimental agent generates FHIR Shorthand profiles and iteratively compiles/validates them with SUSHI and standard tools.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jiyer-nmdp/fhir-ai-profile-generator","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Experimental agent generates FHIR Shorthand profiles and iteratively compiles/validates them with SUSHI and standard tools."],"limitation":"Proof of concept; generated profiles require expert review and do not certify clinical interoperability.","url":"https://github.com/jiyer-nmdp/fhir-ai-profile-generator","primarySourceURLs":["https://raw.githubusercontent.com/jiyer-nmdp/fhir-ai-profile-generator/main/README.md","https://github.com/jiyer-nmdp/fhir-ai-profile-generator"],"id":"RWE-3576","relevance":{"id":"RWE-3576","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Experimental agent generates FHIR Shorthand profiles and iteratively compiles/validates them with SUSHI and standard tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jiyer-nmdp/fhir-ai-profile-generator/main/README.md","https://github.com/jiyer-nmdp/fhir-ai-profile-generator"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"gil-moh/smart-patient-summary-generator","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"InterSystems AI Hub agent retrieves FHIR R4 data and extracts clinical signals for four role-specific summaries.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gil-moh/smart-patient-summary-generator","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["InterSystems AI Hub agent retrieves FHIR R4 data and extracts clinical signals for four role-specific summaries."],"limitation":"Narrative interpretations require verification; IRIS AI Hub environment required.","url":"https://github.com/gil-moh/smart-patient-summary-generator","primarySourceURLs":["https://raw.githubusercontent.com/gil-moh/smart-patient-summary-generator/main/README.md","https://github.com/gil-moh/smart-patient-summary-generator"],"id":"RWE-3578","relevance":{"id":"RWE-3578","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"InterSystems AI Hub agent retrieves FHIR R4 data and extracts clinical signals for four role-specific summaries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gil-moh/smart-patient-summary-generator/main/README.md","https://github.com/gil-moh/smart-patient-summary-generator"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"bherila/phr","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"PHR MCP adapts an OAuth API for longitudinal clinical records, provenance-linked source documents, imports and reviewed updates.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bherila/phr","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["PHR MCP adapts an OAuth API for longitudinal clinical records, provenance-linked source documents, imports and reviewed updates."],"limitation":"Authorized patient data required; imported facts and AI-assisted changes need source review.","url":"https://github.com/bherila/phr","primarySourceURLs":["https://raw.githubusercontent.com/bherila/phr/main/README.md","https://github.com/bherila/phr"],"id":"RWE-3581","relevance":{"id":"RWE-3581","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"PHR MCP adapts an OAuth API for longitudinal clinical records, provenance-linked source documents, imports and reviewed updates.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bherila/phr/main/README.md","https://github.com/bherila/phr"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"pidgeonhealth/pidgeon-cli","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Pidgeon CLI/MCP surface generates, validates and de-identifies HL7 v2, FHIR R4 and NCPDP test messages.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pidgeonhealth/pidgeon-cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Pidgeon CLI/MCP surface generates, validates and de-identifies HL7 v2, FHIR R4 and NCPDP test messages."],"limitation":"Synthetic engineering data; masking and standards coverage must be assessed for intended use.","url":"https://github.com/pidgeonhealth/pidgeon-cli","primarySourceURLs":["https://raw.githubusercontent.com/PidgeonHealth/pidgeon-cli/main/README.md","https://github.com/PidgeonHealth/pidgeon-cli"],"id":"RWE-3582","relevance":{"id":"RWE-3582","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Pidgeon CLI/MCP surface generates, validates and de-identifies HL7 v2, FHIR R4 and NCPDP test messages.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/PidgeonHealth/pidgeon-cli/main/README.md","https://github.com/PidgeonHealth/pidgeon-cli"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ymcquinlan/grub-portfolio","kind":"MCP server","category":"OMOP & terminology","summary":"Portfolio packages include loinc-mcp using official LOINC terminology and rxnav-mcp-server for NLM drug normalization/classification.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ymcquinlan/grub-portfolio","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Portfolio packages include loinc-mcp using official LOINC terminology and rxnav-mcp-server for NLM drug normalization/classification."],"limitation":"Preserve separate component identities; external terminology access/licensing and API availability apply.","url":"https://github.com/ymcquinlan/grub-portfolio","primarySourceURLs":["https://raw.githubusercontent.com/ymcquinlan/grub-portfolio/main/README.md","https://github.com/ymcquinlan/grub-portfolio"],"id":"RWE-3583","relevance":{"id":"RWE-3583","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Portfolio packages include loinc-mcp using official LOINC terminology and rxnav-mcp-server for NLM drug normalization/classification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ymcquinlan/grub-portfolio/main/README.md","https://github.com/ymcquinlan/grub-portfolio"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"wpellarin/trialmatch","kind":"Research tool","category":"Trials & Study Design","summary":"TrialMatch agent workflow retrieves live ClinicalTrials.gov studies via hybrid RAG and produces criterion-level cited eligibility assessments.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wpellarin/trialmatch","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["TrialMatch agent workflow retrieves live ClinicalTrials.gov studies via hybrid RAG and produces criterion-level cited eligibility assessments."],"limitation":"Synthetic Synthea patient profiles; eligibility judgments require human confirmation.","url":"https://github.com/wpellarin/trialmatch","primarySourceURLs":["https://raw.githubusercontent.com/wpellarin/TrialMatch/main/README.md","https://github.com/wpellarin/TrialMatch"],"id":"RWE-3584","relevance":{"id":"RWE-3584","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"TrialMatch agent workflow retrieves live ClinicalTrials.gov studies via hybrid RAG and produces criterion-level cited eligibility assessments.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/wpellarin/TrialMatch/main/README.md","https://github.com/wpellarin/TrialMatch"],"reviewGroup":"clinical-trial-workflow"}},{"name":"pmh-only/connect","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Connect MCP get_health_data exposes Android Health Connect records and supported FHIR medical categories collected with permissions.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pmh-only/connect","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Connect MCP get_health_data exposes Android Health Connect records and supported FHIR medical categories collected with permissions."],"limitation":"Latest submission per device, bounded record/history capture; unrelated SMS/location tools are outside health component scope.","url":"https://github.com/pmh-only/connect","primarySourceURLs":["https://raw.githubusercontent.com/pmh-only/connect/main/README.md","https://github.com/pmh-only/connect"],"id":"RWE-3585","relevance":{"id":"RWE-3585","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Connect MCP get_health_data exposes Android Health Connect records and supported FHIR medical categories collected with permissions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pmh-only/connect/main/README.md","https://github.com/pmh-only/connect"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"spoorthiigowdaa-unt/authevidence-ai","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"AuthEvidence extends Microsoft prior-authorization agent infrastructure with FHIR evidence extraction, policy matching and gap/readiness assessment.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"spoorthiigowdaa-unt/authevidence-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["AuthEvidence extends Microsoft prior-authorization agent infrastructure with FHIR evidence extraction, policy matching and gap/readiness assessment."],"limitation":"Hosted coverage-agent enrichment is optional/environment dependent; scores are not payer determinations.","url":"https://github.com/spoorthiigowdaa-unt/authevidence-ai","primarySourceURLs":["https://raw.githubusercontent.com/spoorthiigowdaa-unt/authevidence-ai/main/README.md","https://github.com/spoorthiigowdaa-unt/authevidence-ai"],"id":"RWE-3586","relevance":{"id":"RWE-3586","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"AuthEvidence extends Microsoft prior-authorization agent infrastructure with FHIR evidence extraction, policy matching and gap/readiness assessment.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/spoorthiigowdaa-unt/authevidence-ai/main/README.md","https://github.com/spoorthiigowdaa-unt/authevidence-ai"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"lm203688/healthlens","kind":"MCP server","category":"RWE Data & Analytics","summary":"HealthLens documents five MCP JSON-RPC tools and skills for ancient-text mining, integrated reasoning and evidence grading.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lm203688/healthlens","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["HealthLens documents five MCP JSON-RPC tools and skills for ancient-text mining, integrated reasoning and evidence grading."],"limitation":"Traditional-medicine knowledge workflows; treatment/dual-diagnosis/prescription claims are not clinically validated.","url":"https://github.com/lm203688/healthlens","primarySourceURLs":["https://raw.githubusercontent.com/lm203688/healthlens/main/README.md","https://github.com/lm203688/healthlens"],"id":"RWE-3588","relevance":{"id":"RWE-3588","decision":"Core","rationale":"HealthLens documents five MCP JSON-RPC tools and skills for ancient-text mining, integrated reasoning and evidence grading. The selected function retrieves/extracts clinical or scholarly source material for evidence work; model answers and clinical validity remain unapproved.","relevanceBasis":"HealthLens documents five MCP JSON-RPC tools and skills for ancient-text mining, integrated reasoning and evidence grading. Limits: Traditional-medicine knowledge workflows; treatment/dual-diagnosis/prescription claims are not clinically validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/lm203688/healthlens/main/README.md","https://github.com/lm203688/healthlens"],"reviewGroup":"clinical-scholarly-source-retrieval"}},{"name":"thatcube/hozz","kind":"MCP server","category":"RWE Data & Analytics","summary":"Hozz Mac app embeds local read-only MCP access to Apple Health data synchronized from iPhone.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thatcube/hozz","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Hozz Mac app embeds local read-only MCP access to Apple Health data synchronized from iPhone."],"limitation":"User-granted Health access and sync coverage required; missing readings must remain missing rather than imputed low values.","url":"https://github.com/thatcube/hozz","primarySourceURLs":["https://raw.githubusercontent.com/thatcube/Hozz/main/README.md","https://github.com/thatcube/Hozz"],"id":"RWE-3589","relevance":{"id":"RWE-3589","decision":"Core","rationale":"Hozz Mac app embeds local read-only MCP access to Apple Health data synchronized from iPhone. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Hozz Mac app embeds local read-only MCP access to Apple Health data synchronized from iPhone. Limits: User-granted Health access and sync coverage required; missing readings must remain missing rather than imputed low values.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/thatcube/Hozz/main/README.md","https://github.com/thatcube/Hozz"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"crb2nu/edilint","kind":"MCP server","category":"RWE Data & Analytics","summary":"edilint exposes four read-only MCP tools for healthcare interchange linting and rule explanations across X12/HL7v2 and related formats.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"crb2nu/edilint","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["edilint exposes four read-only MCP tools for healthcare interchange linting and rule explanations across X12/HL7v2 and related formats."],"limitation":"Pre-send structural checks, not implementation-guide certification; some repairs including EDIFACT are unimplemented.","url":"https://github.com/crb2nu/edilint","primarySourceURLs":["https://raw.githubusercontent.com/crb2nu/edilint/main/README.md","https://github.com/crb2nu/edilint"],"id":"RWE-3590","relevance":{"id":"RWE-3590","decision":"Core","rationale":"edilint exposes four read-only MCP tools for healthcare interchange linting and rule explanations across X12/HL7v2 and related formats. The selected analysis plan, screening score, causal/statistical tool, linkage/format method or explicit claims analysis is an identifiable RWE or necessary analytical method, subject to the stated validation limits.","relevanceBasis":"edilint exposes four read-only MCP tools for healthcare interchange linting and rule explanations across X12/HL7v2 and related formats. Limits: Pre-send structural checks, not implementation-guide certification; some repairs including EDIFACT are unimplemented.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/crb2nu/edilint/main/README.md","https://github.com/crb2nu/edilint"],"reviewGroup":"clinical-statistical-method"}},{"name":"christianglucas/hl7v2-tools","kind":"MCP server","category":"RWE Data & Analytics","summary":"Axiom hl7v2-tools nodes parse messages, enumerate segments and extract repeated fields through hosted MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"christianglucas/hl7v2-tools","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Axiom hl7v2-tools nodes parse messages, enumerate segments and extract repeated fields through hosted MCP."],"limitation":"External Axiom package interface; parsing is not full semantic or clinical validation.","url":"https://github.com/christianglucas/hl7v2-tools","primarySourceURLs":["https://raw.githubusercontent.com/ChristianGLucas/hl7v2-tools/main/README.md","https://github.com/ChristianGLucas/hl7v2-tools"],"id":"RWE-3591","relevance":{"id":"RWE-3591","decision":"Core","rationale":"Axiom hl7v2-tools nodes parse messages, enumerate segments and extract repeated fields through hosted MCP. The selected analysis plan, screening score, causal/statistical tool, linkage/format method or explicit claims analysis is an identifiable RWE or necessary analytical method, subject to the stated validation limits.","relevanceBasis":"Axiom hl7v2-tools nodes parse messages, enumerate segments and extract repeated fields through hosted MCP. Limits: External Axiom package interface; parsing is not full semantic or clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ChristianGLucas/hl7v2-tools/main/README.md","https://github.com/ChristianGLucas/hl7v2-tools"],"reviewGroup":"clinical-statistical-method"}},{"name":"dominodatalab/clinical-data-explorer","kind":"MCP server","category":"RWE Data & Analytics","summary":"Domino Clinical Data Explorer exposes dataset filtering, exploration and natural-language analysis through an MCP-backed app.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dominodatalab/clinical-data-explorer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Domino Clinical Data Explorer exposes dataset filtering, exploration and natural-language analysis through an MCP-backed app."],"limitation":"LLM configuration and supported clinical-file formats required; in-memory sessions are process-local and resource bounded.","url":"https://github.com/dominodatalab/clinical-data-explorer","primarySourceURLs":["https://raw.githubusercontent.com/dominodatalab/clinical-data-explorer/main/README.md","https://github.com/dominodatalab/clinical-data-explorer"],"id":"RWE-3593","relevance":{"id":"RWE-3593","decision":"Core","rationale":"Domino Clinical Data Explorer exposes dataset filtering, exploration and natural-language analysis through an MCP-backed app. The selected analysis plan, screening score, causal/statistical tool, linkage/format method or explicit claims analysis is an identifiable RWE or necessary analytical method, subject to the stated validation limits.","relevanceBasis":"Domino Clinical Data Explorer exposes dataset filtering, exploration and natural-language analysis through an MCP-backed app. Limits: LLM configuration and supported clinical-file formats required; in-memory sessions are process-local and resource bounded.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dominodatalab/clinical-data-explorer/main/README.md","https://github.com/dominodatalab/clinical-data-explorer"],"reviewGroup":"clinical-statistical-method"}},{"name":"baseline-trials/baseline-unified","kind":"MCP server","category":"RWE Data & Analytics","summary":"Baseline Unified agent kernel accesses study/file/run services and per-study RStudio runtimes via MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"baseline-trials/baseline-unified","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Baseline Unified agent kernel accesses study/file/run services and per-study RStudio runtimes via MCP."],"limitation":"Requires Docker or Fly/Supabase deployment; generated analyses require scientific validation.","url":"https://github.com/baseline-trials/baseline-unified","primarySourceURLs":["https://raw.githubusercontent.com/Baseline-Trials/baseline-unified/main/README.md","https://github.com/Baseline-Trials/baseline-unified"],"id":"RWE-3595","relevance":{"id":"RWE-3595","decision":"Core","rationale":"Baseline Unified agent kernel accesses study/file/run services and per-study RStudio runtimes via MCP. The selected analysis plan, screening score, causal/statistical tool, linkage/format method or explicit claims analysis is an identifiable RWE or necessary analytical method, subject to the stated validation limits.","relevanceBasis":"Baseline Unified agent kernel accesses study/file/run services and per-study RStudio runtimes via MCP. Limits: Requires Docker or Fly/Supabase deployment; generated analyses require scientific validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Baseline-Trials/baseline-unified/main/README.md","https://github.com/Baseline-Trials/baseline-unified"],"reviewGroup":"clinical-statistical-method"}},{"name":"robincanito/medgraph-engine","kind":"MCP server","category":"RWE Data & Analytics","summary":"MedGraph MCP exposes nine knowledge-graph query/search/pathology/procedure/pathway tools over processed medical documents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"robincanito/medgraph-engine","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MedGraph MCP exposes nine knowledge-graph query/search/pathology/procedure/pathway tools over processed medical documents."],"limitation":"Corpus rights and source quality are user responsibilities; graph reasoning is not clinical validation.","url":"https://github.com/robincanito/medgraph-engine","primarySourceURLs":["https://raw.githubusercontent.com/robincanito/medgraph-engine/main/README.md","https://github.com/robincanito/medgraph-engine"],"id":"RWE-3596","relevance":{"id":"RWE-3596","decision":"Core","rationale":"MedGraph MCP exposes nine knowledge-graph query/search/pathology/procedure/pathway tools over processed medical documents. The selected function retrieves/extracts clinical or scholarly source material for evidence work; model answers and clinical validity remain unapproved.","relevanceBasis":"MedGraph MCP exposes nine knowledge-graph query/search/pathology/procedure/pathway tools over processed medical documents. Limits: Corpus rights and source quality are user responsibilities; graph reasoning is not clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/robincanito/medgraph-engine/main/README.md","https://github.com/robincanito/medgraph-engine"],"reviewGroup":"clinical-scholarly-source-retrieval"}},{"name":"openimagingdata/med-ontology-lookup","kind":"Research tool","category":"OMOP & terminology","summary":"med-ontology-lookup portable agent skill searches and crosswalks RadLex, SNOMED, FMA, LOINC and UMLS through BioPortal/UTS.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openimagingdata/med-ontology-lookup","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["med-ontology-lookup portable agent skill searches and crosswalks RadLex, SNOMED, FMA, LOINC and UMLS through BioPortal/UTS."],"limitation":"Remote API credentials, terminology editions and licenses determine coverage; crosswalks are not semantic equivalence guarantees.","url":"https://github.com/openimagingdata/med-ontology-lookup","primarySourceURLs":["https://raw.githubusercontent.com/openimagingdata/med-ontology-lookup/main/README.md","https://github.com/openimagingdata/med-ontology-lookup"],"id":"RWE-3597","relevance":{"id":"RWE-3597","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"med-ontology-lookup portable agent skill searches and crosswalks RadLex, SNOMED, FMA, LOINC and UMLS through BioPortal/UTS.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/openimagingdata/med-ontology-lookup/main/README.md","https://github.com/openimagingdata/med-ontology-lookup"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"abdulwahed-sweden/medical-terminology-mapper","kind":"MCP server","category":"OMOP & terminology","summary":"terminology-mcp proposes Swedish ICD-10-SE/KVA mappings and exposes audit context while reserving acceptance/rejection for humans.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"abdulwahed-sweden/medical-terminology-mapper","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["terminology-mcp proposes Swedish ICD-10-SE/KVA mappings and exposes audit context while reserving acceptance/rejection for humans."],"limitation":"Benchmark tooling completed but benchmark not run; coding accuracy unestablished.","url":"https://github.com/abdulwahed-sweden/medical-terminology-mapper","primarySourceURLs":["https://raw.githubusercontent.com/abdulwahed-sweden/medical-terminology-mapper/main/README.md","https://github.com/abdulwahed-sweden/medical-terminology-mapper"],"id":"RWE-3598","relevance":{"id":"RWE-3598","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"terminology-mcp proposes Swedish ICD-10-SE/KVA mappings and exposes audit context while reserving acceptance/rejection for humans.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/abdulwahed-sweden/medical-terminology-mapper/main/README.md","https://github.com/abdulwahed-sweden/medical-terminology-mapper"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"22andrewli/feasibility-cohort-explorer","kind":"MCP server","category":"OMOP & terminology","summary":"Feasibility Cohort Explorer exposes deterministic count_cohort MCP engine using constrained query IR and grounded terminology.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"22andrewli/feasibility-cohort-explorer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Feasibility Cohort Explorer exposes deterministic count_cohort MCP engine using constrained query IR and grounded terminology."],"limitation":"114594 synthetic patients; demonstrated feasibility counts are not real-population estimates.","url":"https://github.com/22andrewli/feasibility-cohort-explorer","primarySourceURLs":["https://raw.githubusercontent.com/22andrewli/feasibility-cohort-explorer/main/README.md","https://github.com/22andrewli/feasibility-cohort-explorer"],"id":"RWE-3599","relevance":{"id":"RWE-3599","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Feasibility Cohort Explorer exposes deterministic count_cohort MCP engine using constrained query IR and grounded terminology.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/22andrewli/feasibility-cohort-explorer/main/README.md","https://github.com/22andrewli/feasibility-cohort-explorer"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"fordbmorris/clinical_ai_agent","kind":"MCP server","category":"RWE Data & Analytics","summary":"Clinical AI Agent provides MIMIC-III ICU MCP access, DrugBank and guideline retrieval with clinical analytics tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fordbmorris/clinical_ai_agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical AI Agent provides MIMIC-III ICU MCP access, DrugBank and guideline retrieval with clinical analytics tools."],"limitation":"Credentialed MIMIC/DrugBank data required; README conflicts on 48 versus 45 tools and three need GPU; academic proof of concept only.","url":"https://github.com/fordbmorris/clinical_ai_agent","primarySourceURLs":["https://raw.githubusercontent.com/fordbmorris/clinical_ai_agent/main/README.md","https://github.com/fordbmorris/clinical_ai_agent"],"id":"RWE-3600","relevance":{"id":"RWE-3600","decision":"Core","rationale":"Clinical AI Agent provides MIMIC-III ICU MCP access, DrugBank and guideline retrieval with clinical analytics tools. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Clinical AI Agent provides MIMIC-III ICU MCP access, DrugBank and guideline retrieval with clinical analytics tools. Limits: Credentialed MIMIC/DrugBank data required; README conflicts on 48 versus 45 tools and three need GPU; academic proof of concept only.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/fordbmorris/clinical_ai_agent/main/README.md","https://github.com/fordbmorris/clinical_ai_agent"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"jianlin070/medical-coding-pipeline","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"LLM clinical coding pipeline outputs ICD-10/CPT proposals with evidence references, confidence and warnings for reviewer validation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jianlin070/medical-coding-pipeline","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["LLM clinical coding pipeline outputs ICD-10/CPT proposals with evidence references, confidence and warnings for reviewer validation."],"limitation":"MCP-labelled model settings are not proof of an MCP server; eligible as documented LLM research workflow, coding accuracy unvalidated.","url":"https://github.com/jianlin070/medical-coding-pipeline","primarySourceURLs":["https://raw.githubusercontent.com/jianlin070/medical-coding-pipeline/main/README.md","https://github.com/jianlin070/medical-coding-pipeline"],"id":"RWE-3601","relevance":{"id":"RWE-3601","decision":"Core","rationale":"Retain the documented evidence function: LLM clinical coding pipeline outputs ICD-10/CPT proposals with evidence references, confidence and warnings for reviewer validation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"LLM clinical coding pipeline outputs ICD-10/CPT proposals with evidence references, confidence and warnings for reviewer validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jianlin070/medical-coding-pipeline","https://raw.githubusercontent.com/jianlin070/medical-coding-pipeline/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sivaramgs/clinical_coder","kind":"Research tool","category":"RWE Data & Analytics","summary":"Local multi-agent clinical coding platform documents entity extraction and multi-axial ICD-10 mapping across Ray/A2A workers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sivaramgs/clinical_coder","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Local multi-agent clinical coding platform documents entity extraction and multi-axial ICD-10 mapping across Ray/A2A workers."],"limitation":"Local architecture claims do not prove privacy or coding accuracy; MCP listed but specific transport not established.","url":"https://github.com/sivaramgs/clinical_coder","primarySourceURLs":["https://raw.githubusercontent.com/sivaramgs/clinical_coder/main/README.md","https://github.com/sivaramgs/clinical_coder"],"id":"RWE-3603","relevance":{"id":"RWE-3603","decision":"Core","rationale":"Local multi-agent clinical coding platform documents entity extraction and multi-axial ICD-10 mapping across Ray/A2A workers. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Local multi-agent clinical coding platform documents entity extraction and multi-axial ICD-10 mapping across Ray/A2A workers. Limits: Local architecture claims do not prove privacy or coding accuracy; MCP listed but specific transport not established.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sivaramgs/clinical_coder/main/README.md","https://github.com/sivaramgs/clinical_coder"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"turnebre/health-data-pipeline","kind":"MCP server","category":"RWE Data & Analytics","summary":"Health Data Pipeline extracts C-CDA into DuckDB and documents health-mcp-server access.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"turnebre/health-data-pipeline","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Health Data Pipeline extracts C-CDA into DuckDB and documents health-mcp-server access."],"limitation":"Personal records and parser coverage determine completeness; clinical interpretation not validated.","url":"https://github.com/turnebre/health-data-pipeline","primarySourceURLs":["https://raw.githubusercontent.com/turnebre/health-data-pipeline/main/README.md","https://github.com/turnebre/health-data-pipeline"],"id":"RWE-3605","relevance":{"id":"RWE-3605","decision":"Core","rationale":"Health Data Pipeline extracts C-CDA into DuckDB and documents health-mcp-server access. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Health Data Pipeline extracts C-CDA into DuckDB and documents health-mcp-server access. Limits: Personal records and parser coverage determine completeness; clinical interpretation not validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/turnebre/health-data-pipeline/main/README.md","https://github.com/turnebre/health-data-pipeline"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"tamnd/rxnorm-cli","kind":"MCP server","category":"OMOP & terminology","summary":"rxnorm-cli exposes public RxNorm drug terminology operations as stdio MCP tools and HTTP/resource-URI surfaces.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tamnd/rxnorm-cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["rxnorm-cli exposes public RxNorm drug terminology operations as stdio MCP tools and HTTP/resource-URI surfaces."],"limitation":"NLM API availability and terminology scope apply; terminology retrieval is not drug advice.","url":"https://github.com/tamnd/rxnorm-cli","primarySourceURLs":["https://raw.githubusercontent.com/tamnd/rxnorm-cli/main/README.md","https://github.com/tamnd/rxnorm-cli"],"id":"RWE-3606","relevance":{"id":"RWE-3606","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"rxnorm-cli exposes public RxNorm drug terminology operations as stdio MCP tools and HTTP/resource-URI surfaces.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tamnd/rxnorm-cli/main/README.md","https://github.com/tamnd/rxnorm-cli"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"jaustinuf/drug_finder_deploy","kind":"MCP server","category":"RWE Data & Analytics","summary":"Drug Finder succeeds medical_project_deploy with RxNav/RxNorm MCP lookup and six additional tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jaustinuf/drug_finder_deploy","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Drug Finder succeeds medical_project_deploy with RxNav/RxNorm MCP lookup and six additional tools."],"limitation":"Consumer lookup wrapper; reconcile predecessor identity, no clinical appropriateness validation.","url":"https://github.com/jaustinuf/drug_finder_deploy","primarySourceURLs":["https://raw.githubusercontent.com/jaustinUF/drug_finder_deploy/master/README.md","https://github.com/jaustinUF/drug_finder_deploy"],"id":"RWE-3607","relevance":{"id":"RWE-3607","decision":"Core","rationale":"Drug Finder succeeds medical_project_deploy with RxNav/RxNorm MCP lookup and six additional tools. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Drug Finder succeeds medical_project_deploy with RxNav/RxNorm MCP lookup and six additional tools. Limits: Consumer lookup wrapper; reconcile predecessor identity, no clinical appropriateness validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jaustinUF/drug_finder_deploy/master/README.md","https://github.com/jaustinUF/drug_finder_deploy"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"leeson-wong/healthhub","kind":"MCP server","category":"RWE Data & Analytics","summary":"HealthHub exposes authenticated MCP writes for standardized longitudinal lab/health data with deterministic unit/range handling.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"leeson-wong/healthhub","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["HealthHub exposes authenticated MCP writes for standardized longitudinal lab/health data with deterministic unit/range handling."],"limitation":"Read/query UI remains REST; upstream parsing and LLM advice separate, some CSV tests depend on local Windows files.","url":"https://github.com/leeson-wong/healthhub","primarySourceURLs":["https://raw.githubusercontent.com/Leeson-Wong/healthhub/main/README.md","https://github.com/Leeson-Wong/healthhub"],"id":"RWE-3609","relevance":{"id":"RWE-3609","decision":"Core","rationale":"HealthHub exposes authenticated MCP writes for standardized longitudinal lab/health data with deterministic unit/range handling. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"HealthHub exposes authenticated MCP writes for standardized longitudinal lab/health data with deterministic unit/range handling. Limits: Read/query UI remains REST; upstream parsing and LLM advice separate, some CSV tests depend on local Windows files.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Leeson-Wong/healthhub/main/README.md","https://github.com/Leeson-Wong/healthhub"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"breeganzo/scintilla","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Scintilla MCP exposes search_papers, get_paper and retrieval_report over scientific preprints with hybrid-search evaluation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"breeganzo/scintilla","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scintilla MCP exposes search_papers, get_paper and retrieval_report over scientific preprints with hybrid-search evaluation."],"limitation":"Deployment/hardening incomplete; hand-built evaluation corpus and source coverage bound retrieval claims.","url":"https://github.com/breeganzo/scintilla","primarySourceURLs":["https://raw.githubusercontent.com/Breeganzo/scintilla/main/README.md","https://github.com/Breeganzo/scintilla"],"id":"RWE-3610","relevance":{"id":"RWE-3610","decision":"Core","rationale":"Retain the documented evidence function: Scintilla MCP exposes search_papers, get_paper and retrieval_report over scientific preprints with hybrid-search evaluation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scintilla MCP exposes search_papers, get_paper and retrieval_report over scientific preprints with hybrid-search evaluation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/breeganzo/scintilla","https://raw.githubusercontent.com/Breeganzo/scintilla/main/README.md","https://github.com/Breeganzo/scintilla"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bulgy404/health-habit-hub","kind":"MCP server","category":"RWE Data & Analytics","summary":"Health Habit Hub supports research data collection/analysis and exposes behavioral knowledge base through knowledge-mcp SSE.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bulgy404/health-habit-hub","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Health Habit Hub supports research data collection/analysis and exposes behavioral knowledge base through knowledge-mcp SSE."],"limitation":"Behavioral self-report and RAG recommendation quality require validation; privacy/consent claims not independently assessed.","url":"https://github.com/bulgy404/health-habit-hub","primarySourceURLs":["https://raw.githubusercontent.com/Bulgy404/health-habit-hub/main/README.md","https://github.com/Bulgy404/health-habit-hub"],"id":"RWE-3611","relevance":{"id":"RWE-3611","decision":"Core","rationale":"Health Habit Hub supports research data collection/analysis and exposes behavioral knowledge base through knowledge-mcp SSE. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Health Habit Hub supports research data collection/analysis and exposes behavioral knowledge base through knowledge-mcp SSE. Limits: Behavioral self-report and RAG recommendation quality require validation; privacy/consent claims not independently assessed.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Bulgy404/health-habit-hub/main/README.md","https://github.com/Bulgy404/health-habit-hub"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"luvia-ab/openclaims","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"OpenClaims MCP records scholarly readings/assertions with polarity, provenance and certainty in a shared evidence commons.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"luvia-ab/openclaims","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenClaims MCP records scholarly readings/assertions with polarity, provenance and certainty in a shared evidence commons."],"limitation":"Contributor identity controls matter; consensus is not truth, supplied example fixture synthetic.","url":"https://github.com/luvia-ab/openclaims","primarySourceURLs":["https://raw.githubusercontent.com/Luvia-AB/openclaims/main/README.md","https://github.com/Luvia-AB/openclaims"],"id":"RWE-3617","relevance":{"id":"RWE-3617","decision":"Core","rationale":"Retain the documented evidence function: OpenClaims MCP records scholarly readings/assertions with polarity, provenance and certainty in a shared evidence commons. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenClaims MCP records scholarly readings/assertions with polarity, provenance and certainty in a shared evidence commons.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/luvia-ab/openclaims","https://raw.githubusercontent.com/Luvia-AB/openclaims/main/README.md","https://github.com/Luvia-AB/openclaims"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ritatestsubmits/medical_rag_agent","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Medical RAG multi-agent system retrieves PubMed through NCBI E-utilities MCP and web evidence through separate search MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ritatestsubmits/medical_rag_agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medical RAG multi-agent system retrieves PubMed through NCBI E-utilities MCP and web evidence through separate search MCP."],"limitation":"Generated evidence synthesis requires source checking; distinguish PubMed primary retrieval from general web search.","url":"https://github.com/ritatestsubmits/medical_rag_agent","primarySourceURLs":["https://raw.githubusercontent.com/ritaTestSubmits/Medical_RAG_Agent/main/README.md","https://github.com/ritaTestSubmits/Medical_RAG_Agent"],"id":"RWE-3619","relevance":{"id":"RWE-3619","decision":"Core","rationale":"Retain the documented evidence function: Medical RAG multi-agent system retrieves PubMed through NCBI E-utilities MCP and web evidence through separate search MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Medical RAG multi-agent system retrieves PubMed through NCBI E-utilities MCP and web evidence through separate search MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ritatestsubmits/medical_rag_agent","https://raw.githubusercontent.com/ritaTestSubmits/Medical_RAG_Agent/main/README.md","https://github.com/ritaTestSubmits/Medical_RAG_Agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ablelove766/healthcare-assistantnew","kind":"MCP server","category":"RWE Data & Analytics","summary":"Simple healthcare MCP getpatientlist queries a patient-management API by name.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ablelove766/healthcare-assistantnew","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Simple healthcare MCP getpatientlist queries a patient-management API by name."],"limitation":"Narrow patient-list retrieval; configured upstream access required, no broader clinical analytics claimed.","url":"https://github.com/ablelove766/healthcare-assistantnew","primarySourceURLs":["https://raw.githubusercontent.com/ablelove766/Healthcare-AssistantNew/main/README.md","https://github.com/ablelove766/Healthcare-AssistantNew"],"id":"RWE-3621","relevance":{"id":"RWE-3621","decision":"Core","rationale":"Simple healthcare MCP getpatientlist queries a patient-management API by name. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Simple healthcare MCP getpatientlist queries a patient-management API by name. Limits: Narrow patient-list retrieval; configured upstream access required, no broader clinical analytics claimed.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ablelove766/Healthcare-AssistantNew/main/README.md","https://github.com/ablelove766/Healthcare-AssistantNew"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"sahilj4in/medicops","kind":"MCP server","category":"RWE Data & Analytics","summary":"MediCops MCP provides prescription OCR and PostgreSQL prescription storage/retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sahilj4in/medicops","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MediCops MCP provides prescription OCR and PostgreSQL prescription storage/retrieval."],"limitation":"Eligibility limited to structured record extraction/access; symptom advice and reminders not research evidence.","url":"https://github.com/sahilj4in/medicops","primarySourceURLs":["https://raw.githubusercontent.com/sahilj4in/MediCops/main/README.md","https://github.com/sahilj4in/MediCops"],"id":"RWE-3623","relevance":{"id":"RWE-3623","decision":"Core","rationale":"MediCops MCP provides prescription OCR and PostgreSQL prescription storage/retrieval. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"MediCops MCP provides prescription OCR and PostgreSQL prescription storage/retrieval. Limits: Eligibility limited to structured record extraction/access; symptom advice and reminders not research evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sahilj4in/MediCops/main/README.md","https://github.com/sahilj4in/MediCops"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"tomkat-cr/abstractgo","kind":"MCP server","category":"RWE Data & Analytics","summary":"AbstractGo MCP classifies biomedical titles/abstracts using BioBERT/LoRA MDT and supports PDF title/abstract extraction.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tomkat-cr/abstractgo","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["AbstractGo MCP classifies biomedical titles/abstracts using BioBERT/LoRA MDT and supports PDF title/abstract extraction."],"limitation":"Classifier performance needs independent validation; PDF extraction invokes OpenAI and classification is not full-text evidence review.","url":"https://github.com/tomkat-cr/abstractgo","primarySourceURLs":["https://raw.githubusercontent.com/tomkat-cr/abstractgo/main/README.md","https://github.com/tomkat-cr/abstractgo"],"id":"RWE-3624","relevance":{"id":"RWE-3624","decision":"Core","rationale":"AbstractGo MCP classifies biomedical titles/abstracts using BioBERT/LoRA MDT and supports PDF title/abstract extraction. The selected function retrieves/extracts clinical or scholarly source material for evidence work; model answers and clinical validity remain unapproved.","relevanceBasis":"AbstractGo MCP classifies biomedical titles/abstracts using BioBERT/LoRA MDT and supports PDF title/abstract extraction. Limits: Classifier performance needs independent validation; PDF extraction invokes OpenAI and classification is not full-text evidence review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tomkat-cr/abstractgo/main/README.md","https://github.com/tomkat-cr/abstractgo"],"reviewGroup":"clinical-scholarly-source-retrieval"}},{"name":"oli-clark/health-app","kind":"MCP server","category":"RWE Data & Analytics","summary":"Health Tracker Cloudflare MCP exposes Apple Health fitness/body-composition records and weekly/long-term analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"oli-clark/health-app","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Health Tracker Cloudflare MCP exposes Apple Health fitness/body-composition records and weekly/long-term analysis."],"limitation":"HealthKit permissions and D1 sync required; personal-training summaries are not clinical evidence.","url":"https://github.com/oli-clark/health-app","primarySourceURLs":["https://raw.githubusercontent.com/oli-clark/health-app/main/README.md","https://github.com/oli-clark/health-app"],"id":"RWE-3625","relevance":{"id":"RWE-3625","decision":"Core","rationale":"Health Tracker Cloudflare MCP exposes Apple Health fitness/body-composition records and weekly/long-term analysis. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Health Tracker Cloudflare MCP exposes Apple Health fitness/body-composition records and weekly/long-term analysis. Limits: HealthKit permissions and D1 sync required; personal-training summaries are not clinical evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/oli-clark/health-app/main/README.md","https://github.com/oli-clark/health-app"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"uckalyan/healthcarefrauddetection","kind":"MCP server","category":"RWE Data & Analytics","summary":"FraudGuard MCP/agents analyze Medicare billing/provider patterns with SHAP explanations and audit traces.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"uckalyan/healthcarefrauddetection","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["FraudGuard MCP/agents analyze Medicare billing/provider patterns with SHAP explanations and audit traces."],"limitation":"Statistical anomalies do not prove fraud; autonomous payment/recovery component is outside research eligibility.","url":"https://github.com/uckalyan/healthcarefrauddetection","primarySourceURLs":["https://raw.githubusercontent.com/UCKalyan/HealthCareFraudDetection/final/README.md","https://github.com/UCKalyan/HealthCareFraudDetection"],"id":"RWE-3626","relevance":{"id":"RWE-3626","decision":"Core","rationale":"FraudGuard MCP/agents analyze Medicare billing/provider patterns with SHAP explanations and audit traces. The selected analysis plan, screening score, causal/statistical tool, linkage/format method or explicit claims analysis is an identifiable RWE or necessary analytical method, subject to the stated validation limits.","relevanceBasis":"FraudGuard MCP/agents analyze Medicare billing/provider patterns with SHAP explanations and audit traces. Limits: Statistical anomalies do not prove fraud; autonomous payment/recovery component is outside research eligibility.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/UCKalyan/HealthCareFraudDetection/final/README.md","https://github.com/UCKalyan/HealthCareFraudDetection"],"reviewGroup":"clinical-statistical-method"}},{"name":"tsudhakar87/pubmed-research-assistant","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed Research Assistant provides three MCP servers for NCBI literature/variant workflows and BioNeMo scoring with synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tsudhakar87/pubmed-research-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed Research Assistant provides three MCP servers for NCBI literature/variant workflows and BioNeMo scoring with synthesis."],"limitation":"Model variant scores and generated synthesis are not clinical pathogenicity determinations; service credentials required.","url":"https://github.com/tsudhakar87/pubmed-research-assistant","primarySourceURLs":["https://raw.githubusercontent.com/tsudhakar87/pubmed-research-assistant/main/README.md","https://github.com/tsudhakar87/pubmed-research-assistant"],"id":"RWE-3627","relevance":{"id":"RWE-3627","decision":"Core","rationale":"Retain the documented evidence function: NCBI literature retrieval only; variant/BioNeMo scoring excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"NCBI literature retrieval only; variant/BioNeMo scoring excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tsudhakar87/pubmed-research-assistant","https://raw.githubusercontent.com/tsudhakar87/pubmed-research-assistant/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mairabies/healthmaxxing","kind":"MCP server","category":"RWE Data & Analytics","summary":"NutriLens MacroAnalyzer MCP retrieves nutrition data from USDA, Open Food Facts and Edamam.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mairabies/healthmaxxing","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["NutriLens MacroAnalyzer MCP retrieves nutrition data from USDA, Open Food Facts and Edamam."],"limitation":"Attribute eligibility to nutrient retrieval; restaurant/calendar/weather advice is outside evidence scope and sources differ in quality.","url":"https://github.com/mairabies/healthmaxxing","primarySourceURLs":["https://raw.githubusercontent.com/mairabies/Healthmaxxing/main/README.md","https://github.com/mairabies/Healthmaxxing"],"id":"RWE-3628","relevance":{"id":"RWE-3628","decision":"Core","rationale":"NutriLens MacroAnalyzer MCP retrieves nutrition data from USDA, Open Food Facts and Edamam. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"NutriLens MacroAnalyzer MCP retrieves nutrition data from USDA, Open Food Facts and Edamam. Limits: Attribute eligibility to nutrient retrieval; restaurant/calendar/weather advice is outside evidence scope and sources differ in quality.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mairabies/Healthmaxxing/main/README.md","https://github.com/mairabies/Healthmaxxing"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"anon019/vitalmatrix","kind":"MCP server","category":"RWE Data & Analytics","summary":"VitalMatrix SSE MCP exposes integrated Polar training, Oura recovery and nutrition records to external agents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anon019/vitalmatrix","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["VitalMatrix SSE MCP exposes integrated Polar training, Oura recovery and nutrition records to external agents."],"limitation":"Wearable source/permission coverage applies; daily risk/advice and photo-nutrition estimates unvalidated.","url":"https://github.com/anon019/vitalmatrix","primarySourceURLs":["https://raw.githubusercontent.com/anon019/VitalMatrix/main/README.md","https://github.com/anon019/VitalMatrix"],"id":"RWE-3629","relevance":{"id":"RWE-3629","decision":"Core","rationale":"VitalMatrix SSE MCP exposes integrated Polar training, Oura recovery and nutrition records to external agents. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"VitalMatrix SSE MCP exposes integrated Polar training, Oura recovery and nutrition records to external agents. Limits: Wearable source/permission coverage applies; daily risk/advice and photo-nutrition estimates unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/anon019/VitalMatrix/main/README.md","https://github.com/anon019/VitalMatrix"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"hemati/tonnd","kind":"MCP server","category":"RWE Data & Analytics","summary":"TONND MCP exposes seven tools for vitals, sleep, body composition, workouts, activity, recovery and aggregate metrics from Fitbit/Renpho/Hevy/FatSecret.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hemati/tonnd","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["TONND MCP exposes seven tools for vitals, sleep, body composition, workouts, activity, recovery and aggregate metrics from Fitbit/Renpho/Hevy/FatSecret."],"limitation":"Provider credentials and metric availability required; recovery scoring is not a validated clinical measure.","url":"https://github.com/hemati/tonnd","primarySourceURLs":["https://raw.githubusercontent.com/hemati/tonnd/main/README.md","https://github.com/hemati/tonnd"],"id":"RWE-3630","relevance":{"id":"RWE-3630","decision":"Core","rationale":"TONND MCP exposes seven tools for vitals, sleep, body composition, workouts, activity, recovery and aggregate metrics from Fitbit/Renpho/Hevy/FatSecret. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"TONND MCP exposes seven tools for vitals, sleep, body composition, workouts, activity, recovery and aggregate metrics from Fitbit/Renpho/Hevy/FatSecret. Limits: Provider credentials and metric availability required; recovery scoring is not a validated clinical measure.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hemati/tonnd/main/README.md","https://github.com/hemati/tonnd"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"nkopylov/healthkit-graphql-bridge","kind":"MCP server","category":"RWE Data & Analytics","summary":"HealthKit GraphQL Bridge CLI/MCP exposes iPhone HealthKit records over a local-network authenticated bridge.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nkopylov/healthkit-graphql-bridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["HealthKit GraphQL Bridge CLI/MCP exposes iPhone HealthKit records over a local-network authenticated bridge."],"limitation":"Per-type permissions, local connectivity and HealthKit availability bound access.","url":"https://github.com/nkopylov/healthkit-graphql-bridge","primarySourceURLs":["https://raw.githubusercontent.com/nkopylov/healthkit-graphql-bridge/main/README.md","https://github.com/nkopylov/healthkit-graphql-bridge"],"id":"RWE-3631","relevance":{"id":"RWE-3631","decision":"Core","rationale":"HealthKit GraphQL Bridge CLI/MCP exposes iPhone HealthKit records over a local-network authenticated bridge. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"HealthKit GraphQL Bridge CLI/MCP exposes iPhone HealthKit records over a local-network authenticated bridge. Limits: Per-type permissions, local connectivity and HealthKit availability bound access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nkopylov/healthkit-graphql-bridge/main/README.md","https://github.com/nkopylov/healthkit-graphql-bridge"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"ryry79261/intake-tracker","kind":"MCP server","category":"RWE Data & Analytics","summary":"Intake Tracker exposes eight read-only OAuth MCP tools for personal intake, blood pressure and medication records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ryry79261/intake-tracker","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Intake Tracker exposes eight read-only OAuth MCP tools for personal intake, blood pressure and medication records."],"limitation":"Personal condition-specific targets are not general clinical recommendations; self-report completeness applies.","url":"https://github.com/ryry79261/intake-tracker","primarySourceURLs":["https://raw.githubusercontent.com/RyRy79261/intake-tracker/main/README.md","https://github.com/RyRy79261/intake-tracker"],"id":"RWE-3632","relevance":{"id":"RWE-3632","decision":"Core","rationale":"Intake Tracker exposes eight read-only OAuth MCP tools for personal intake, blood pressure and medication records. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Intake Tracker exposes eight read-only OAuth MCP tools for personal intake, blood pressure and medication records. Limits: Personal condition-specific targets are not general clinical recommendations; self-report completeness applies.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/RyRy79261/intake-tracker/main/README.md","https://github.com/RyRy79261/intake-tracker"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"p3psi-boo/health-auto-export-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Health Auto Export Server exposes Streamable HTTP MCP over stored iOS metrics and workouts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"p3psi-boo/health-auto-export-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Health Auto Export Server exposes Streamable HTTP MCP over stored iOS metrics and workouts."],"limitation":"Requires upstream Health Auto Export configuration; source completeness and permissions determine coverage.","url":"https://github.com/p3psi-boo/health-auto-export-server","primarySourceURLs":["https://raw.githubusercontent.com/p3psi-boo/health-auto-export-server/main/README.md","https://github.com/p3psi-boo/health-auto-export-server"],"id":"RWE-3633","relevance":{"id":"RWE-3633","decision":"Core","rationale":"Health Auto Export Server exposes Streamable HTTP MCP over stored iOS metrics and workouts. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Health Auto Export Server exposes Streamable HTTP MCP over stored iOS metrics and workouts. Limits: Requires upstream Health Auto Export configuration; source completeness and permissions determine coverage.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/p3psi-boo/health-auto-export-server/main/README.md","https://github.com/p3psi-boo/health-auto-export-server"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"naveenkotyal/medical_diagnois_app","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"CliniSight MCP integration supports PubMed article retrieval and research summaries alongside symptom analysis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"naveenkotyal/medical_diagnois_app","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["CliniSight MCP integration supports PubMed article retrieval and research summaries alongside symptom analysis."],"limitation":"Eligibility limited to documented literature access; preliminary diagnoses and symptom extraction are not validated clinical advice.","url":"https://github.com/naveenkotyal/medical_diagnois_app","primarySourceURLs":["https://raw.githubusercontent.com/NaveenKotyal/Medical_Diagnois_App/main/README.md","https://github.com/NaveenKotyal/Medical_Diagnois_App"],"id":"RWE-3635","relevance":{"id":"RWE-3635","decision":"Core","rationale":"Retain the documented evidence function: CliniSight MCP integration supports PubMed article retrieval and research summaries alongside symptom analysis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"CliniSight MCP integration supports PubMed article retrieval and research summaries alongside symptom analysis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/naveenkotyal/medical_diagnois_app","https://raw.githubusercontent.com/NaveenKotyal/Medical_Diagnois_App/main/README.md","https://github.com/NaveenKotyal/Medical_Diagnois_App"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hector-crean/blik-health","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"BLIK voice agents administer structured cognitive assessments, record responses and score results for review.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hector-crean/blik-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["BLIK voice agents administer structured cognitive assessments, record responses and score results for review."],"limitation":"Remote administration/scoring requires instrument-specific validation; care escalations are not diagnostic certification.","url":"https://github.com/hector-crean/blik-health","primarySourceURLs":["https://raw.githubusercontent.com/hector-crean/blik-health/main/README.md","https://github.com/hector-crean/blik-health"],"id":"RWE-3636","relevance":{"id":"RWE-3636","decision":"Core","rationale":"Retain the documented evidence function: BLIK voice agents administer structured cognitive assessments, record responses and score results for review. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"BLIK voice agents administer structured cognitive assessments, record responses and score results for review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hector-crean/blik-health","https://raw.githubusercontent.com/hector-crean/blik-health/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pastorenue/beaker","kind":"MCP server","category":"RWE Data & Analytics","summary":"Beaker MCP exposes experiments, feature flags and statistical analytics including proportion Z-tests and Welch tests.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pastorenue/beaker","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Beaker MCP exposes experiments, feature flags and statistical analytics including proportion Z-tests and Welch tests."],"limitation":"General experimentation infrastructure; continuous monitoring/multiple testing assumptions require attention, not clinical-trial certification.","url":"https://github.com/pastorenue/beaker","primarySourceURLs":["https://raw.githubusercontent.com/pastorenue/beaker/main/README.md","https://github.com/pastorenue/beaker"],"id":"RWE-3637","relevance":{"id":"RWE-3637","decision":"Core","rationale":"Beaker MCP exposes experiments, feature flags and statistical analytics including proportion Z-tests and Welch tests. The selected analysis plan, screening score, causal/statistical tool, linkage/format method or explicit claims analysis is an identifiable RWE or necessary analytical method, subject to the stated validation limits.","relevanceBasis":"Beaker MCP exposes experiments, feature flags and statistical analytics including proportion Z-tests and Welch tests. Limits: General experimentation infrastructure; continuous monitoring/multiple testing assumptions require attention, not clinical-trial certification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pastorenue/beaker/main/README.md","https://github.com/pastorenue/beaker"],"reviewGroup":"clinical-statistical-method"}},{"name":"svgreve/sutram-tuss-dictionary","kind":"MCP server","category":"RWE Data & Analytics","summary":"TUSS dictionary is an explicit Medical Exam Migration Skill dependency for normalizing Brazilian lab/exam names against ANS Table 22 through Sutram MCP workflows.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"svgreve/sutram-tuss-dictionary","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["TUSS dictionary is an explicit Medical Exam Migration Skill dependency for normalizing Brazilian lab/exam names against ANS Table 22 through Sutram MCP workflows."],"limitation":"Dictionary component, not standalone MCP; community aliases and edition changes need review.","url":"https://github.com/svgreve/sutram-tuss-dictionary","primarySourceURLs":["https://raw.githubusercontent.com/svgreve/sutram-tuss-dictionary/main/README.md","https://github.com/svgreve/sutram-tuss-dictionary"],"id":"RWE-3638","relevance":{"id":"RWE-3638","decision":"Core","rationale":"TUSS dictionary is an explicit Medical Exam Migration Skill dependency for normalizing Brazilian lab/exam names against ANS Table 22 through Sutram MCP workflows. The selected analysis plan, screening score, causal/statistical tool, linkage/format method or explicit claims analysis is an identifiable RWE or necessary analytical method, subject to the stated validation limits.","relevanceBasis":"TUSS dictionary is an explicit Medical Exam Migration Skill dependency for normalizing Brazilian lab/exam names against ANS Table 22 through Sutram MCP workflows. Limits: Dictionary component, not standalone MCP; community aliases and edition changes need review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/svgreve/sutram-tuss-dictionary/main/README.md","https://github.com/svgreve/sutram-tuss-dictionary"],"reviewGroup":"clinical-statistical-method"}},{"name":"stars1210jasonhe/meinrag","kind":"Research tool","category":"RWE Data & Analytics","summary":"MEINRAG exposes retrieve-only search for external agents over document/PDF corpora with source chunks and confidence tiers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stars1210jasonhe/meinrag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MEINRAG exposes retrieve-only search for external agents over document/PDF corpora with source chunks and confidence tiers."],"limitation":"No web fallback on retrieval endpoint; citations and chunk confidence do not guarantee claim validity.","url":"https://github.com/stars1210jasonhe/meinrag","primarySourceURLs":["https://raw.githubusercontent.com/stars1210JasonHe/Meinrag/main/README.md","https://github.com/stars1210JasonHe/Meinrag"],"id":"RWE-3639","relevance":{"id":"RWE-3639","decision":"Core","rationale":"MEINRAG exposes retrieve-only search for external agents over document/PDF corpora with source chunks and confidence tiers. The selected function retrieves/extracts clinical or scholarly source material for evidence work; model answers and clinical validity remain unapproved.","relevanceBasis":"MEINRAG exposes retrieve-only search for external agents over document/PDF corpora with source chunks and confidence tiers. Limits: No web fallback on retrieval endpoint; citations and chunk confidence do not guarantee claim validity.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/stars1210JasonHe/Meinrag/main/README.md","https://github.com/stars1210JasonHe/Meinrag"],"reviewGroup":"clinical-scholarly-source-retrieval"}},{"name":"jadechjin/zotero-mineru-dify","kind":"MCP server","category":"RWE Data & Analytics","summary":"Zotero-MinerU-Dify client workflow collects Zotero PDF attachments via MCP, parses/splits and uploads to a RAG knowledge base.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jadechjin/zotero-mineru-dify","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Zotero-MinerU-Dify client workflow collects Zotero PDF attachments via MCP, parses/splits and uploads to a RAG knowledge base."],"limitation":"Depends on nicholasgasior/zotero-mcp, MinerU and Dify; PDF extraction quality and document rights apply.","url":"https://github.com/jadechjin/zotero-mineru-dify","primarySourceURLs":["https://raw.githubusercontent.com/jadechjin/zotero-mineru-dify/main/README.md","https://github.com/jadechjin/zotero-mineru-dify"],"id":"RWE-3640","relevance":{"id":"RWE-3640","decision":"Core","rationale":"Zotero-MinerU-Dify client workflow collects Zotero PDF attachments via MCP, parses/splits and uploads to a RAG knowledge base. The selected function retrieves/extracts clinical or scholarly source material for evidence work; model answers and clinical validity remain unapproved.","relevanceBasis":"Zotero-MinerU-Dify client workflow collects Zotero PDF attachments via MCP, parses/splits and uploads to a RAG knowledge base. Limits: Depends on nicholasgasior/zotero-mcp, MinerU and Dify; PDF extraction quality and document rights apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jadechjin/zotero-mineru-dify/main/README.md","https://github.com/jadechjin/zotero-mineru-dify"],"reviewGroup":"clinical-scholarly-source-retrieval"}},{"name":"drshailesh88/scholarsync-","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"ScholarSync/Manan OS literature MCP exposes PubMed, Semantic Scholar and OpenAlex search for coding agents.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drshailesh88/scholarsync-","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ScholarSync/Manan OS literature MCP exposes PubMed, Semantic Scholar and OpenAlex search for coding agents."],"limitation":"Product/repository naming differs; public-literature component only, provider corpus counts and generated writing claims unverified.","url":"https://github.com/drshailesh88/scholarsync-","primarySourceURLs":["https://raw.githubusercontent.com/drshailesh88/ScholarSync-/main/README.md","https://github.com/drshailesh88/ScholarSync-"],"id":"RWE-3641","relevance":{"id":"RWE-3641","decision":"Core","rationale":"Retain the documented evidence function: ScholarSync/Manan OS literature MCP exposes PubMed, Semantic Scholar and OpenAlex search for coding agents. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ScholarSync/Manan OS literature MCP exposes PubMed, Semantic Scholar and OpenAlex search for coding agents.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/drshailesh88/scholarsync-","https://raw.githubusercontent.com/drshailesh88/ScholarSync-/main/README.md","https://github.com/drshailesh88/ScholarSync-"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"astoreyai/medicaid-kg","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medicaid knowledge graph provides DuckDB drill-down and Claude agents over public T-MSIS provider spending with oncology/survivorship views.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"astoreyai/medicaid-kg","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medicaid knowledge graph provides DuckDB drill-down and Claude agents over public T-MSIS provider spending with oncology/survivorship views."],"limitation":"Public provider-spending aggregates for 2018–2024; associations do not establish patient outcomes or causal effects.","url":"https://github.com/astoreyai/medicaid-kg","primarySourceURLs":["https://raw.githubusercontent.com/astoreyai/medicaid-kg/main/README.md","https://github.com/astoreyai/medicaid-kg"],"id":"RWE-3642","relevance":{"id":"RWE-3642","decision":"Core","rationale":"Medicaid knowledge graph provides DuckDB drill-down and Claude agents over public T-MSIS provider spending with oncology/survivorship views. The selected analysis plan, screening score, causal/statistical tool, linkage/format method or explicit claims analysis is an identifiable RWE or necessary analytical method, subject to the stated validation limits.","relevanceBasis":"Medicaid knowledge graph provides DuckDB drill-down and Claude agents over public T-MSIS provider spending with oncology/survivorship views. Limits: Public provider-spending aggregates for 2018–2024; associations do not establish patient outcomes or causal effects.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/astoreyai/medicaid-kg/main/README.md","https://github.com/astoreyai/medicaid-kg"],"reviewGroup":"clinical-statistical-method"}},{"name":"alanbateup/health-data","kind":"MCP server","category":"RWE Data & Analytics","summary":"Personal health-data MCP exposes query_health, get_summary, get_trends and get_correlations over Oura/Apple Health in Supabase.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alanbateup/health-data","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Personal health-data MCP exposes query_health, get_summary, get_trends and get_correlations over Oura/Apple Health in Supabase."],"limitation":"Personal deployment with finite sync history; correlations are not causal or clinically validated.","url":"https://github.com/alanbateup/health-data","primarySourceURLs":["https://raw.githubusercontent.com/alanbateup/health-data/main/README.md","https://github.com/alanbateup/health-data"],"id":"RWE-3644","relevance":{"id":"RWE-3644","decision":"Core","rationale":"Personal health-data MCP exposes query_health, get_summary, get_trends and get_correlations over Oura/Apple Health in Supabase. The selected function retrieves, extracts or standardizes actual clinical records, health measurements or laboratory/medication references; data access does not validate clinical conclusions.","relevanceBasis":"Personal health-data MCP exposes query_health, get_summary, get_trends and get_correlations over Oura/Apple Health in Supabase. Limits: Personal deployment with finite sync history; correlations are not causal or clinically validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/alanbateup/health-data/main/README.md","https://github.com/alanbateup/health-data"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"anhmlpje/food-nutrition-service","kind":"MCP server","category":"RWE Data & Analytics","summary":"NutriTrack MCP exposes eight tools over 8789 USDA-derived food items and nutrition/recipe analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anhmlpje/food-nutrition-service","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["NutriTrack MCP exposes eight tools over 8789 USDA-derived food items and nutrition/recipe analysis."],"limitation":"Dataset obtained via Kaggle; fixed snapshot and food matching limit precision, not personalized dietary advice.","url":"https://github.com/anhmlpje/food-nutrition-service","primarySourceURLs":["https://raw.githubusercontent.com/anhmlpje/food-nutrition-service/main/README.md","https://github.com/anhmlpje/food-nutrition-service"],"id":"RWE-3649","relevance":{"id":"RWE-3649","decision":"Core","rationale":"NutriTrack MCP exposes eight tools over 8789 USDA-derived food items and nutrition/recipe analysis. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"NutriTrack MCP exposes eight tools over 8789 USDA-derived food items and nutrition/recipe analysis. Limits: Dataset obtained via Kaggle; fixed snapshot and food matching limit precision, not personalized dietary advice.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/anhmlpje/food-nutrition-service/main/README.md","https://github.com/anhmlpje/food-nutrition-service"],"reviewGroup":"health-data-reference-access"}},{"name":"amasolov/health-coach","kind":"Research tool","category":"RWE Data & Analytics","summary":"Health Coach FastMCP exposes forty-plus tools over Garmin/Hevy records, iFit workout corpus and performance metrics.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"amasolov/health-coach","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Health Coach FastMCP exposes forty-plus tools over Garmin/Hevy records, iFit workout corpus and performance metrics."],"limitation":"Personal fitness infrastructure; CTL/ATL/TSB and generated training advice are not validated clinical measures, upstream API access required.","url":"https://github.com/amasolov/health-coach","primarySourceURLs":["https://raw.githubusercontent.com/amasolov/health-coach/main/README.md","https://github.com/amasolov/health-coach"],"id":"RWE-3650","relevance":{"id":"RWE-3650","decision":"Core","rationale":"Health Coach FastMCP exposes forty-plus tools over Garmin/Hevy records, iFit workout corpus and performance metrics. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Health Coach FastMCP exposes forty-plus tools over Garmin/Hevy records, iFit workout corpus and performance metrics. Limits: Personal fitness infrastructure; CTL/ATL/TSB and generated training advice are not validated clinical measures, upstream API access required.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/amasolov/health-coach/main/README.md","https://github.com/amasolov/health-coach"],"reviewGroup":"health-data-reference-access"}},{"name":"matthew-tendler/rwe-copilot","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed literature retrieval and abstract summaries","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"matthew-tendler/rwe-copilot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed literature retrieval and abstract summaries"],"limitation":"Vector search, MCP integration, and RWD eligibility simulation are roadmap items; generated summaries require source checking.","url":"https://github.com/matthew-tendler/rwe-copilot","primarySourceURLs":["https://raw.githubusercontent.com/matthew-tendler/rwe-copilot/main/README.md","https://github.com/matthew-tendler/rwe-copilot"],"id":"RWE-3652","relevance":{"id":"RWE-3652","decision":"Core","rationale":"Retain the documented evidence function: PubMed literature retrieval and abstract summaries Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed literature retrieval and abstract summaries","evidenceLevel":"published-card","evidenceRefs":["https://github.com/matthew-tendler/rwe-copilot","https://raw.githubusercontent.com/matthew-tendler/rwe-copilot/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"krishnakakani-github/clinical-ai-governance-platform","kind":"Research tool","category":"OMOP & terminology","summary":"Clinical document extraction; terminology checks; trial retrieval; human-reviewed structured observations","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"krishnakakani-github/clinical-ai-governance-platform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Clinical document extraction; terminology checks; trial retrieval; human-reviewed structured observations"],"limitation":"Reference implementation; limited seeded guidelines and LOINC rules. Documentation metrics and compliance claims are not independent clinical validation.","url":"https://github.com/krishnakakani-github/clinical-ai-governance-platform","primarySourceURLs":["https://raw.githubusercontent.com/KrishnaKakani-GitHub/clinical-ai-governance-platform/main/README.md","https://github.com/KrishnaKakani-GitHub/clinical-ai-governance-platform"],"id":"RWE-3653","relevance":{"id":"RWE-3653","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Clinical document extraction; terminology checks; trial retrieval; human-reviewed structured observations","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/KrishnaKakani-GitHub/clinical-ai-governance-platform/main/README.md","https://github.com/KrishnaKakani-GitHub/clinical-ai-governance-platform"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ptsoumaki/life-sciences-data-foundry","kind":"Research tool","category":"OMOP & terminology","summary":"Configured clinical terminology mapping; OMOP schema lookup; data-contract checks and lineage inspection","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ptsoumaki/life-sciences-data-foundry","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Configured clinical terminology mapping; OMOP schema lookup; data-contract checks and lineage inspection"],"limitation":"Local mapping coverage is bounded; validation follows configured rules. GxP/compliance labels do not certify regulatory fitness.","url":"https://github.com/ptsoumaki/life-sciences-data-foundry","primarySourceURLs":["https://raw.githubusercontent.com/ptsoumaki/life-sciences-data-foundry/main/README.md","https://github.com/ptsoumaki/life-sciences-data-foundry/blob/38fe08c0938967a1263e956bad9a392a7bd9ebb5/LICENSE","https://github.com/ptsoumaki/life-sciences-data-foundry/blob/38fe08c0938967a1263e956bad9a392a7bd9ebb5/README.md","https://github.com/ptsoumaki/life-sciences-data-foundry/blob/38fe08c0938967a1263e956bad9a392a7bd9ebb5/pyproject.toml","https://github.com/ptsoumaki/life-sciences-data-foundry/blob/38fe08c0938967a1263e956bad9a392a7bd9ebb5/agentic-ai/mcp_server.py"],"id":"RWE-3654","relevance":{"id":"RWE-3654","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Configured clinical terminology mapping; OMOP schema lookup; data-contract checks and lineage inspection","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ptsoumaki/life-sciences-data-foundry/main/README.md","https://github.com/ptsoumaki/life-sciences-data-foundry/blob/38fe08c0938967a1263e956bad9a392a7bd9ebb5/LICENSE","https://github.com/ptsoumaki/life-sciences-data-foundry/blob/38fe08c0938967a1263e956bad9a392a7bd9ebb5/README.md","https://github.com/ptsoumaki/life-sciences-data-foundry/blob/38fe08c0938967a1263e956bad9a392a7bd9ebb5/pyproject.toml","https://github.com/ptsoumaki/life-sciences-data-foundry/blob/38fe08c0938967a1263e956bad9a392a7bd9ebb5/agentic-ai/mcp_server.py"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"neo4j-field/pubmed-knowledge-graph-generation","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Literature entity extraction and graph construction","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"neo4j-field/pubmed-knowledge-graph-generation","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature entity extraction and graph construction"],"limitation":"Requires supplied articles, data and model credentials; extraction and patient-journey linkage need validation; not a standalone MCP server.","url":"https://github.com/neo4j-field/pubmed-knowledge-graph-generation","primarySourceURLs":["https://raw.githubusercontent.com/neo4j-field/pubmed-knowledge-graph-generation/main/README.md","https://github.com/neo4j-field/pubmed-knowledge-graph-generation"],"id":"RWE-3655","relevance":{"id":"RWE-3655","decision":"Core","rationale":"Retain the documented evidence function: Literature entity extraction and graph construction Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature entity extraction and graph construction","evidenceLevel":"published-card","evidenceRefs":["https://github.com/neo4j-field/pubmed-knowledge-graph-generation","https://raw.githubusercontent.com/neo4j-field/pubmed-knowledge-graph-generation/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gitisabel/garmin-health-monitor","kind":"MCP component","category":"RWE Data & Analytics","summary":"Personal wearable measurements and trend retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gitisabel/garmin-health-monitor","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Personal wearable measurements and trend retrieval"],"limitation":"Requires account access; composite readiness score and training advice are not validated clinical outcomes.","url":"https://github.com/gitisabel/garmin-health-monitor","primarySourceURLs":["https://raw.githubusercontent.com/gitisabel/garmin-health-monitor/main/README.md","https://github.com/gitisabel/garmin-health-monitor"],"id":"RWE-3657","relevance":{"id":"RWE-3657","decision":"Core","rationale":"Personal wearable measurements and trend retrieval. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Personal wearable measurements and trend retrieval Limits: Requires account access; composite readiness score and training advice are not validated clinical outcomes.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gitisabel/garmin-health-monitor/main/README.md","https://github.com/gitisabel/garmin-health-monitor"],"reviewGroup":"health-data-reference-access"}},{"name":"hssling/epigenetics_and_cancer_research","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Filtered PubMed search and article metadata retrieval","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hssling/epigenetics_and_cancer_research","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Filtered PubMed search and article metadata retrieval"],"limitation":"Both extraction tools return fixed invented effect sizes for supplied PMIDs. Neither quantitative extraction nor meta-analysis is approved; default date/language/human filters limit search coverage.","url":"https://github.com/hssling/epigenetics_and_cancer_research","primarySourceURLs":["https://raw.githubusercontent.com/hssling/Epigenetics_and_Cancer_Research/main/README.md","https://github.com/hssling/Epigenetics_and_Cancer_Research/blob/b0fc65831e0288f8cf24c056274a748c90225f04/README.md","https://github.com/hssling/Epigenetics_and_Cancer_Research/blob/b0fc65831e0288f8cf24c056274a748c90225f04/mcp_pubmed_server.py","https://github.com/hssling/Epigenetics_and_Cancer_Research"],"id":"RWE-3659","relevance":{"id":"RWE-3659","decision":"Core","rationale":"Retain the documented evidence function: Filtered PubMed search and article metadata retrieval Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Filtered PubMed search and article metadata retrieval","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hssling/epigenetics_and_cancer_research","https://raw.githubusercontent.com/hssling/Epigenetics_and_Cancer_Research/main/README.md","https://github.com/hssling/Epigenetics_and_Cancer_Research/blob/b0fc65831e0288f8cf24c056274a748c90225f04/README.md","https://github.com/hssling/Epigenetics_and_Cancer_Research/blob/b0fc65831e0288f8cf24c056274a748c90225f04/mcp_pubmed_server.py","https://github.com/hssling/Epigenetics_and_Cancer_Research"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ashen-321/heartbit-ai","kind":"Research tool","category":"OMOP & terminology","summary":"Biomedical literature, preprint and diagnostic terminology retrieval","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ashen-321/heartbit-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Biomedical literature, preprint and diagnostic terminology retrieval"],"limitation":"Only retrieval scope qualifies; first-aid, diagnosis and image assessment are not clinically validated.","url":"https://github.com/ashen-321/heartbit-ai","primarySourceURLs":["https://raw.githubusercontent.com/ashen-321/heartbit-ai/main/README.md","https://github.com/ashen-321/heartbit-ai"],"id":"RWE-3660","relevance":{"id":"RWE-3660","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Biomedical literature, preprint and diagnostic terminology retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ashen-321/heartbit-ai/main/README.md","https://github.com/ashen-321/heartbit-ai"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"masa061580/pubmed-http-api-server","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed search, abstracts, open PMC text, RIS export, related papers and query assistance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"masa061580/pubmed-http-api-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed search, abstracts, open PMC text, RIS export, related papers and query assistance"],"limitation":"Full text depends on open access; citation counts are NCBI-linked coverage, not complete bibliometric counts; generated searches require review.","url":"https://github.com/masa061580/pubmed-http-api-server","primarySourceURLs":["https://raw.githubusercontent.com/masa061580/pubmed-http-api-server/main/README.md","https://github.com/masa061580/pubmed-http-api-server"],"id":"RWE-3661","relevance":{"id":"RWE-3661","decision":"Core","rationale":"Retain the documented evidence function: PubMed search, abstracts, open PMC text, RIS export, related papers and query assistance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search, abstracts, open PMC text, RIS export, related papers and query assistance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/masa061580/pubmed-http-api-server","https://raw.githubusercontent.com/masa061580/pubmed-http-api-server/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"spazezzz/claude-routine-guideline-update","kind":"Research tool","category":"RWE Data & Analytics","summary":"Guideline discovery and contextual brief drafting","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"spazezzz/claude-routine-guideline-update","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Guideline discovery and contextual brief drafting"],"limitation":"Requires external search and connected tools; publishing and notifications are workflow actions, not evidence validation.","url":"https://github.com/spazezzz/claude-routine-guideline-update","primarySourceURLs":["https://raw.githubusercontent.com/spazezzz/Claude-Routine-Guideline-Update/claude/create-guideline-skill-0PV6K/README.md","https://github.com/spazezzz/Claude-Routine-Guideline-Update"],"id":"RWE-3662","relevance":{"id":"RWE-3662","decision":"Core","rationale":"Guideline discovery and contextual brief drafting. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Guideline discovery and contextual brief drafting Limits: Requires external search and connected tools; publishing and notifications are workflow actions, not evidence validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/spazezzz/Claude-Routine-Guideline-Update/claude/create-guideline-skill-0PV6K/README.md","https://github.com/spazezzz/Claude-Routine-Guideline-Update"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"medscrub/jupyter-health","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"FHIR/text de-identification connector and research-workflow examples","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"medscrub/jupyter-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR/text de-identification connector and research-workflow examples"],"limitation":"Consolidate under canonical medscrub/mcp package identity; hosted docs returned 404. Accuracy and HIPAA claims are unverified, and transformation output requires independent checks.","url":"https://github.com/medscrub/jupyter-health","primarySourceURLs":["https://raw.githubusercontent.com/medscrub/jupyter-health/main/README.md","https://github.com/medscrub/jupyter-health/blob/0c6a07e9d72992fd9133f7b5cfcd15505ab0d801/README.md","https://registry.npmjs.org/@medscrub%2fmcp","https://medscrub.dev/docs","https://github.com/medscrub/jupyter-health"],"id":"RWE-3663","relevance":{"id":"RWE-3663","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR/text de-identification connector and research-workflow examples","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/medscrub/jupyter-health/main/README.md","https://github.com/medscrub/jupyter-health/blob/0c6a07e9d72992fd9133f7b5cfcd15505ab0d801/README.md","https://registry.npmjs.org/@medscrub%2fmcp","https://medscrub.dev/docs","https://github.com/medscrub/jupyter-health"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"abdulsalam3302/medcore-research-builder","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Study-design and protocol drafting; reference checks; user-reviewed statistical scripts","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"abdulsalam3302/medcore-research-builder","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Study-design and protocol drafting; reference checks; user-reviewed statistical scripts"],"limitation":"Generated analyses and reviewer scores need researcher validation. Cost-effectiveness here means model routing expense, not HEOR economic evaluation.","url":"https://github.com/abdulsalam3302/medcore-research-builder","primarySourceURLs":["https://raw.githubusercontent.com/Abdulsalam3302/medcore-research-builder/main/README.md","https://github.com/Abdulsalam3302/medcore-research-builder"],"id":"RWE-3664","relevance":{"id":"RWE-3664","decision":"Core","rationale":"Retain the documented evidence function: Study-design/protocol and reference checking only; unspecified generated statistical scripts require separate review. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Study-design/protocol and reference checking only; unspecified generated statistical scripts require separate review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/abdulsalam3302/medcore-research-builder","https://raw.githubusercontent.com/Abdulsalam3302/medcore-research-builder/main/README.md","https://github.com/Abdulsalam3302/medcore-research-builder"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jkitchin/litdb","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Literature database, OpenAlex retrieval and local document search","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jkitchin/litdb","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature database, OpenAlex retrieval and local document search"],"limitation":"Requires configured database and embedding/model dependencies; RAG output is not source validation.","url":"https://github.com/jkitchin/litdb","primarySourceURLs":["https://raw.githubusercontent.com/jkitchin/litdb/main/SKILL.md","https://github.com/jkitchin/litdb"],"id":"RWE-3665","relevance":{"id":"RWE-3665","decision":"Core","rationale":"Retain the documented evidence function: Literature database, OpenAlex retrieval and local document search Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature database, OpenAlex retrieval and local document search","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jkitchin/litdb","https://raw.githubusercontent.com/jkitchin/litdb/main/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"alphalearner/ai-chatbot-for-medical-document-search-using-llama2-qdrant-","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medical document retrieval and summarization workflow","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alphalearner/ai-chatbot-for-medical-document-search-using-llama2-qdrant-","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical document retrieval and summarization workflow"],"limitation":"MCP is described as modular context handling; standards-compliant MCP is not established. Diagnosis claims are outside reviewed scope.","url":"https://github.com/alphalearner/ai-chatbot-for-medical-document-search-using-llama2-qdrant-","primarySourceURLs":["https://raw.githubusercontent.com/AlphaLearner/AI-Chatbot-for-Medical-Document-Search-using-LLaMA2-Qdrant-/main/README.md","https://github.com/AlphaLearner/AI-Chatbot-for-Medical-Document-Search-using-LLaMA2-Qdrant-"],"id":"RWE-3667","relevance":{"id":"RWE-3667","decision":"Core","rationale":"Medical document retrieval and summarization workflow. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Medical document retrieval and summarization workflow Limits: MCP is described as modular context handling; standards-compliant MCP is not established. Diagnosis claims are outside reviewed scope.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AlphaLearner/AI-Chatbot-for-Medical-Document-Search-using-LLaMA2-Qdrant-/main/README.md","https://github.com/AlphaLearner/AI-Chatbot-for-Medical-Document-Search-using-LLaMA2-Qdrant-"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"anjumzahid/healthcare_compliance_app_v1.0","kind":"Research tool","category":"Regulatory & Product Data","summary":"Drug-label indications, dosage and adverse-reaction excerpt retrieval","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anjumzahid/healthcare_compliance_app_v1.0","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Drug-label indications, dosage and adverse-reaction excerpt retrieval"],"limitation":"Returns only first matching label and truncates each section to 500 characters; WHO live retrieval and comprehensive compliance validation are not established.","url":"https://github.com/anjumzahid/healthcare_compliance_app_v1.0","primarySourceURLs":["https://raw.githubusercontent.com/AnjumZahid/healthcare_compliance_app_v1.0/main/README.md","https://github.com/AnjumZahid/healthcare_compliance_app_v1.0/blob/87fa69bc1becadad356902e303a4d1d626b4ab1a/README.md","https://github.com/AnjumZahid/healthcare_compliance_app_v1.0/blob/87fa69bc1becadad356902e303a4d1d626b4ab1a/services/mcp_client.py","https://github.com/AnjumZahid/healthcare_compliance_app_v1.0/blob/87fa69bc1becadad356902e303a4d1d626b4ab1a/services/mcp_server.py","https://github.com/AnjumZahid/healthcare_compliance_app_v1.0"],"id":"RWE-3671","relevance":{"id":"RWE-3671","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Drug-label indications, dosage and adverse-reaction excerpt retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AnjumZahid/healthcare_compliance_app_v1.0/main/README.md","https://github.com/AnjumZahid/healthcare_compliance_app_v1.0/blob/87fa69bc1becadad356902e303a4d1d626b4ab1a/README.md","https://github.com/AnjumZahid/healthcare_compliance_app_v1.0/blob/87fa69bc1becadad356902e303a4d1d626b4ab1a/services/mcp_client.py","https://github.com/AnjumZahid/healthcare_compliance_app_v1.0/blob/87fa69bc1becadad356902e303a4d1d626b4ab1a/services/mcp_server.py","https://github.com/AnjumZahid/healthcare_compliance_app_v1.0"],"reviewGroup":"health-product-and-safety-data"}},{"name":"sampingram/healthcare-ai-guardrails","kind":"MCP component","category":"RWE Data & Analytics","summary":"Healthcare data validation and configurable schema/range checks","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sampingram/healthcare-ai-guardrails","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Healthcare data validation and configurable schema/range checks"],"limitation":"Checks conformance to configured rules, not clinical correctness or comprehensive de-identification.","url":"https://github.com/sampingram/healthcare-ai-guardrails","primarySourceURLs":["https://raw.githubusercontent.com/SamPIngram/healthcare-ai-guardrails/main/README.md","https://github.com/SamPIngram/healthcare-ai-guardrails"],"id":"RWE-3672","relevance":{"id":"RWE-3672","decision":"Core","rationale":"Healthcare data validation and configurable schema/range checks. The selected function supplies clinical data checks/measurements or explicit population-health/access indicators; descriptive results do not establish causal effects.","relevanceBasis":"Healthcare data validation and configurable schema/range checks Limits: Checks conformance to configured rules, not clinical correctness or comprehensive de-identification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SamPIngram/healthcare-ai-guardrails/main/README.md","https://github.com/SamPIngram/healthcare-ai-guardrails"],"reviewGroup":"clinical-population-data-method"}},{"name":"dvrk-dvys/residentrag","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Medical literature/document retrieval and question answering","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dvrk-dvys/residentrag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medical literature/document retrieval and question answering"],"limitation":"Textbook access depends on supplied rights; cited generated answers require verification and Wikipedia is not primary clinical evidence.","url":"https://github.com/dvrk-dvys/residentrag","primarySourceURLs":["https://raw.githubusercontent.com/dvrk-dvys/ResidentRag/main/README.md","https://github.com/dvrk-dvys/ResidentRag"],"id":"RWE-3673","relevance":{"id":"RWE-3673","decision":"Core","rationale":"Retain the documented evidence function: Medical literature/document retrieval and question answering Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Medical literature/document retrieval and question answering","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dvrk-dvys/residentrag","https://raw.githubusercontent.com/dvrk-dvys/ResidentRag/main/README.md","https://github.com/dvrk-dvys/ResidentRag"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"marcnarbon/migx-medical-document-assistant","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medical document retrieval, cited answers and provenance logging","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"marcnarbon/migx-medical-document-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical document retrieval, cited answers and provenance logging"],"limitation":"Prototype thresholds and context validation do not establish semantic or clinical truth.","url":"https://github.com/marcnarbon/migx-medical-document-assistant","primarySourceURLs":["https://raw.githubusercontent.com/MarcNarbon/MIGx-Medical-Document-Assistant/main/README.md","https://github.com/MarcNarbon/MIGx-Medical-Document-Assistant"],"id":"RWE-3674","relevance":{"id":"RWE-3674","decision":"Core","rationale":"Medical document retrieval, cited answers and provenance logging. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Medical document retrieval, cited answers and provenance logging Limits: Prototype thresholds and context validation do not establish semantic or clinical truth.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/MarcNarbon/MIGx-Medical-Document-Assistant/main/README.md","https://github.com/MarcNarbon/MIGx-Medical-Document-Assistant"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"nicolasbonilla/medical-imaging-viewer","kind":"Research tool","category":"RWE Data & Analytics","summary":"Longitudinal imaging measurement and report drafting","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nicolasbonilla/medical-imaging-viewer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Longitudinal imaging measurement and report drafting"],"limitation":"Normative scores, lesion classifications and de-identification/compliance claims require independent validation; no clinical endorsement or standalone MCP transport established.","url":"https://github.com/nicolasbonilla/medical-imaging-viewer","primarySourceURLs":["https://raw.githubusercontent.com/nicolasbonilla/medical-imaging-viewer/main/README.md","https://github.com/nicolasbonilla/medical-imaging-viewer"],"id":"RWE-3675","relevance":{"id":"RWE-3675","decision":"Core","rationale":"Longitudinal imaging measurement and report drafting. The selected function supplies clinical data checks/measurements or explicit population-health/access indicators; descriptive results do not establish causal effects.","relevanceBasis":"Longitudinal imaging measurement and report drafting Limits: Normative scores, lesion classifications and de-identification/compliance claims require independent validation; no clinical endorsement or standalone MCP transport established.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nicolasbonilla/medical-imaging-viewer/main/README.md","https://github.com/nicolasbonilla/medical-imaging-viewer"],"reviewGroup":"clinical-population-data-method"}},{"name":"jingyil66/fda-guidance-rag","kind":"MCP component","category":"Regulatory & Product Data","summary":"FDA guidance retrieval and document question answering","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jingyil66/fda-guidance-rag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["FDA guidance retrieval and document question answering"],"limitation":"Small subset evaluations are author-reported and not full-corpus performance; guidance interpretation requires source review.","url":"https://github.com/jingyil66/fda-guidance-rag","primarySourceURLs":["https://raw.githubusercontent.com/jingyil66/fda-guidance-rag/main/README.md","https://github.com/jingyil66/fda-guidance-rag"],"id":"RWE-3677","relevance":{"id":"RWE-3677","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"FDA guidance retrieval and document question answering","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jingyil66/fda-guidance-rag/main/README.md","https://github.com/jingyil66/fda-guidance-rag"],"reviewGroup":"health-product-and-safety-data"}},{"name":"codybontecou/health-md","kind":"MCP component","category":"RWE Data & Analytics","summary":"Local personal-health data access and agent workflow guidance","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"codybontecou/health-md","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Local personal-health data access and agent workflow guidance"],"limitation":"CLI is preview-stage; skill installation alone neither installs binaries nor grants phone/data access. Pairing and user authorization are required.","url":"https://github.com/codybontecou/health-md","primarySourceURLs":["https://raw.githubusercontent.com/CodyBontecou/health-md/main/README.md","https://github.com/CodyBontecou/health-md"],"id":"RWE-3678","relevance":{"id":"RWE-3678","decision":"Core","rationale":"Local personal-health data access and agent workflow guidance. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Local personal-health data access and agent workflow guidance Limits: CLI is preview-stage; skill installation alone neither installs binaries nor grants phone/data access. Pairing and user authorization are required.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/CodyBontecou/health-md/main/README.md","https://github.com/CodyBontecou/health-md"],"reviewGroup":"health-data-reference-access"}},{"name":"digitaldynamics348-sketch/scholarsync","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Literature discovery and corpus question answering","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"digitaldynamics348-sketch/scholarsync","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature discovery and corpus question answering"],"limitation":"MCP layer is described as intent routing, not verified standard transport. Generated reviews are not completed systematic reviews.","url":"https://github.com/digitaldynamics348-sketch/scholarsync","primarySourceURLs":["https://raw.githubusercontent.com/digitaldynamics348-sketch/ScholarSync/main/README.md","https://github.com/digitaldynamics348-sketch/ScholarSync"],"id":"RWE-3679","relevance":{"id":"RWE-3679","decision":"Core","rationale":"Retain the documented evidence function: Literature discovery and corpus question answering Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature discovery and corpus question answering","evidenceLevel":"published-card","evidenceRefs":["https://github.com/digitaldynamics348-sketch/scholarsync","https://raw.githubusercontent.com/digitaldynamics348-sketch/ScholarSync/main/README.md","https://github.com/digitaldynamics348-sketch/ScholarSync"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"marchumet/medical-document-assistant","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medical document retrieval and question answering","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"marchumet/medical-document-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical document retrieval and question answering"],"limitation":"Requires supplied documents and model infrastructure; generated medical answers are not validated conclusions.","url":"https://github.com/marchumet/medical-document-assistant","primarySourceURLs":["https://raw.githubusercontent.com/MarcHumet/medical-document-assistant/main/README.md","https://github.com/MarcHumet/medical-document-assistant"],"id":"RWE-3680","relevance":{"id":"RWE-3680","decision":"Core","rationale":"Medical document retrieval and question answering. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Medical document retrieval and question answering Limits: Requires supplied documents and model infrastructure; generated medical answers are not validated conclusions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/MarcHumet/medical-document-assistant/main/README.md","https://github.com/MarcHumet/medical-document-assistant"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"gdnaiteab/my-claude-scholar","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Literature curation, citation checking and research-planning guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gdnaiteab/my-claude-scholar","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature curation, citation checking and research-planning guidance"],"limitation":"Collection of research workflows; conference-specific checklists and simulated peer review do not establish clinical-method validity.","url":"https://github.com/gdnaiteab/my-claude-scholar","primarySourceURLs":["https://raw.githubusercontent.com/Gdnaiteab/my-claude-scholar/master/README.md","https://github.com/Gdnaiteab/my-claude-scholar"],"id":"RWE-3681","relevance":{"id":"RWE-3681","decision":"Core","rationale":"Retain the documented evidence function: Literature curation, citation checking and research-planning guidance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature curation, citation checking and research-planning guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gdnaiteab/my-claude-scholar","https://raw.githubusercontent.com/Gdnaiteab/my-claude-scholar/master/README.md","https://github.com/Gdnaiteab/my-claude-scholar"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jportillohub/claudeclinicalbridge","kind":"Research tool","category":"OMOP & terminology","summary":"Clinical text structuring and terminology/coding assistance","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jportillohub/claudeclinicalbridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Clinical text structuring and terminology/coding assistance"],"limitation":"Only data-preparation scope qualifies; payer compliance, prior authorization and final QA scores are not validated research or clinical decisions.","url":"https://github.com/jportillohub/claudeclinicalbridge","primarySourceURLs":["https://raw.githubusercontent.com/JPortilloHub/claudeClinicalBridge/main/README.md","https://github.com/JPortilloHub/claudeClinicalBridge"],"id":"RWE-3682","relevance":{"id":"RWE-3682","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Clinical text structuring and terminology/coding assistance","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JPortilloHub/claudeClinicalBridge/main/README.md","https://github.com/JPortilloHub/claudeClinicalBridge"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"momentummetrix/pk_claude","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Pharmacometrics model-development and review guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"momentummetrix/pk_claude","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pharmacometrics model-development and review guidance"],"limitation":"Requires licensed/configured modelling tools and supplied data; autonomous reviews and quality gates are not model qualification.","url":"https://github.com/momentummetrix/pk_claude","primarySourceURLs":["https://raw.githubusercontent.com/momentummetrix/PK_Claude/main/README.md","https://github.com/momentummetrix/PK_Claude"],"id":"RWE-3683","relevance":{"id":"RWE-3683","decision":"Core","rationale":"Retain the documented evidence function: Pharmacometrics model-development and review guidance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pharmacometrics model-development and review guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/momentummetrix/pk_claude","https://raw.githubusercontent.com/momentummetrix/PK_Claude/main/README.md","https://github.com/momentummetrix/PK_Claude"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"camier/openwebkanna","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Literature-library retrieval workflow integration","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"camier/openwebkanna","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature-library retrieval workflow integration"],"limitation":"Deployment collection depends on external MCP servers and model services; not a new independent Zotero data source.","url":"https://github.com/camier/openwebkanna","primarySourceURLs":["https://raw.githubusercontent.com/Camier/openwebkanna/main/README.md","https://github.com/Camier/openwebkanna"],"id":"RWE-3684","relevance":{"id":"RWE-3684","decision":"Core","rationale":"Retain the documented evidence function: Literature-library retrieval workflow integration Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature-library retrieval workflow integration","evidenceLevel":"published-card","evidenceRefs":["https://github.com/camier/openwebkanna","https://raw.githubusercontent.com/Camier/openwebkanna/main/README.md","https://github.com/Camier/openwebkanna"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"averagejoematt/life-platform","kind":"MCP component","category":"RWE Data & Analytics","summary":"Personal longitudinal health-data retrieval and descriptive trends","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"averagejoematt/life-platform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Personal longitudinal health-data retrieval and descriptive trends"],"limitation":"N=1 platform; source explicitly treats outputs as correlative, not causal. Coaching is not validated treatment advice.","url":"https://github.com/averagejoematt/life-platform","primarySourceURLs":["https://raw.githubusercontent.com/averagejoematt/life-platform/main/README.md","https://github.com/averagejoematt/life-platform"],"id":"RWE-3685","relevance":{"id":"RWE-3685","decision":"Core","rationale":"Personal longitudinal health-data retrieval and descriptive trends. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Personal longitudinal health-data retrieval and descriptive trends Limits: N=1 platform; source explicitly treats outputs as correlative, not causal. Coaching is not validated treatment advice.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/averagejoematt/life-platform/main/README.md","https://github.com/averagejoematt/life-platform"],"reviewGroup":"health-data-reference-access"}},{"name":"bhanuteja3264/medical-chatbot-2","kind":"Research tool","category":"RWE Data & Analytics","summary":"Clinical research-corpus retrieval and question answering","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bhanuteja3264/medical-chatbot-2","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical research-corpus retrieval and question answering"],"limitation":"Requires authorized dataset access and source checking; physician escalation and safety claims are not clinical validation.","url":"https://github.com/bhanuteja3264/medical-chatbot-2","primarySourceURLs":["https://raw.githubusercontent.com/bhanuteja3264/medical-chatbot-2/main/README.md","https://github.com/bhanuteja3264/medical-chatbot-2"],"id":"RWE-3686","relevance":{"id":"RWE-3686","decision":"Core","rationale":"Clinical research-corpus retrieval and question answering. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Clinical research-corpus retrieval and question answering Limits: Requires authorized dataset access and source checking; physician escalation and safety claims are not clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bhanuteja3264/medical-chatbot-2/main/README.md","https://github.com/bhanuteja3264/medical-chatbot-2"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"obr310/healthy_app","kind":"Research tool","category":"RWE Data & Analytics","summary":"Personal health-log structuring, queries and trend summaries","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"obr310/healthy_app","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Personal health-log structuring, queries and trend summaries"],"limitation":"Consumer self-reports and generated advice are not validated population outcomes; only data/retrieval workflow qualifies.","url":"https://github.com/obr310/healthy_app","primarySourceURLs":["https://raw.githubusercontent.com/obr310/healthy_app/main/README.md","https://github.com/obr310/healthy_app"],"id":"RWE-3687","relevance":{"id":"RWE-3687","decision":"Core","rationale":"Personal health-log structuring, queries and trend summaries. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Personal health-log structuring, queries and trend summaries Limits: Consumer self-reports and generated advice are not validated population outcomes; only data/retrieval workflow qualifies.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/obr310/healthy_app/main/README.md","https://github.com/obr310/healthy_app"],"reviewGroup":"health-data-reference-access"}},{"name":"ry86pkqf74-rgb/thyroid_2026","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Research cohort iteration and manuscript-number provenance guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ry86pkqf74-rgb/thyroid_2026","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research cohort iteration and manuscript-number provenance guidance"],"limitation":"Project-specific BigQuery/Airtable/Linear infrastructure must be adapted; private database is not public data access. Other skills' model benchmarks and privacy guarantees are not approved.","url":"https://github.com/ry86pkqf74-rgb/thyroid_2026","primarySourceURLs":["https://raw.githubusercontent.com/ry86pkqf74-rgb/THYROID_2026/main/README.md","https://github.com/ry86pkqf74-rgb/THYROID_2026/blob/857e965725143b223278e52314e2da9c5ce3cdaf/README.md","https://github.com/ry86pkqf74-rgb/THYROID_2026/blob/857e965725143b223278e52314e2da9c5ce3cdaf/pyproject.toml","https://github.com/ry86pkqf74-rgb/THYROID_2026/blob/857e965725143b223278e52314e2da9c5ce3cdaf/.cowork/skills/manuscript-iterative-build/SKILL.md","https://github.com/ry86pkqf74-rgb/THYROID_2026/blob/857e965725143b223278e52314e2da9c5ce3cdaf/.cowork/skills/thyroid-integration/SKILL.md"],"id":"RWE-3688","relevance":{"id":"RWE-3688","decision":"Core","rationale":"Retain the documented evidence function: Research cohort iteration and manuscript-number provenance guidance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research cohort iteration and manuscript-number provenance guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ry86pkqf74-rgb/thyroid_2026","https://raw.githubusercontent.com/ry86pkqf74-rgb/THYROID_2026/main/README.md","https://github.com/ry86pkqf74-rgb/THYROID_2026/blob/857e965725143b223278e52314e2da9c5ce3cdaf/README.md","https://github.com/ry86pkqf74-rgb/THYROID_2026/blob/857e965725143b223278e52314e2da9c5ce3cdaf/pyproject.toml","https://github.com/ry86pkqf74-rgb/THYROID_2026/blob/857e965725143b223278e52314e2da9c5ce3cdaf/.cowork/skills/manuscript-iterative-build/SKILL.md","https://github.com/ry86pkqf74-rgb/THYROID_2026/blob/857e965725143b223278e52314e2da9c5ce3cdaf/.cowork/skills/thyroid-integration/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"agents365-ai/zotero-cli-ai","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Literature-library search, PDF extraction and reference management","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"agents365-ai/zotero-cli-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature-library search, PDF extraction and reference management"],"limitation":"Requires library access and separate authorization for API writes; search depends on available full-text index.","url":"https://github.com/agents365-ai/zotero-cli-ai","primarySourceURLs":["https://raw.githubusercontent.com/Agents365-ai/zotero-cli-ai/main/README.md","https://github.com/Agents365-ai/zotero-cli-ai"],"id":"RWE-3689","relevance":{"id":"RWE-3689","decision":"Core","rationale":"Retain the documented evidence function: Literature-library search, PDF extraction and reference management Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature-library search, PDF extraction and reference management","evidenceLevel":"published-card","evidenceRefs":["https://github.com/agents365-ai/zotero-cli-ai","https://raw.githubusercontent.com/Agents365-ai/zotero-cli-ai/main/README.md","https://github.com/Agents365-ai/zotero-cli-ai"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"scyforever/scholar_agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Literature discovery, document retrieval and research planning","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scyforever/scholar_agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature discovery, document retrieval and research planning"],"limitation":"Source access and full text depend on provider terms; generated synthesis and ranking require researcher verification.","url":"https://github.com/scyforever/scholar_agent","primarySourceURLs":["https://raw.githubusercontent.com/scyForever/scholar_agent/main/README.md","https://github.com/scyForever/scholar_agent"],"id":"RWE-3691","relevance":{"id":"RWE-3691","decision":"Core","rationale":"Retain the documented evidence function: Literature discovery, document retrieval and research planning Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature discovery, document retrieval and research planning","evidenceLevel":"published-card","evidenceRefs":["https://github.com/scyforever/scholar_agent","https://raw.githubusercontent.com/scyForever/scholar_agent/main/README.md","https://github.com/scyForever/scholar_agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"run-llama/llamaindex-lancedb-medqa","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medical document ingestion and multimodal source retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"run-llama/llamaindex-lancedb-medqa","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical document ingestion and multimodal source retrieval"],"limitation":"Local vector storage still uses external embedding and agent APIs; answers require source review.","url":"https://github.com/run-llama/llamaindex-lancedb-medqa","primarySourceURLs":["https://raw.githubusercontent.com/run-llama/llamaindex-lancedb-medqa/main/README.md","https://github.com/run-llama/llamaindex-lancedb-medqa"],"id":"RWE-3692","relevance":{"id":"RWE-3692","decision":"Core","rationale":"Medical document ingestion and multimodal source retrieval. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Medical document ingestion and multimodal source retrieval Limits: Local vector storage still uses external embedding and agent APIs; answers require source review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/run-llama/llamaindex-lancedb-medqa/main/README.md","https://github.com/run-llama/llamaindex-lancedb-medqa"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"povilaskarvelis/neuro-copilot","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Biomedical investigation, literature/trial retrieval and cited report drafting","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"povilaskarvelis/neuro-copilot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical investigation, literature/trial retrieval and cited report drafting"],"limitation":"Consolidate both repositories as one collection; listed 53 sources are not 53 individually approved components.","url":"https://github.com/povilaskarvelis/neuro-copilot","primarySourceURLs":["https://raw.githubusercontent.com/povilaskarvelis/neuro-copilot/main/README.md","https://github.com/povilaskarvelis/neuro-copilot"],"id":"RWE-3694","relevance":{"id":"RWE-3694","decision":"Core","rationale":"Retain the documented evidence function: Literature/trial retrieval only; broad biomedical source collection not blanket retained. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature/trial retrieval only; broad biomedical source collection not blanket retained.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/povilaskarvelis/neuro-copilot","https://raw.githubusercontent.com/povilaskarvelis/neuro-copilot/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ganeshmadarasu/life-intelligence","kind":"MCP component","category":"RWE Data & Analytics","summary":"Personal health-record/wearable integration and graph retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ganeshmadarasu/life-intelligence","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Personal health-record/wearable integration and graph retrieval"],"limitation":"Individual-level descriptive data; cross-domain inferences are not causal or clinical validation. Local-only claims require configuration verification.","url":"https://github.com/ganeshmadarasu/life-intelligence","primarySourceURLs":["https://raw.githubusercontent.com/GaneshMadarasu/life-intelligence/main/README.md","https://github.com/GaneshMadarasu/life-intelligence"],"id":"RWE-3695","relevance":{"id":"RWE-3695","decision":"Core","rationale":"Personal health-record/wearable integration and graph retrieval. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Personal health-record/wearable integration and graph retrieval Limits: Individual-level descriptive data; cross-domain inferences are not causal or clinical validation. Local-only claims require configuration verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/GaneshMadarasu/life-intelligence/main/README.md","https://github.com/GaneshMadarasu/life-intelligence"],"reviewGroup":"health-data-reference-access"}},{"name":"kimmingul/clinical-pharmacology-study-protocol-development","kind":"Research tool","category":"Trials & Study Design","summary":"Clinical pharmacology study planning, protocol and consent drafting","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kimmingul/clinical-pharmacology-study-protocol-development","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical pharmacology study planning, protocol and consent drafting"],"limitation":"Requires expert review and source investigator materials; generated regulatory-format documents are not approved protocols.","url":"https://github.com/kimmingul/clinical-pharmacology-study-protocol-development","primarySourceURLs":["https://raw.githubusercontent.com/kimmingul/clinical-pharmacology-study-protocol-development/main/README.md","https://github.com/kimmingul/clinical-pharmacology-study-protocol-development"],"id":"RWE-3696","relevance":{"id":"RWE-3696","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Clinical pharmacology study planning, protocol and consent drafting","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kimmingul/clinical-pharmacology-study-protocol-development/main/README.md","https://github.com/kimmingul/clinical-pharmacology-study-protocol-development"],"reviewGroup":"clinical-trial-workflow"}},{"name":"doublesky123/ai_clinical_documentation","kind":"Research tool","category":"OMOP & terminology","summary":"Clinical text structuring and terminology assistance","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"doublesky123/ai_clinical_documentation","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Clinical text structuring and terminology assistance"],"limitation":"Only data-preparation scope qualifies; generated diagnoses, medication checks and clinical flags require professional review.","url":"https://github.com/doublesky123/ai_clinical_documentation","primarySourceURLs":["https://raw.githubusercontent.com/DoubleSky123/AI_Clinical_Documentation/master/README.md","https://github.com/DoubleSky123/AI_Clinical_Documentation"],"id":"RWE-3697","relevance":{"id":"RWE-3697","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Clinical text structuring and terminology assistance","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DoubleSky123/AI_Clinical_Documentation/master/README.md","https://github.com/DoubleSky123/AI_Clinical_Documentation"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"iamlilaj/literature-conflict-graph","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Literature claim organization and disagreement exploration","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"iamlilaj/literature-conflict-graph","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature claim organization and disagreement exploration"],"limitation":"Alpha prototype; conflict/gap labels are exploratory and not determinations of scientific truth.","url":"https://github.com/iamlilaj/literature-conflict-graph","primarySourceURLs":["https://raw.githubusercontent.com/iamlilAJ/literature-conflict-graph/main/README.md","https://github.com/iamlilAJ/literature-conflict-graph"],"id":"RWE-3698","relevance":{"id":"RWE-3698","decision":"Core","rationale":"Retain the documented evidence function: Literature claim organization and disagreement exploration Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature claim organization and disagreement exploration","evidenceLevel":"published-card","evidenceRefs":["https://github.com/iamlilaj/literature-conflict-graph","https://raw.githubusercontent.com/iamlilAJ/literature-conflict-graph/main/README.md","https://github.com/iamlilAJ/literature-conflict-graph"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"arvohealth-ai/openvitals","kind":"MCP component","category":"RWE Data & Analytics","summary":"Personal health-data integration and provenance-aware retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arvohealth-ai/openvitals","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Personal health-data integration and provenance-aware retrieval"],"limitation":"Wellness infrastructure; derived scores are not diagnostic measures or validated clinical endpoints.","url":"https://github.com/arvohealth-ai/openvitals","primarySourceURLs":["https://raw.githubusercontent.com/arvohealth-ai/OpenVitals/main/README.md","https://github.com/arvohealth-ai/OpenVitals"],"id":"RWE-3699","relevance":{"id":"RWE-3699","decision":"Core","rationale":"Personal health-data integration and provenance-aware retrieval. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Personal health-data integration and provenance-aware retrieval Limits: Wellness infrastructure; derived scores are not diagnostic measures or validated clinical endpoints.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/arvohealth-ai/OpenVitals/main/README.md","https://github.com/arvohealth-ai/OpenVitals"],"reviewGroup":"health-data-reference-access"}},{"name":"leitong02/pharmagent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Pharmaceutical literature and assay-data retrieval","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"leitong02/pharmagent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pharmaceutical literature and assay-data retrieval"],"limitation":"Collection-level documented workflow; procurement and coding tools are outside the approved research scope. Retrieval thresholds are not evidence-quality validation.","url":"https://github.com/leitong02/pharmagent","primarySourceURLs":["https://raw.githubusercontent.com/LeiTong02/PharmAgent/main/README.md","https://github.com/LeiTong02/PharmAgent"],"id":"RWE-3701","relevance":{"id":"RWE-3701","decision":"Core","rationale":"Retain the documented evidence function: Scholarly pharmaceutical literature retrieval only; assay/procurement functions excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly pharmaceutical literature retrieval only; assay/procurement functions excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/leitong02/pharmagent","https://raw.githubusercontent.com/LeiTong02/PharmAgent/main/README.md","https://github.com/LeiTong02/PharmAgent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bellademedici/peri-researcher","kind":"Research tool","category":"RWE Data & Analytics","summary":"Topic-specific evidence monitoring and cited brief drafting","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bellademedici/peri-researcher","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Topic-specific evidence monitoring and cited brief drafting"],"limitation":"Requires connected sources and tools; daily briefs and contradiction checks need research review, not clinical use.","url":"https://github.com/bellademedici/peri-researcher","primarySourceURLs":["https://raw.githubusercontent.com/bellademedici/peri-researcher/main/README.md","https://github.com/bellademedici/peri-researcher"],"id":"RWE-3702","relevance":{"id":"RWE-3702","decision":"Core","rationale":"Topic-specific evidence monitoring and cited brief drafting. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Topic-specific evidence monitoring and cited brief drafting Limits: Requires connected sources and tools; daily briefs and contradiction checks need research review, not clinical use.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bellademedici/peri-researcher/main/README.md","https://github.com/bellademedici/peri-researcher"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"ariomoniri/syntha","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Synthetic EHR generation and data-quality evaluation","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ariomoniri/syntha","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Synthetic EHR generation and data-quality evaluation"],"limitation":"Synthetic outputs are not observed clinical evidence; copula fidelity and privacy tests do not guarantee anonymity or causal validity.","url":"https://github.com/ariomoniri/syntha","primarySourceURLs":["https://raw.githubusercontent.com/ArioMoniri/syntha/main/README.md","https://github.com/ArioMoniri/syntha"],"id":"RWE-3704","relevance":{"id":"RWE-3704","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Synthetic EHR generation and data-quality evaluation","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ArioMoniri/syntha/main/README.md","https://github.com/ArioMoniri/syntha"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"chaitya02/patient-aware-clinical-evidence","kind":"Research tool","category":"RWE Data & Analytics","summary":"Patient-context and published-evidence retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chaitya02/patient-aware-clinical-evidence","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Patient-context and published-evidence retrieval"],"limitation":"Only retrieval qualifies; label-based interaction checks, renal-dose advice and generated evidence grades are not validated clinical decisions.","url":"https://github.com/chaitya02/patient-aware-clinical-evidence","primarySourceURLs":["https://raw.githubusercontent.com/Chaitya02/Patient-Aware-Clinical-Evidence/main/README.md","https://github.com/Chaitya02/Patient-Aware-Clinical-Evidence"],"id":"RWE-3706","relevance":{"id":"RWE-3706","decision":"Core","rationale":"Patient-context and published-evidence retrieval. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Patient-context and published-evidence retrieval Limits: Only retrieval qualifies; label-based interaction checks, renal-dose advice and generated evidence grades are not validated clinical decisions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Chaitya02/Patient-Aware-Clinical-Evidence/main/README.md","https://github.com/Chaitya02/Patient-Aware-Clinical-Evidence"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"yangjay2004/zotero-paper-markdown","kind":"Research tool","category":"RWE Data & Analytics","summary":"Research-PDF text preparation and library attachment integration","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yangjay2004/zotero-paper-markdown","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Research-PDF text preparation and library attachment integration"],"limitation":"Requires MinerU service; extraction errors and source access rights require review; not a standalone MCP server.","url":"https://github.com/yangjay2004/zotero-paper-markdown","primarySourceURLs":["https://raw.githubusercontent.com/YangJay2004/zotero-paper-markdown/main/README.md","https://github.com/YangJay2004/zotero-paper-markdown"],"id":"RWE-3707","relevance":{"id":"RWE-3707","decision":"Core","rationale":"Research-PDF text preparation and library attachment integration. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Research-PDF text preparation and library attachment integration Limits: Requires MinerU service; extraction errors and source access rights require review; not a standalone MCP server.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/YangJay2004/zotero-paper-markdown/main/README.md","https://github.com/YangJay2004/zotero-paper-markdown"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"lanqinyang/literature-survey-writer","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Literature review planning, reading tracking and citation auditing","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lanqinyang/literature-survey-writer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature review planning, reading tracking and citation auditing"],"limitation":"Derived from stephenlzc/AI-Powered-Literature-Review-Skills; distinct added workflow is documented. Gates do not replace researcher reading.","url":"https://github.com/lanqinyang/literature-survey-writer","primarySourceURLs":["https://raw.githubusercontent.com/LanqinYang/literature-survey-writer/main/README.md","https://github.com/LanqinYang/literature-survey-writer"],"id":"RWE-3709","relevance":{"id":"RWE-3709","decision":"Core","rationale":"Retain the documented evidence function: Literature review planning, reading tracking and citation auditing Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature review planning, reading tracking and citation auditing","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lanqinyang/literature-survey-writer","https://raw.githubusercontent.com/LanqinYang/literature-survey-writer/main/README.md","https://github.com/LanqinYang/literature-survey-writer"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bigsimmo/database","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medical reference-document retrieval and question answering","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bigsimmo/database","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical reference-document retrieval and question answering"],"limitation":"Requires rights to supplied documents; uploads to Supabase despite local-first wording, and generated answers need review.","url":"https://github.com/bigsimmo/database","primarySourceURLs":["https://raw.githubusercontent.com/BigSimmo/Database/main/README.md","https://github.com/BigSimmo/Database"],"id":"RWE-3710","relevance":{"id":"RWE-3710","decision":"Core","rationale":"Medical reference-document retrieval and question answering. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Medical reference-document retrieval and question answering Limits: Requires rights to supplied documents; uploads to Supabase despite local-first wording, and generated answers need review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/BigSimmo/Database/main/README.md","https://github.com/BigSimmo/Database"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"yijieshufu/arxiv-scholar","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Literature retrieval and paper question answering","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yijieshufu/arxiv-scholar","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature retrieval and paper question answering"],"limitation":"arXiv access is subject to provider limits despite unlimited wording; generated reviews need source verification.","url":"https://github.com/yijieshufu/arxiv-scholar","primarySourceURLs":["https://raw.githubusercontent.com/yijieshufu/arxiv-scholar/main/README.md","https://github.com/yijieshufu/arxiv-scholar"],"id":"RWE-3711","relevance":{"id":"RWE-3711","decision":"Core","rationale":"Retain the documented evidence function: Literature retrieval and paper question answering Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature retrieval and paper question answering","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yijieshufu/arxiv-scholar","https://raw.githubusercontent.com/yijieshufu/arxiv-scholar/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dogtorr/legal_literature","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Literature discovery, deduplication and authorized full-text acquisition","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dogtorr/legal_literature","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature discovery, deduplication and authorized full-text acquisition"],"limitation":"OA evidence and access constraints determine downloads; metadata-only records remain distinct from reviewed full text.","url":"https://github.com/dogtorr/legal_literature","primarySourceURLs":["https://raw.githubusercontent.com/DogtorR/legal_literature/main/README.md","https://github.com/DogtorR/legal_literature"],"id":"RWE-3712","relevance":{"id":"RWE-3712","decision":"Core","rationale":"Retain the documented evidence function: Literature discovery, deduplication and authorized full-text acquisition Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature discovery, deduplication and authorized full-text acquisition","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dogtorr/legal_literature","https://raw.githubusercontent.com/DogtorR/legal_literature/main/README.md","https://github.com/DogtorR/legal_literature"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"luminary3c/reconstruction-of-medical-qa-system","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medical knowledge-base retrieval and question answering","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"luminary3c/reconstruction-of-medical-qa-system","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical knowledge-base retrieval and question answering"],"limitation":"Generated answers and rejection rules require validation; no autonomous diagnosis or treatment scope approved.","url":"https://github.com/luminary3c/reconstruction-of-medical-qa-system","primarySourceURLs":["https://raw.githubusercontent.com/Luminary3C/Reconstruction-of-medical-QA-system/main/README.md","https://github.com/Luminary3C/Reconstruction-of-medical-QA-system"],"id":"RWE-3713","relevance":{"id":"RWE-3713","decision":"Core","rationale":"Medical knowledge-base retrieval and question answering. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Medical knowledge-base retrieval and question answering Limits: Generated answers and rejection rules require validation; no autonomous diagnosis or treatment scope approved.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Luminary3C/Reconstruction-of-medical-QA-system/main/README.md","https://github.com/Luminary3C/Reconstruction-of-medical-QA-system"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"kitzcode/ivd-comparator-finder","kind":"MCP component","category":"Regulatory & Product Data","summary":"FDA device and guidance retrieval; cited document passages","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kitzcode/ivd-comparator-finder","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["FDA device and guidance retrieval; cited document passages"],"limitation":"Predicate and comparator are distinct; retrieved performance figures need source-context review. Default MCP ask returns keyword-selected excerpts, not model reasoning.","url":"https://github.com/kitzcode/ivd-comparator-finder","primarySourceURLs":["https://raw.githubusercontent.com/kitzcode/ivd-comparator-finder/main/README.md","https://github.com/kitzcode/ivd-comparator-finder"],"id":"RWE-3714","relevance":{"id":"RWE-3714","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"FDA device and guidance retrieval; cited document passages","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kitzcode/ivd-comparator-finder/main/README.md","https://github.com/kitzcode/ivd-comparator-finder"],"reviewGroup":"health-product-and-safety-data"}},{"name":"ekld92/chatekld","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Literature-vault search and document preparation","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ekld92/chatekld","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature-vault search and document preparation"],"limitation":"Personal workflow; source indexing completeness and model summaries require review.","url":"https://github.com/ekld92/chatekld","primarySourceURLs":["https://raw.githubusercontent.com/ekld92/chatekld/main/README.md","https://github.com/ekld92/chatekld"],"id":"RWE-3716","relevance":{"id":"RWE-3716","decision":"Core","rationale":"Retain the documented evidence function: Literature-vault search and document preparation Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature-vault search and document preparation","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ekld92/chatekld","https://raw.githubusercontent.com/ekld92/chatekld/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"axillo902/scholarai","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Literature search and source-based reading/writing orchestration","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"axillo902/scholarai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature search and source-based reading/writing orchestration"],"limitation":"Collection entry only; downstream tools retain their own identities. Download chains include unauthorized-mirror options, which are outside approved retrieval scope.","url":"https://github.com/axillo902/scholarai","primarySourceURLs":["https://raw.githubusercontent.com/axillo902/ScholarAI/master/README.md","https://github.com/axillo902/ScholarAI"],"id":"RWE-3717","relevance":{"id":"RWE-3717","decision":"Core","rationale":"Retain the documented evidence function: Literature search and source-based reading/writing orchestration Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature search and source-based reading/writing orchestration","evidenceLevel":"published-card","evidenceRefs":["https://github.com/axillo902/scholarai","https://raw.githubusercontent.com/axillo902/ScholarAI/master/README.md","https://github.com/axillo902/ScholarAI"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jianglei-888/ai_disease_manage","kind":"Research tool","category":"RWE Data & Analytics","summary":"Personal longitudinal health-data summaries and knowledge-base retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jianglei-888/ai_disease_manage","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Personal longitudinal health-data summaries and knowledge-base retrieval"],"limitation":"Consumer self-entered measurements; generated diet/health advice is outside validated research scope.","url":"https://github.com/jianglei-888/ai_disease_manage","primarySourceURLs":["https://raw.githubusercontent.com/jianglei-888/AI_disease_manage/main/README.md","https://github.com/jianglei-888/AI_disease_manage"],"id":"RWE-3718","relevance":{"id":"RWE-3718","decision":"Core","rationale":"Personal longitudinal health-data summaries and knowledge-base retrieval. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Personal longitudinal health-data summaries and knowledge-base retrieval Limits: Consumer self-entered measurements; generated diet/health advice is outside validated research scope.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jianglei-888/AI_disease_manage/main/README.md","https://github.com/jianglei-888/AI_disease_manage"],"reviewGroup":"health-data-reference-access"}},{"name":"bhairavmehta/literature-synthesis-research-assistant","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Literature retrieval and technical-brief drafting","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bhairavmehta/literature-synthesis-research-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature retrieval and technical-brief drafting"],"limitation":"Default offline mode is deterministic stubs; real source/model configuration is required. Generated briefs are not completed systematic reviews.","url":"https://github.com/bhairavmehta/literature-synthesis-research-assistant","primarySourceURLs":["https://raw.githubusercontent.com/bhairavmehta/literature-synthesis-research-assistant/main/README.md","https://github.com/bhairavmehta/literature-synthesis-research-assistant"],"id":"RWE-3719","relevance":{"id":"RWE-3719","decision":"Core","rationale":"Retain the documented evidence function: Literature retrieval and technical-brief drafting Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature retrieval and technical-brief drafting","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bhairavmehta/literature-synthesis-research-assistant","https://raw.githubusercontent.com/bhairavmehta/literature-synthesis-research-assistant/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sreecodes2021/medicare-drug-cost-navigator","kind":"MCP component","category":"RWE Data & Analytics","summary":"Plan/formulary lookup and source-traceable drug-cost estimation","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sreecodes2021/medicare-drug-cost-navigator","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Plan/formulary lookup and source-traceable drug-cost estimation"],"limitation":"Estimates depend on quarterly source coverage, plan/date/benefit assumptions; no guarantee of actual pharmacy price or legal/coverage advice.","url":"https://github.com/sreecodes2021/medicare-drug-cost-navigator","primarySourceURLs":["https://raw.githubusercontent.com/SreeCodes2021/Medicare-drug-cost-navigator/main/README.md","https://github.com/SreeCodes2021/Medicare-drug-cost-navigator"],"id":"RWE-3721","relevance":{"id":"RWE-3721","decision":"Core","rationale":"Plan/formulary lookup and source-traceable drug-cost estimation. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Plan/formulary lookup and source-traceable drug-cost estimation Limits: Estimates depend on quarterly source coverage, plan/date/benefit assumptions; no guarantee of actual pharmacy price or legal/coverage advice.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SreeCodes2021/Medicare-drug-cost-navigator/main/README.md","https://github.com/SreeCodes2021/Medicare-drug-cost-navigator"],"reviewGroup":"health-data-reference-access"}},{"name":"lhyman1701/roam","kind":"MCP component","category":"RWE Data & Analytics","summary":"Research knowledge-base retrieval and cited answers","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lhyman1701/roam","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Research knowledge-base retrieval and cited answers"],"limitation":"Citations and empty-corpus refusal do not prove semantic truth or exhaustive evidence coverage.","url":"https://github.com/lhyman1701/roam","primarySourceURLs":["https://raw.githubusercontent.com/lhyman1701/roam/main/README.md","https://github.com/lhyman1701/roam"],"id":"RWE-3722","relevance":{"id":"RWE-3722","decision":"Core","rationale":"Research knowledge-base retrieval and cited answers. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Research knowledge-base retrieval and cited answers Limits: Citations and empty-corpus refusal do not prove semantic truth or exhaustive evidence coverage.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/lhyman1701/roam/main/README.md","https://github.com/lhyman1701/roam"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"amitamola/smartwatch_ai_coach","kind":"Research tool","category":"RWE Data & Analytics","summary":"Personal wearable measurements and longitudinal summaries","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"amitamola/smartwatch_ai_coach","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Personal wearable measurements and longitudinal summaries"],"limitation":"Hobby workflow; unofficial service access and personal coaching are not validated clinical analysis.","url":"https://github.com/amitamola/smartwatch_ai_coach","primarySourceURLs":["https://raw.githubusercontent.com/amitamola/Smartwatch_AI_coach/main/README.md","https://github.com/amitamola/Smartwatch_AI_coach"],"id":"RWE-3723","relevance":{"id":"RWE-3723","decision":"Core","rationale":"Personal wearable measurements and longitudinal summaries. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Personal wearable measurements and longitudinal summaries Limits: Hobby workflow; unofficial service access and personal coaching are not validated clinical analysis.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/amitamola/Smartwatch_AI_coach/main/README.md","https://github.com/amitamola/Smartwatch_AI_coach"],"reviewGroup":"health-data-reference-access"}},{"name":"needonature/literature-rag-pipeline","kind":"MCP component","category":"RWE Data & Analytics","summary":"Biomedical corpus retrieval and PMID-linked answers","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"needonature/literature-rag-pipeline","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Biomedical corpus retrieval and PMID-linked answers"],"limitation":"Curated historical corpus is not current/full PubMed; upstream model extraction and synthesis require verification.","url":"https://github.com/needonature/literature-rag-pipeline","primarySourceURLs":["https://raw.githubusercontent.com/needonature/literature-rag-pipeline/main/README.md","https://github.com/needonature/literature-rag-pipeline"],"id":"RWE-3724","relevance":{"id":"RWE-3724","decision":"Core","rationale":"Biomedical corpus retrieval and PMID-linked answers. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Biomedical corpus retrieval and PMID-linked answers Limits: Curated historical corpus is not current/full PubMed; upstream model extraction and synthesis require verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/needonature/literature-rag-pipeline/main/README.md","https://github.com/needonature/literature-rag-pipeline"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"adrienlebret/mistral-hackathon-hospi-guide","kind":"MCP component","category":"Public health & surveillance","summary":"French public-health dataset discovery and context retrieval.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"adrienlebret/mistral-hackathon-hospi-guide","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["French public-health dataset discovery and context retrieval."],"limitation":"Exclude unsupported medication interaction and CCMU triage claims; dataset results require interpretation.","url":"https://github.com/adrienlebret/mistral-hackathon-hospi-guide","primarySourceURLs":["https://raw.githubusercontent.com/AdrienLebret/mistral-hackathon-hospi-guide/main/README.md","https://github.com/AdrienLebret/mistral-hackathon-hospi-guide/blob/9af5b5b99c640171adf4b6b1c53309e4895fadf2/README.md","https://raw.githubusercontent.com/AdrienLebret/mistral-hackathon-hospi-guide/9af5b5b99c640171adf4b6b1c53309e4895fadf2/backend/agents/datagouv_tool.py","https://github.com/AdrienLebret/mistral-hackathon-hospi-guide"],"id":"RWE-3727","relevance":{"id":"RWE-3727","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"French public-health dataset discovery and context retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AdrienLebret/mistral-hackathon-hospi-guide/main/README.md","https://github.com/AdrienLebret/mistral-hackathon-hospi-guide/blob/9af5b5b99c640171adf4b6b1c53309e4895fadf2/README.md","https://raw.githubusercontent.com/AdrienLebret/mistral-hackathon-hospi-guide/9af5b5b99c640171adf4b6b1c53309e4895fadf2/backend/agents/datagouv_tool.py","https://github.com/AdrienLebret/mistral-hackathon-hospi-guide"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"ktfth/saude-aldeia-viva","kind":"Research tool","category":"Public health & surveillance","summary":"Brazilian notification-data surveillance queries and geographic filtering","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ktfth/saude-aldeia-viva","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Brazilian notification-data surveillance queries and geographic filtering"],"limitation":"Notifications reflect reporting processes; risk indices and alerts are provider-derived, not incidence denominators, individual diagnoses or causal evidence.","url":"https://github.com/ktfth/saude-aldeia-viva","primarySourceURLs":["https://raw.githubusercontent.com/ktfth/saude-aldeia-viva/main/README.md","https://github.com/ktfth/saude-aldeia-viva"],"id":"RWE-3728","relevance":{"id":"RWE-3728","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Brazilian notification-data surveillance queries and geographic filtering","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ktfth/saude-aldeia-viva/main/README.md","https://github.com/ktfth/saude-aldeia-viva"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"hassanmzia/inhealth-capstone-project","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Clinical record and guideline/literature retrieval with supplied infrastructure.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hassanmzia/inhealth-capstone-project","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Clinical record and guideline/literature retrieval with supplied infrastructure."],"limitation":"No independent privacy, diagnostic or causal-assessment validation; capstone deployment.","url":"https://github.com/hassanmzia/inhealth-capstone-project","primarySourceURLs":["https://raw.githubusercontent.com/hassanmzia/Inhealth-Capstone-Project/main/README.md","https://github.com/hassanmzia/Inhealth-Capstone-Project/blob/28dc2e55455a27a081754b2e14cf998dd404fec1/README.md","https://github.com/hassanmzia/Inhealth-Capstone-Project/blob/28dc2e55455a27a081754b2e14cf998dd404fec1/a2a-gateway/src/index.ts","https://github.com/hassanmzia/Inhealth-Capstone-Project/blob/28dc2e55455a27a081754b2e14cf998dd404fec1/agents/base/tools.py","https://github.com/hassanmzia/Inhealth-Capstone-Project/blob/28dc2e55455a27a081754b2e14cf998dd404fec1/frontend/src/components/fhir/index.ts"],"id":"RWE-3729","relevance":{"id":"RWE-3729","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Clinical record and guideline/literature retrieval with supplied infrastructure.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hassanmzia/Inhealth-Capstone-Project/main/README.md","https://github.com/hassanmzia/Inhealth-Capstone-Project/blob/28dc2e55455a27a081754b2e14cf998dd404fec1/README.md","https://github.com/hassanmzia/Inhealth-Capstone-Project/blob/28dc2e55455a27a081754b2e14cf998dd404fec1/a2a-gateway/src/index.ts","https://github.com/hassanmzia/Inhealth-Capstone-Project/blob/28dc2e55455a27a081754b2e14cf998dd404fec1/agents/base/tools.py","https://github.com/hassanmzia/Inhealth-Capstone-Project/blob/28dc2e55455a27a081754b2e14cf998dd404fec1/frontend/src/components/fhir/index.ts"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"williamhuang1261/mortality-copilot","kind":"MCP component","category":"Public health & surveillance","summary":"Educational public-survey mortality-model exploration and provenance notes","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"williamhuang1261/mortality-copilot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Educational public-survey mortality-model exploration and provenance notes"],"limitation":"No insurance-policy data or validated individual mortality decision support; coefficient scenarios are associational, not causal interventions.","url":"https://github.com/williamhuang1261/mortality-copilot","primarySourceURLs":["https://raw.githubusercontent.com/williamhuang1261/mortality-copilot/main/README.md","https://github.com/williamhuang1261/mortality-copilot"],"id":"RWE-3730","relevance":{"id":"RWE-3730","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Educational public-survey mortality-model exploration and provenance notes","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/williamhuang1261/mortality-copilot/main/README.md","https://github.com/williamhuang1261/mortality-copilot"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"cuspal/portiere","kind":"MCP component","category":"OMOP & terminology","summary":"OMOP/FHIR/HL7/openEHR mapping and data-quality workflow","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cuspal/portiere","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["OMOP/FHIR/HL7/openEHR mapping and data-quality workflow"],"limitation":"Vocabulary coverage and model mappings require terminology review; synthetic quickstart and structural validation do not validate study cohorts.","url":"https://github.com/cuspal/portiere","primarySourceURLs":["https://raw.githubusercontent.com/Cuspal/portiere/main/README.md","https://github.com/Cuspal/portiere"],"id":"RWE-3731","relevance":{"id":"RWE-3731","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"OMOP/FHIR/HL7/openEHR mapping and data-quality workflow","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Cuspal/portiere/main/README.md","https://github.com/Cuspal/portiere"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"danribes/renalguard","kind":"MCP component","category":"RWE Data & Analytics","summary":"CKD patient and laboratory data retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"danribes/renalguard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CKD patient and laboratory data retrieval"],"limitation":"Eligibility limited to data access; treatment, dosing and risk outputs are not validated here, and MCP does not eliminate hallucination.","url":"https://github.com/danribes/renalguard","primarySourceURLs":["https://raw.githubusercontent.com/danribes/renalguard/main/README.md","https://github.com/danribes/renalguard"],"id":"RWE-3732","relevance":{"id":"RWE-3732","decision":"Core","rationale":"CKD patient and laboratory data retrieval. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"CKD patient and laboratory data retrieval Limits: Eligibility limited to data access; treatment, dosing and risk outputs are not validated here, and MCP does not eliminate hallucination.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/danribes/renalguard/main/README.md","https://github.com/danribes/renalguard"],"reviewGroup":"health-data-reference-access"}},{"name":"bah-scsp-hackathon-2025/public-health-app","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieve COVID signals and exploratory trend summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bah-scsp-hackathon-2025/public-health-app","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve COVID signals and exploratory trend summaries."],"limitation":"Descriptive signal screening, not causal or outbreak prediction validation; data/date/window assumptions matter.","url":"https://github.com/bah-scsp-hackathon-2025/public-health-app","primarySourceURLs":["https://raw.githubusercontent.com/bah-scsp-hackathon-2025/public-health-app/main/README.md","https://github.com/bah-scsp-hackathon-2025/public-health-app/blob/7fc061bdb25ea46f6e90729f31d4c446e31625e0/README.md","https://github.com/bah-scsp-hackathon-2025/public-health-app/blob/7fc061bdb25ea46f6e90729f31d4c446e31625e0/package.json","https://github.com/bah-scsp-hackathon-2025/public-health-app/blob/7fc061bdb25ea46f6e90729f31d4c446e31625e0/backend/mcp/mcp_public_health.py","https://github.com/bah-scsp-hackathon-2025/public-health-app"],"id":"RWE-3733","relevance":{"id":"RWE-3733","decision":"Core","rationale":"Retrieve COVID signals and exploratory trend summaries. The selected function supplies clinical data checks/measurements or explicit population-health/access indicators; descriptive results do not establish causal effects.","relevanceBasis":"Retrieve COVID signals and exploratory trend summaries. Limits: Descriptive signal screening, not causal or outbreak prediction validation; data/date/window assumptions matter.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bah-scsp-hackathon-2025/public-health-app/main/README.md","https://github.com/bah-scsp-hackathon-2025/public-health-app/blob/7fc061bdb25ea46f6e90729f31d4c446e31625e0/README.md","https://github.com/bah-scsp-hackathon-2025/public-health-app/blob/7fc061bdb25ea46f6e90729f31d4c446e31625e0/package.json","https://github.com/bah-scsp-hackathon-2025/public-health-app/blob/7fc061bdb25ea46f6e90729f31d4c446e31625e0/backend/mcp/mcp_public_health.py","https://github.com/bah-scsp-hackathon-2025/public-health-app"],"reviewGroup":"clinical-population-data-method"}},{"name":"sameernagar-hub/clarity","kind":"MCP component","category":"Trials & Study Design","summary":"Clinical-trial evidence retrieval and dossier drafting","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sameernagar-hub/clarity","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical-trial evidence retrieval and dossier drafting"],"limitation":"Approval-risk calls and FDA-grade wording are unvalidated publisher claims; generated extraction requires source review.","url":"https://github.com/sameernagar-hub/clarity","primarySourceURLs":["https://raw.githubusercontent.com/sameernagar-hub/clarity/main/README.md","https://github.com/sameernagar-hub/clarity"],"id":"RWE-3735","relevance":{"id":"RWE-3735","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Clinical-trial evidence retrieval and dossier drafting","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sameernagar-hub/clarity/main/README.md","https://github.com/sameernagar-hub/clarity"],"reviewGroup":"clinical-trial-workflow"}},{"name":"clinicaldatascience/turbo","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"On-premise patient-record and guideline retrieval","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"clinicaldatascience/turbo","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["On-premise patient-record and guideline retrieval"],"limitation":"Tumor-board summaries and recommendations require clinician verification; deployment and governance claims not independently validated.","url":"https://github.com/clinicaldatascience/turbo","primarySourceURLs":["https://raw.githubusercontent.com/ClinicalDataScience/TURBO/main/README.md","https://github.com/ClinicalDataScience/TURBO"],"id":"RWE-3736","relevance":{"id":"RWE-3736","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"On-premise patient-record and guideline retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ClinicalDataScience/TURBO/main/README.md","https://github.com/ClinicalDataScience/TURBO"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"seandavi/co-cancer-atlas","kind":"Research tool","category":"RWE Data & Analytics","summary":"Colorado cancer atlas measure discovery, snapshot queries and visualization.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"seandavi/co-cancer-atlas","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Colorado cancer atlas measure discovery, snapshot queries and visualization."],"limitation":"Optional native MCP is future phase; implemented in-app AI tools use ecological snapshots, not patient causal effects.","url":"https://github.com/seandavi/co-cancer-atlas","primarySourceURLs":["https://raw.githubusercontent.com/seandavi/co-cancer-atlas/main/README.md","https://github.com/seandavi/co-cancer-atlas/blob/cb3b0785585a521b164abcd48f78e5c7fe869e63/README.md","https://github.com/seandavi/co-cancer-atlas/blob/cb3b0785585a521b164abcd48f78e5c7fe869e63/app/app/lib/tools/index.ts","https://raw.githubusercontent.com/seandavi/co-cancer-atlas/cb3b0785585a521b164abcd48f78e5c7fe869e63/app/README.md","https://raw.githubusercontent.com/seandavi/co-cancer-atlas/cb3b0785585a521b164abcd48f78e5c7fe869e63/app/app/lib/tools/queryData.ts"],"id":"RWE-3737","relevance":{"id":"RWE-3737","decision":"Core","rationale":"Colorado cancer atlas measure discovery, snapshot queries and visualization. The selected function supplies clinical data checks/measurements or explicit population-health/access indicators; descriptive results do not establish causal effects.","relevanceBasis":"Colorado cancer atlas measure discovery, snapshot queries and visualization. Limits: Optional native MCP is future phase; implemented in-app AI tools use ecological snapshots, not patient causal effects.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/seandavi/co-cancer-atlas/main/README.md","https://github.com/seandavi/co-cancer-atlas/blob/cb3b0785585a521b164abcd48f78e5c7fe869e63/README.md","https://github.com/seandavi/co-cancer-atlas/blob/cb3b0785585a521b164abcd48f78e5c7fe869e63/app/app/lib/tools/index.ts","https://raw.githubusercontent.com/seandavi/co-cancer-atlas/cb3b0785585a521b164abcd48f78e5c7fe869e63/app/README.md","https://raw.githubusercontent.com/seandavi/co-cancer-atlas/cb3b0785585a521b164abcd48f78e5c7fe869e63/app/app/lib/tools/queryData.ts"],"reviewGroup":"clinical-population-data-method"}},{"name":"arshiabolghasemi/baymax","kind":"MCP component","category":"Regulatory & Product Data","summary":"Medical information and drug-label retrieval","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arshiabolghasemi/baymax","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Medical information and drug-label retrieval"],"limitation":"Separate clients consolidate under one collection; retrieved material does not establish personalized medical advice.","url":"https://github.com/arshiabolghasemi/baymax","primarySourceURLs":["https://raw.githubusercontent.com/ArshiAbolghasemi/Baymax/master/README.md","https://github.com/ArshiAbolghasemi/Baymax"],"id":"RWE-3738","relevance":{"id":"RWE-3738","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Medical information and drug-label retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ArshiAbolghasemi/Baymax/master/README.md","https://github.com/ArshiAbolghasemi/Baymax"],"reviewGroup":"health-product-and-safety-data"}},{"name":"uc-cdis/gdc-qag","kind":"MCP component","category":"Biomedical & Bioinformatics","summary":"Cancer genomics cohort query workflow","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"uc-cdis/gdc-qag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Cancer genomics cohort query workflow"],"limitation":"Generated queries require validation; controlled data access and analysis validity are not conferred by the agent.","url":"https://github.com/uc-cdis/gdc-qag","primarySourceURLs":["https://raw.githubusercontent.com/uc-cdis/gdc-qag/master/README.md","https://github.com/uc-cdis/gdc-qag"],"id":"RWE-3739","relevance":{"id":"RWE-3739","decision":"Core","rationale":"Retain cancer-cohort query preparation because the documented workflow uses returned case identifiers to link mutation-defined groups to GDC survival data. This does not approve the illustrative survival calculations, missing-status handling, or causal comparisons.","relevanceBasis":"Cancer genomics cohort query workflow Primary clarification: README and complete source cells of survival_analysis.ipynb: GDC-QAG case IDs define mutation cohorts; GDC survival donors and clinical vital_status are joined. Notebook converts every status other than Alive to True, including missing/unknown; it is relevance evidence, not a validated survival method.","evidenceLevel":"fresh-primary","evidenceRefs":["https://raw.githubusercontent.com/uc-cdis/gdc-qag/master/README.md","https://github.com/uc-cdis/gdc-qag","https://raw.githubusercontent.com/uc-cdis/gdc-qag/HEAD/README.md","https://raw.githubusercontent.com/uc-cdis/gdc-qag/HEAD/notebooks/survival_analysis.ipynb"],"reviewGroup":"clinical-genomic-cohort-preparation"}},{"name":"ji-ch01/causalomop_submission","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Observational causal-study planning and auditable cohort workflow","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ji-ch01/causalomop_submission","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Observational causal-study planning and auditable cohort workflow"],"limitation":"Research prototype; human protocol and results approval remain required, and causal identification or estimator validity is not certified by this review.","url":"https://github.com/ji-ch01/causalomop_submission","primarySourceURLs":["https://raw.githubusercontent.com/ji-ch01/causalOMOP_submission/main/README.md","https://github.com/ji-ch01/causalOMOP_submission"],"id":"RWE-3740","relevance":{"id":"RWE-3740","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Observational causal-study planning and auditable cohort workflow","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ji-ch01/causalOMOP_submission/main/README.md","https://github.com/ji-ch01/causalOMOP_submission"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"usv240/cascadebreaker","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Longitudinal medication and clinical-record retrieval","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"usv240/cascadebreaker","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Longitudinal medication and clinical-record retrieval"],"limitation":"Cascade scores, anticholinergic burden interpretation and deprescribing simulations are not validated here; illustrative patients do not establish specificity.","url":"https://github.com/usv240/cascadebreaker","primarySourceURLs":["https://raw.githubusercontent.com/usv240/cascadebreaker/main/README.md","https://github.com/usv240/cascadebreaker"],"id":"RWE-3743","relevance":{"id":"RWE-3743","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Longitudinal medication and clinical-record retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/usv240/cascadebreaker/main/README.md","https://github.com/usv240/cascadebreaker"],"reviewGroup":"health-product-and-safety-data"}},{"name":"thematbernard/reina-firme-health","kind":"MCP component","category":"RWE Data & Analytics","summary":"Healthcare access/utilization data querying","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thematbernard/reina-firme-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Healthcare access/utilization data querying"],"limitation":"Snapshot and denominator limitations constrain comparisons; demonstration conclusions are not generalizable facility-performance evidence.","url":"https://github.com/thematbernard/reina-firme-health","primarySourceURLs":["https://raw.githubusercontent.com/thematbernard/Reina-Firme-Health/main/README.md","https://github.com/thematbernard/Reina-Firme-Health"],"id":"RWE-3744","relevance":{"id":"RWE-3744","decision":"Core","rationale":"Healthcare access/utilization data querying. The selected function supplies clinical data checks/measurements or explicit population-health/access indicators; descriptive results do not establish causal effects.","relevanceBasis":"Healthcare access/utilization data querying Limits: Snapshot and denominator limitations constrain comparisons; demonstration conclusions are not generalizable facility-performance evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/thematbernard/Reina-Firme-Health/main/README.md","https://github.com/thematbernard/Reina-Firme-Health"],"reviewGroup":"clinical-population-data-method"}},{"name":"russellstover1983/geohealth-api","kind":"MCP component","category":"Public health & surveillance","summary":"Geographic public-health context retrieval","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"russellstover1983/geohealth-api","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Geographic public-health context retrieval"],"limitation":"Tract indicators and modeled PLACES estimates are ecological context, not individual exposure or disease estimates; vintages must be aligned.","url":"https://github.com/russellstover1983/geohealth-api","primarySourceURLs":["https://raw.githubusercontent.com/RussellStover1983/geohealth-api/master/README.md","https://github.com/RussellStover1983/geohealth-api"],"id":"RWE-3745","relevance":{"id":"RWE-3745","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Geographic public-health context retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/RussellStover1983/geohealth-api/master/README.md","https://github.com/RussellStover1983/geohealth-api"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"sanjana-garimella/medirare","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Rare-disease literature extraction and evidence navigation","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sanjana-garimella/medirare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Rare-disease literature extraction and evidence navigation"],"limitation":"AI-proposed annotations are not clinician-reviewed; case-report counts do not estimate prevalence, risk or diagnostic accuracy.","url":"https://github.com/sanjana-garimella/medirare","primarySourceURLs":["https://raw.githubusercontent.com/sanjana-garimella/MediRare/main/README.md","https://github.com/sanjana-garimella/MediRare"],"id":"RWE-3746","relevance":{"id":"RWE-3746","decision":"Core","rationale":"Retain the documented evidence function: Rare-disease literature extraction and evidence navigation Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Rare-disease literature extraction and evidence navigation","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sanjana-garimella/medirare","https://raw.githubusercontent.com/sanjana-garimella/MediRare/main/README.md","https://github.com/sanjana-garimella/MediRare"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gabriele-bambini/neuroaion","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Systematic-review research workflow","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gabriele-bambini/neuroaion","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Systematic-review research workflow"],"limitation":"Automatic screening, bias judgments and statistical helpers require methodological review; PRISMA reporting does not certify review validity, and offline mode is synthetic.","url":"https://github.com/gabriele-bambini/neuroaion","primarySourceURLs":["https://raw.githubusercontent.com/Gabriele-Bambini/NeuroAIon/claude/automated-systematic-review-u9bios/README.md","https://github.com/Gabriele-Bambini/NeuroAIon"],"id":"RWE-3748","relevance":{"id":"RWE-3748","decision":"Core","rationale":"Retain the documented evidence function: Systematic-review research workflow Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Systematic-review research workflow","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gabriele-bambini/neuroaion","https://raw.githubusercontent.com/Gabriele-Bambini/NeuroAIon/claude/automated-systematic-review-u9bios/README.md","https://github.com/Gabriele-Bambini/NeuroAIon"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"logiover/open-food-facts-scraper","kind":"MCP component","category":"RWE Data & Analytics","summary":"Food composition and labeling data acquisition","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"logiover/open-food-facts-scraper","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Food composition and labeling data acquisition"],"limitation":"Hosted paid-platform actor; community labels and grades are not verified consumption/exposure or clinical allergy advice.","url":"https://github.com/logiover/open-food-facts-scraper","primarySourceURLs":["https://raw.githubusercontent.com/logiover/open-food-facts-scraper/master/README.md","https://github.com/logiover/open-food-facts-scraper"],"id":"RWE-3752","relevance":{"id":"RWE-3752","decision":"Core","rationale":"Food composition and labeling data acquisition. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Food composition and labeling data acquisition Limits: Hosted paid-platform actor; community labels and grades are not verified consumption/exposure or clinical allergy advice.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/logiover/open-food-facts-scraper/master/README.md","https://github.com/logiover/open-food-facts-scraper"],"reviewGroup":"health-data-reference-access"}},{"name":"clinical-copilot/medical_deep_research","kind":"Research tool","category":"RWE Data & Analytics","summary":"Biomedical multi-source retrieval and report synthesis","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"clinical-copilot/medical_deep_research","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Biomedical multi-source retrieval and report synthesis"],"limitation":"Automatic MCP discovery/testing does not validate clinical accuracy; external sources and generated reports require review.","url":"https://github.com/clinical-copilot/medical_deep_research","primarySourceURLs":["https://raw.githubusercontent.com/Clinical-Copilot/Medical_Deep_Research/main/README.md","https://github.com/Clinical-Copilot/Medical_Deep_Research"],"id":"RWE-3754","relevance":{"id":"RWE-3754","decision":"Core","rationale":"Biomedical multi-source retrieval and report synthesis. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Biomedical multi-source retrieval and report synthesis Limits: Automatic MCP discovery/testing does not validate clinical accuracy; external sources and generated reports require review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Clinical-Copilot/Medical_Deep_Research/main/README.md","https://github.com/Clinical-Copilot/Medical_Deep_Research"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"umaprasath/pharmacovigilance","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"Pharmacovigilance case intake and record management","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"umaprasath/pharmacovigilance","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Pharmacovigilance case intake and record management"],"limitation":"Custom REST tool interface; model causality, risk and recommendations are not approved analytical methods.","url":"https://github.com/umaprasath/pharmacovigilance","primarySourceURLs":["https://raw.githubusercontent.com/umaprasath/pharmacovigilance/main/README.md","https://github.com/umaprasath/pharmacovigilance"],"id":"RWE-3755","relevance":{"id":"RWE-3755","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Pharmacovigilance case intake and record management","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/umaprasath/pharmacovigilance/main/README.md","https://github.com/umaprasath/pharmacovigilance"],"reviewGroup":"health-product-and-safety-data"}},{"name":"sineai-samuelkola/workflows","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Literature digest and spontaneous-report monitoring workflow","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sineai-samuelkola/workflows","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature digest and spontaneous-report monitoring workflow"],"limitation":"Consolidate underlying service adapters; report signals are not causal risks, and interaction workflow is outside approved capabilities.","url":"https://github.com/sineai-samuelkola/workflows","primarySourceURLs":["https://raw.githubusercontent.com/sineai-samuelkola/workflows/main/README.md","https://github.com/sineai-samuelkola/workflows"],"id":"RWE-3756","relevance":{"id":"RWE-3756","decision":"Core","rationale":"Retain the documented evidence function: Literature digest and spontaneous-report monitoring workflow Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature digest and spontaneous-report monitoring workflow","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sineai-samuelkola/workflows","https://raw.githubusercontent.com/sineai-samuelkola/workflows/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rokitharjunraj/pharmacovigilanceagent","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"Pharmacovigilance evidence retrieval and hypothesis follow-up","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rokitharjunraj/pharmacovigilanceagent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Pharmacovigilance evidence retrieval and hypothesis follow-up"],"limitation":"Aggregate spontaneous-report disproportionality is not incidence or causality; temporal detection and formal MedDRA grouping remain limitations. MCP is future work.","url":"https://github.com/rokitharjunraj/pharmacovigilanceagent","primarySourceURLs":["https://raw.githubusercontent.com/RokithArjunraj/PharmacovigilanceAgent/main/README.md","https://github.com/RokithArjunraj/PharmacovigilanceAgent"],"id":"RWE-3757","relevance":{"id":"RWE-3757","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Pharmacovigilance evidence retrieval and hypothesis follow-up","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/RokithArjunraj/PharmacovigilanceAgent/main/README.md","https://github.com/RokithArjunraj/PharmacovigilanceAgent"],"reviewGroup":"health-product-and-safety-data"}},{"name":"abhijeetk-incub/ai-pharmacovigilance","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"Synthetic/reference pharmacovigilance case-management workflow","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"abhijeetk-incub/ai-pharmacovigilance","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Synthetic/reference pharmacovigilance case-management workflow"],"limitation":"Not validated GxP; mock email provider and unresolved security work prohibit treating it as production case processing.","url":"https://github.com/abhijeetk-incub/ai-pharmacovigilance","primarySourceURLs":["https://raw.githubusercontent.com/abhijeetk-incub/AI-pharmacovigilance/Develop/README.md","https://github.com/abhijeetk-incub/AI-pharmacovigilance"],"id":"RWE-3758","relevance":{"id":"RWE-3758","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Synthetic/reference pharmacovigilance case-management workflow","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/abhijeetk-incub/AI-pharmacovigilance/Develop/README.md","https://github.com/abhijeetk-incub/AI-pharmacovigilance"],"reviewGroup":"health-product-and-safety-data"}},{"name":"jawakaradith/clinical-ae-intelligence","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Spontaneous-report evidence navigation and review queue","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jawakaradith/clinical-ae-intelligence","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Spontaneous-report evidence navigation and review queue"],"limitation":"Excluded capabilities: PRR-only signal grades, automatic expedited-report flags and regulatory recommendations; NLI gates do not prevent all hallucinations.","url":"https://github.com/jawakaradith/clinical-ae-intelligence","primarySourceURLs":["https://raw.githubusercontent.com/JawakarAdith/clinical-ae-intelligence/main/README.md","https://github.com/JawakarAdith/clinical-ae-intelligence"],"id":"RWE-3759","relevance":{"id":"RWE-3759","decision":"Core","rationale":"Retain the documented evidence function: Spontaneous-report evidence navigation and review queue Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Spontaneous-report evidence navigation and review queue","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jawakaradith/clinical-ae-intelligence","https://raw.githubusercontent.com/JawakarAdith/clinical-ae-intelligence/main/README.md","https://github.com/JawakarAdith/clinical-ae-intelligence"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"arupsarkar/clinical-sentinel","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"Adverse-event case intake and review workflow","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arupsarkar/clinical-sentinel","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Adverse-event case intake and review workflow"],"limitation":"Architecture demonstration, not GxP validation; MCP status is in progress and no automatic regulatory submission approved.","url":"https://github.com/arupsarkar/clinical-sentinel","primarySourceURLs":["https://raw.githubusercontent.com/arupsarkar/clinical-sentinel/main/README.md","https://github.com/arupsarkar/clinical-sentinel"],"id":"RWE-3760","relevance":{"id":"RWE-3760","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Adverse-event case intake and review workflow","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/arupsarkar/clinical-sentinel/main/README.md","https://github.com/arupsarkar/clinical-sentinel"],"reviewGroup":"health-product-and-safety-data"}},{"name":"theadityamittal/pharmacovigil","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"Adverse-event record investigation and report drafting","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"theadityamittal/pharmacovigil","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Adverse-event record investigation and report drafting"],"limitation":"Demo bundles and work-in-progress agent migration; Naranjo scoring and clinical judgments require qualified review, not causal proof.","url":"https://github.com/theadityamittal/pharmacovigil","primarySourceURLs":["https://raw.githubusercontent.com/theadityamittal/pharmacovigil/main/README.md","https://github.com/theadityamittal/pharmacovigil"],"id":"RWE-3761","relevance":{"id":"RWE-3761","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Adverse-event record investigation and report drafting","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/theadityamittal/pharmacovigil/main/README.md","https://github.com/theadityamittal/pharmacovigil"],"reviewGroup":"health-product-and-safety-data"}},{"name":"geethaponugoti/fda-adverse-events-pipeline","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"Pharmacovigilance data ingestion and pipeline-quality workflow","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"geethaponugoti/fda-adverse-events-pipeline","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Pharmacovigilance data ingestion and pipeline-quality workflow"],"limitation":"Infrastructure quality does not establish report completeness, causal safety conclusions or GxP validation.","url":"https://github.com/geethaponugoti/fda-adverse-events-pipeline","primarySourceURLs":["https://raw.githubusercontent.com/geethaponugoti/fda-adverse-events-pipeline/main/README.md","https://github.com/geethaponugoti/fda-adverse-events-pipeline"],"id":"RWE-3762","relevance":{"id":"RWE-3762","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Pharmacovigilance data ingestion and pipeline-quality workflow","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/geethaponugoti/fda-adverse-events-pipeline/main/README.md","https://github.com/geethaponugoti/fda-adverse-events-pipeline"],"reviewGroup":"health-product-and-safety-data"}},{"name":"kartik815/clinicamind","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Clinical document structuring and biomedical literature retrieval","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kartik815/clinicamind","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Clinical document structuring and biomedical literature retrieval"],"limitation":"FHIR-like output is not FHIR conformance; clinical warnings and differential diagnoses are not validated.","url":"https://github.com/kartik815/clinicamind","primarySourceURLs":["https://raw.githubusercontent.com/kartik815/ClinicaMind/main/README.md","https://github.com/kartik815/ClinicaMind"],"id":"RWE-3764","relevance":{"id":"RWE-3764","decision":"Core","rationale":"Retain the documented evidence function: Clinical document structuring and biomedical literature retrieval Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinical document structuring and biomedical literature retrieval","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kartik815/clinicamind","https://raw.githubusercontent.com/kartik815/ClinicaMind/main/README.md","https://github.com/kartik815/ClinicaMind"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"roshtarg-cpu/fda-drug-recall-scraper","kind":"MCP component","category":"Regulatory & Product Data","summary":"FDA drug recall data retrieval","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"roshtarg-cpu/fda-drug-recall-scraper","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["FDA drug recall data retrieval"],"limitation":"Recall records reflect enforcement reporting; completeness/freshness depend on openFDA and hosted actor.","url":"https://github.com/roshtarg-cpu/fda-drug-recall-scraper","primarySourceURLs":["https://raw.githubusercontent.com/roshtarg-cpu/fda-drug-recall-scraper/master/README.md","https://github.com/roshtarg-cpu/fda-drug-recall-scraper"],"id":"RWE-3765","relevance":{"id":"RWE-3765","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"FDA drug recall data retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/roshtarg-cpu/fda-drug-recall-scraper/master/README.md","https://github.com/roshtarg-cpu/fda-drug-recall-scraper"],"reviewGroup":"health-product-and-safety-data"}},{"name":"gusmar-gcc/cdss","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Clinical record and laboratory data retrieval","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gusmar-gcc/cdss","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Clinical record and laboratory data retrieval"],"limitation":"Drug-safety, renal-risk, coverage and regulatory-compliance claims are outside reviewed capabilities.","url":"https://github.com/gusmar-gcc/cdss","primarySourceURLs":["https://raw.githubusercontent.com/gusmar-gcc/cdss/main/README.md","https://github.com/gusmar-gcc/cdss"],"id":"RWE-3767","relevance":{"id":"RWE-3767","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Clinical record and laboratory data retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gusmar-gcc/cdss/main/README.md","https://github.com/gusmar-gcc/cdss"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"esstwo/medsafe","kind":"MCP component","category":"OMOP & terminology","summary":"Drug terminology and FDA evidence retrieval","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"esstwo/medsafe","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Drug terminology and FDA evidence retrieval"],"limitation":"Symptom attribution and pairwise interaction recommendations are not validated by source citations alone; require clinical verification.","url":"https://github.com/esstwo/medsafe","primarySourceURLs":["https://raw.githubusercontent.com/esstwo/medsafe/main/README.md","https://github.com/esstwo/medsafe"],"id":"RWE-3768","relevance":{"id":"RWE-3768","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Drug terminology and FDA evidence retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/esstwo/medsafe/main/README.md","https://github.com/esstwo/medsafe"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sivachandraramanaiduk/clinicmind_ai_multiagent","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Guideline retrieval and synthetic FHIR context","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sivachandraramanaiduk/clinicmind_ai_multiagent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Guideline retrieval and synthetic FHIR context"],"limitation":"Mock patients; guideline similarity retrieval and model routing do not validate dosing or interaction advice.","url":"https://github.com/sivachandraramanaiduk/clinicmind_ai_multiagent","primarySourceURLs":["https://raw.githubusercontent.com/SivaChandraRamaNaiduK/ClinicMind_AI_Multiagent/main/README.md","https://github.com/SivaChandraRamaNaiduK/ClinicMind_AI_Multiagent"],"id":"RWE-3769","relevance":{"id":"RWE-3769","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Guideline retrieval and synthetic FHIR context","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SivaChandraRamaNaiduK/ClinicMind_AI_Multiagent/main/README.md","https://github.com/SivaChandraRamaNaiduK/ClinicMind_AI_Multiagent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"soulplayer23/medicortex-ai-2.0","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Biomedical literature and clinical-document retrieval","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"soulplayer23/medicortex-ai-2.0","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical literature and clinical-document retrieval"],"limitation":"Diagnostic, imaging and dosing claims are not validated; redaction rules alone do not establish HIPAA compliance or zero disclosure.","url":"https://github.com/soulplayer23/medicortex-ai-2.0","primarySourceURLs":["https://raw.githubusercontent.com/SoulPlayer23/MediCortex-AI-2.0/main/README.md","https://github.com/SoulPlayer23/MediCortex-AI-2.0"],"id":"RWE-3770","relevance":{"id":"RWE-3770","decision":"Core","rationale":"Retain the documented evidence function: Biomedical literature and clinical-document retrieval Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biomedical literature and clinical-document retrieval","evidenceLevel":"published-card","evidenceRefs":["https://github.com/soulplayer23/medicortex-ai-2.0","https://raw.githubusercontent.com/SoulPlayer23/MediCortex-AI-2.0/main/README.md","https://github.com/SoulPlayer23/MediCortex-AI-2.0"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jknoll/clinical-trial-copilot","kind":"Research tool","category":"Trials & Study Design","summary":"Clinical-trial discovery and information navigation","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jknoll/clinical-trial-copilot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical-trial discovery and information navigation"],"limitation":"Explicitly MCP-style functions, not a true MCP server; suggested matches do not establish eligibility or medical suitability.","url":"https://github.com/jknoll/clinical-trial-copilot","primarySourceURLs":["https://raw.githubusercontent.com/jknoll/clinical-trial-copilot/master/README.md","https://github.com/jknoll/clinical-trial-copilot"],"id":"RWE-3771","relevance":{"id":"RWE-3771","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Clinical-trial discovery and information navigation","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jknoll/clinical-trial-copilot/master/README.md","https://github.com/jknoll/clinical-trial-copilot"],"reviewGroup":"clinical-trial-workflow"}},{"name":"yigitcankzl/clinica-core","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Clinical record, medication history and public drug-data retrieval","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yigitcankzl/clinica-core","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Clinical record, medication history and public drug-data retrieval"],"limitation":"Conflicting 53/72-tool counts; clinical pattern, triage, prescribing and pharmacogenomic advice not validated in this review.","url":"https://github.com/yigitcankzl/clinica-core","primarySourceURLs":["https://raw.githubusercontent.com/yigitcankzl/Clinica-Core/main/README.md","https://github.com/yigitcankzl/Clinica-Core"],"id":"RWE-3772","relevance":{"id":"RWE-3772","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Clinical record, medication history and public drug-data retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/yigitcankzl/Clinica-Core/main/README.md","https://github.com/yigitcankzl/Clinica-Core"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"seoplanotx/firstlight","kind":"MCP component","category":"RWE Data & Analytics","summary":"Oncology evidence monitoring and local finding retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"seoplanotx/firstlight","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Oncology evidence monitoring and local finding retrieval"],"limitation":"Formerly OncoWatch; findings require source/clinician review and do not determine treatment or trial eligibility.","url":"https://github.com/seoplanotx/firstlight","primarySourceURLs":["https://raw.githubusercontent.com/seoplanotx/firstlight/main/README.md","https://github.com/seoplanotx/firstlight"],"id":"RWE-3773","relevance":{"id":"RWE-3773","decision":"Core","rationale":"Oncology evidence monitoring and local finding retrieval. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Oncology evidence monitoring and local finding retrieval Limits: Formerly OncoWatch; findings require source/clinician review and do not determine treatment or trial eligibility.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/seoplanotx/firstlight/main/README.md","https://github.com/seoplanotx/firstlight"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"sehyeony0518/lunit-hackathon-l2-harness","kind":"MCP component","category":"RWE Data & Analytics","summary":"Clinical evidence-retrieval orchestration and provenance","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sehyeony0518/lunit-hackathon-l2-harness","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical evidence-retrieval orchestration and provenance"],"limitation":"Depends on organizer tools and model access; clinical judgments and benchmark generalizability are not independently validated.","url":"https://github.com/sehyeony0518/lunit-hackathon-l2-harness","primarySourceURLs":["https://raw.githubusercontent.com/sehyeony0518/lunit-hackathon-l2-harness/main/README.md","https://github.com/sehyeony0518/lunit-hackathon-l2-harness"],"id":"RWE-3774","relevance":{"id":"RWE-3774","decision":"Core","rationale":"Clinical evidence-retrieval orchestration and provenance. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Clinical evidence-retrieval orchestration and provenance Limits: Depends on organizer tools and model access; clinical judgments and benchmark generalizability are not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sehyeony0518/lunit-hackathon-l2-harness/main/README.md","https://github.com/sehyeony0518/lunit-hackathon-l2-harness"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"promtengineer/clinical_trial_tracker","kind":"MCP component","category":"Trials & Study Design","summary":"Clinical-trial monitoring and watchlist workflow","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"promtengineer/clinical_trial_tracker","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical-trial monitoring and watchlist workflow"],"limitation":"External Sheets/Gmail/Linear access requires authorization; status changes are registry updates, not verified recruitment or clinical results.","url":"https://github.com/promtengineer/clinical_trial_tracker","primarySourceURLs":["https://raw.githubusercontent.com/PromtEngineer/clinical_trial_tracker/main/README.md","https://github.com/PromtEngineer/clinical_trial_tracker"],"id":"RWE-3775","relevance":{"id":"RWE-3775","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Clinical-trial monitoring and watchlist workflow","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/PromtEngineer/clinical_trial_tracker/main/README.md","https://github.com/PromtEngineer/clinical_trial_tracker"],"reviewGroup":"clinical-trial-workflow"}},{"name":"prithvi-ra-j/clinical-oracle","kind":"Research tool","category":"RWE Data & Analytics","summary":"Spontaneous-report retrieval for medication combinations","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"prithvi-ra-j/clinical-oracle","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Spontaneous-report retrieval for medication combinations"],"limitation":"Eligibility excludes RAG risk tiers and patient amplifiers; report co-occurrence does not quantify interaction risk or causality.","url":"https://github.com/prithvi-ra-j/clinical-oracle","primarySourceURLs":["https://raw.githubusercontent.com/Prithvi-ra-j/clinical-oracle/main/README.md","https://github.com/Prithvi-ra-j/clinical-oracle"],"id":"RWE-3776","relevance":{"id":"RWE-3776","decision":"Core","rationale":"Spontaneous-report retrieval for medication combinations. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Spontaneous-report retrieval for medication combinations Limits: Eligibility excludes RAG risk tiers and patient amplifiers; report co-occurrence does not quantify interaction risk or causality.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Prithvi-ra-j/clinical-oracle/main/README.md","https://github.com/Prithvi-ra-j/clinical-oracle"],"reviewGroup":"health-data-reference-access"}},{"name":"rashmi2307/meditrace","kind":"Research tool","category":"OMOP & terminology","summary":"Drug terminology and source-information retrieval","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rashmi2307/meditrace","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Drug terminology and source-information retrieval"],"limitation":"Medical interpretations and risk recommendations remain unvalidated.","url":"https://github.com/rashmi2307/meditrace","primarySourceURLs":["https://raw.githubusercontent.com/rashmi2307/MediTrace/main/README.md","https://github.com/rashmi2307/MediTrace"],"id":"RWE-3777","relevance":{"id":"RWE-3777","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Drug terminology and source-information retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rashmi2307/MediTrace/main/README.md","https://github.com/rashmi2307/MediTrace"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"shivakrishna1872-lgtm/healthmind","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"FHIR context extraction and spontaneous-report retrieval","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shivakrishna1872-lgtm/healthmind","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR context extraction and spontaneous-report retrieval"],"limitation":"The drug_interaction name overstates co-report data; safety rules and prescribing recommendations are outside approved scope.","url":"https://github.com/shivakrishna1872-lgtm/healthmind","primarySourceURLs":["https://raw.githubusercontent.com/shivakrishna1872-lgtm/HealthMind/main/README.md","https://github.com/shivakrishna1872-lgtm/HealthMind"],"id":"RWE-3779","relevance":{"id":"RWE-3779","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR context extraction and spontaneous-report retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/shivakrishna1872-lgtm/HealthMind/main/README.md","https://github.com/shivakrishna1872-lgtm/HealthMind"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"livefire2015/clinical-trial-chat","kind":"MCP component","category":"Trials & Study Design","summary":"Clinical-trial record and external evidence querying","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"livefire2015/clinical-trial-chat","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical-trial record and external evidence querying"],"limitation":"Generated summaries/statistics require validation; security and production claims not independently tested.","url":"https://github.com/livefire2015/clinical-trial-chat","primarySourceURLs":["https://raw.githubusercontent.com/livefire2015/clinical-trial-chat/master/README.md","https://github.com/livefire2015/clinical-trial-chat"],"id":"RWE-3780","relevance":{"id":"RWE-3780","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Clinical-trial record and external evidence querying","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/livefire2015/clinical-trial-chat/master/README.md","https://github.com/livefire2015/clinical-trial-chat"],"reviewGroup":"clinical-trial-workflow"}},{"name":"utsavsharma1990/pharma-intelligence-ai","kind":"MCP component","category":"Trials & Study Design","summary":"Trial-registry evidence retrieval and summaries","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"utsavsharma1990/pharma-intelligence-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Trial-registry evidence retrieval and summaries"],"limitation":"Echo mode returns canned answers; retrieval and citations do not guarantee factual correctness or valid cross-trial comparisons.","url":"https://github.com/utsavsharma1990/pharma-intelligence-ai","primarySourceURLs":["https://raw.githubusercontent.com/utsavsharma1990/pharma-intelligence-ai/main/README.md","https://github.com/utsavsharma1990/pharma-intelligence-ai"],"id":"RWE-3781","relevance":{"id":"RWE-3781","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Trial-registry evidence retrieval and summaries","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/utsavsharma1990/pharma-intelligence-ai/main/README.md","https://github.com/utsavsharma1990/pharma-intelligence-ai"],"reviewGroup":"clinical-trial-workflow"}},{"name":"will7142/clinical-trials-database-temp-august2026","kind":"MCP component","category":"Trials & Study Design","summary":"Trial-registry search and record access","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"will7142/clinical-trials-database-temp-august2026","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Trial-registry search and record access"],"limitation":"Gemini compatibility/version and production-grade claims are publisher-stated; trial data still require source verification.","url":"https://github.com/will7142/clinical-trials-database-temp-august2026","primarySourceURLs":["https://raw.githubusercontent.com/will7142/clinical-trials-database-temp-august2026/main/README.md","https://github.com/will7142/clinical-trials-database-temp-august2026"],"id":"RWE-3782","relevance":{"id":"RWE-3782","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Trial-registry search and record access","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/will7142/clinical-trials-database-temp-august2026/main/README.md","https://github.com/will7142/clinical-trials-database-temp-august2026"],"reviewGroup":"clinical-trial-workflow"}},{"name":"vidyasagar2405/clinical-trial-data-assistant","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"Clinical trial domain queries and descriptive adverse-event summaries with document connectors.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vidyasagar2405/clinical-trial-data-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Clinical trial domain queries and descriptive adverse-event summaries with document connectors."],"limitation":"flag_safety_signals counts adverse-event records; not disproportionality, causal safety signals or clinical validation.","url":"https://github.com/vidyasagar2405/clinical-trial-data-assistant","primarySourceURLs":["https://raw.githubusercontent.com/vidyasagar2405/clinical-trial-data-assistant/main/readme.md","https://github.com/vidyasagar2405/clinical-trial-data-assistant/blob/4d93ad8e318c2989067bb1f600bc6848de0febbf/readme.md","https://raw.githubusercontent.com/vidyasagar2405/clinical-trial-data-assistant/4d93ad8e318c2989067bb1f600bc6848de0febbf/tools/query_sdtm.py","https://raw.githubusercontent.com/vidyasagar2405/clinical-trial-data-assistant/4d93ad8e318c2989067bb1f600bc6848de0febbf/tools/flag_safety_signals.py","https://raw.githubusercontent.com/vidyasagar2405/clinical-trial-data-assistant/4d93ad8e318c2989067bb1f600bc6848de0febbf/mcp_client/client.py"],"id":"RWE-3783","relevance":{"id":"RWE-3783","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Clinical trial domain queries and descriptive adverse-event summaries with document connectors.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vidyasagar2405/clinical-trial-data-assistant/main/readme.md","https://github.com/vidyasagar2405/clinical-trial-data-assistant/blob/4d93ad8e318c2989067bb1f600bc6848de0febbf/readme.md","https://raw.githubusercontent.com/vidyasagar2405/clinical-trial-data-assistant/4d93ad8e318c2989067bb1f600bc6848de0febbf/tools/query_sdtm.py","https://raw.githubusercontent.com/vidyasagar2405/clinical-trial-data-assistant/4d93ad8e318c2989067bb1f600bc6848de0febbf/tools/flag_safety_signals.py","https://raw.githubusercontent.com/vidyasagar2405/clinical-trial-data-assistant/4d93ad8e318c2989067bb1f600bc6848de0febbf/mcp_client/client.py"],"reviewGroup":"clinical-trial-workflow"}},{"name":"lukashondrich/medgraph","kind":"Research tool","category":"Regulatory & Product Data","summary":"Clinical guideline, record and drug-label evidence retrieval","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lukashondrich/medgraph","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Clinical guideline, record and drug-label evidence retrieval"],"limitation":"FAERS co-reports and model-generated flags do not establish interactions or individual risks; regulated-domain infrastructure is not regulatory validation.","url":"https://github.com/lukashondrich/medgraph","primarySourceURLs":["https://raw.githubusercontent.com/lukashondrich/medgraph/main/README.md","https://github.com/lukashondrich/medgraph"],"id":"RWE-3785","relevance":{"id":"RWE-3785","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Clinical guideline, record and drug-label evidence retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/lukashondrich/medgraph/main/README.md","https://github.com/lukashondrich/medgraph"],"reviewGroup":"health-product-and-safety-data"}},{"name":"nivethaj14/pharma-content-generator","kind":"MCP component","category":"Trials & Study Design","summary":"Trial and regulatory-evidence retrieval and content drafting","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nivethaj14/pharma-content-generator","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Trial and regulatory-evidence retrieval and content drafting"],"limitation":"Depends on companion Snowflake datasets; human review/audit trails do not certify compliance or synthesized safety claims.","url":"https://github.com/nivethaj14/pharma-content-generator","primarySourceURLs":["https://raw.githubusercontent.com/nivethaj14/pharma-content-generator/main/README.md","https://github.com/nivethaj14/pharma-content-generator"],"id":"RWE-3786","relevance":{"id":"RWE-3786","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Trial and regulatory-evidence retrieval and content drafting","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nivethaj14/pharma-content-generator/main/README.md","https://github.com/nivethaj14/pharma-content-generator"],"reviewGroup":"clinical-trial-workflow"}},{"name":"zhangxiaoji124/biotech-patent-clinical-intelligence","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Trial/literature/bioactivity data retrieval and report scaffolding.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhangxiaoji124/biotech-patent-clinical-intelligence","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Trial/literature/bioactivity data retrieval and report scaffolding."],"limitation":"Truncated samples; top reactions are unsorted unique strings and top sponsors are not ranked. No comprehensive patent search or safety inference.","url":"https://github.com/zhangxiaoji124/biotech-patent-clinical-intelligence","primarySourceURLs":["https://raw.githubusercontent.com/zhangxiaoji124/biotech-patent-clinical-intelligence/main/README.md","https://github.com/zhangxiaoji124/biotech-patent-clinical-intelligence/blob/f912487fbd419ae310880ec046fd003f3ddb3a1d/README.md","https://github.com/zhangxiaoji124/biotech-patent-clinical-intelligence/blob/f912487fbd419ae310880ec046fd003f3ddb3a1d/SKILL.md","https://raw.githubusercontent.com/zhangxiaoji124/biotech-patent-clinical-intelligence/f912487fbd419ae310880ec046fd003f3ddb3a1d/scripts/fetch_clinical_data.py","https://github.com/zhangxiaoji124/biotech-patent-clinical-intelligence"],"id":"RWE-3789","relevance":{"id":"RWE-3789","decision":"Core","rationale":"Retain the documented evidence function: Clinical-trial and scholarly literature retrieval only; bioactivity and patent/commercial intelligence excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinical-trial and scholarly literature retrieval only; bioactivity and patent/commercial intelligence excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zhangxiaoji124/biotech-patent-clinical-intelligence","https://raw.githubusercontent.com/zhangxiaoji124/biotech-patent-clinical-intelligence/main/README.md","https://github.com/zhangxiaoji124/biotech-patent-clinical-intelligence/blob/f912487fbd419ae310880ec046fd003f3ddb3a1d/README.md","https://github.com/zhangxiaoji124/biotech-patent-clinical-intelligence/blob/f912487fbd419ae310880ec046fd003f3ddb3a1d/SKILL.md","https://raw.githubusercontent.com/zhangxiaoji124/biotech-patent-clinical-intelligence/f912487fbd419ae310880ec046fd003f3ddb3a1d/scripts/fetch_clinical_data.py"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hh-health-ai/clinical-catalysts","kind":"Research tool","category":"Trials & Study Design","summary":"Clinical research evidence briefs and trial-change monitoring","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hh-health-ai/clinical-catalysts","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical research evidence briefs and trial-change monitoring"],"limitation":"Investment framing does not validate scientific conclusions, regulatory predictions or financial returns.","url":"https://github.com/hh-health-ai/clinical-catalysts","primarySourceURLs":["https://raw.githubusercontent.com/hh-health-AI/clinical-catalysts/main/README.md","https://github.com/hh-health-AI/clinical-catalysts"],"id":"RWE-3790","relevance":{"id":"RWE-3790","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Clinical research evidence briefs and trial-change monitoring","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hh-health-AI/clinical-catalysts/main/README.md","https://github.com/hh-health-AI/clinical-catalysts"],"reviewGroup":"clinical-trial-workflow"}},{"name":"josephardev/clinicaledge","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Biomedical literature, target/drug and FDA evidence retrieval","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"josephardev/clinicaledge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical literature, target/drug and FDA evidence retrieval"],"limitation":"Abstract-only PubMed and regex extraction constrain evidence coverage; ChEMBL and financial data are roadmap items.","url":"https://github.com/josephardev/clinicaledge","primarySourceURLs":["https://raw.githubusercontent.com/JosepharDev/ClinicalEdge/main/README.md","https://github.com/JosepharDev/ClinicalEdge"],"id":"RWE-3791","relevance":{"id":"RWE-3791","decision":"Core","rationale":"Retain the documented evidence function: PubMed and FDA evidence retrieval only; molecular target/drug discovery excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed and FDA evidence retrieval only; molecular target/drug discovery excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/josephardev/clinicaledge","https://raw.githubusercontent.com/JosepharDev/ClinicalEdge/main/README.md","https://github.com/JosepharDev/ClinicalEdge"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yassenshopov/pharmacopeia-api","kind":"MCP component","category":"RWE Data & Analytics","summary":"Medication reference data retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yassenshopov/pharmacopeia-api","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medication reference data retrieval"],"limitation":"Default static seed differs from full configured catalog; schema validation is not clinical correctness or freshness verification.","url":"https://github.com/yassenshopov/pharmacopeia-api","primarySourceURLs":["https://raw.githubusercontent.com/yassenshopov/pharmacopeia-api/master/README.md","https://github.com/yassenshopov/pharmacopeia-api"],"id":"RWE-3792","relevance":{"id":"RWE-3792","decision":"Core","rationale":"Medication reference data retrieval. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Medication reference data retrieval Limits: Default static seed differs from full configured catalog; schema validation is not clinical correctness or freshness verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/yassenshopov/pharmacopeia-api/master/README.md","https://github.com/yassenshopov/pharmacopeia-api"],"reviewGroup":"health-data-reference-access"}},{"name":"veronicas-world/whel","kind":"MCP component","category":"RWE Data & Analytics","summary":"Women's-health drug-repurposing evidence navigation","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"veronicas-world/whel","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Women's-health drug-repurposing evidence navigation"],"limitation":"Frozen pipeline, small quoted-source frame, reviews and community reports limit coverage; grades/ranks are not efficacy or treatment recommendations.","url":"https://github.com/veronicas-world/whel","primarySourceURLs":["https://raw.githubusercontent.com/veronicas-world/WHEL/main/README.md","https://github.com/veronicas-world/WHEL"],"id":"RWE-3793","relevance":{"id":"RWE-3793","decision":"Core","rationale":"Women's-health drug-repurposing evidence navigation. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Women's-health drug-repurposing evidence navigation Limits: Frozen pipeline, small quoted-source frame, reviews and community reports limit coverage; grades/ranks are not efficacy or treatment recommendations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/veronicas-world/WHEL/main/README.md","https://github.com/veronicas-world/WHEL"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"nirbhay221/proveracus","kind":"Research tool","category":"RWE Data & Analytics","summary":"Research provenance/dependency exploration and public safety-record monitoring","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nirbhay221/proveracus","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Research provenance/dependency exploration and public safety-record monitoring"],"limitation":"Graph connections and cross-signal hypotheses do not establish shared root causes or causal risks.","url":"https://github.com/nirbhay221/proveracus","primarySourceURLs":["https://raw.githubusercontent.com/nirbhay221/proveracus/main/README.md","https://github.com/nirbhay221/proveracus"],"id":"RWE-3794","relevance":{"id":"RWE-3794","decision":"Core","rationale":"Research provenance/dependency exploration and public safety-record monitoring. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Research provenance/dependency exploration and public safety-record monitoring Limits: Graph connections and cross-signal hypotheses do not establish shared root causes or causal risks.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nirbhay221/proveracus/main/README.md","https://github.com/nirbhay221/proveracus"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"teycir/arxivexplorer","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Scholarly article discovery and summary retrieval","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"teycir/arxivexplorer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly article discovery and summary retrieval"],"limitation":"Not an MCP implementation; generated limitations/contributions require source review.","url":"https://github.com/teycir/arxivexplorer","primarySourceURLs":["https://raw.githubusercontent.com/Teycir/ArxivExplorer/master/README.md","https://github.com/Teycir/ArxivExplorer"],"id":"RWE-3795","relevance":{"id":"RWE-3795","decision":"Core","rationale":"Retain the documented evidence function: Scholarly article discovery and summary retrieval Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly article discovery and summary retrieval","evidenceLevel":"published-card","evidenceRefs":["https://github.com/teycir/arxivexplorer","https://raw.githubusercontent.com/Teycir/ArxivExplorer/master/README.md","https://github.com/Teycir/ArxivExplorer"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jonasheinickebio/pyeuropepmc","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Biomedical literature retrieval and extraction","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jonasheinickebio/pyeuropepmc","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical literature retrieval and extraction"],"limitation":"Publisher coverage/performance claims not independently tested; full-text availability depends on source rights.","url":"https://github.com/jonasheinickebio/pyeuropepmc","primarySourceURLs":["https://raw.githubusercontent.com/JonasHeinickeBio/pyEuropePMC/main/README.md","https://github.com/JonasHeinickeBio/pyEuropePMC"],"id":"RWE-3796","relevance":{"id":"RWE-3796","decision":"Core","rationale":"Retain the documented evidence function: Biomedical literature retrieval and extraction Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biomedical literature retrieval and extraction","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jonasheinickebio/pyeuropepmc","https://raw.githubusercontent.com/JonasHeinickeBio/pyEuropePMC/main/README.md","https://github.com/JonasHeinickeBio/pyEuropePMC"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fyipedia/drugfyi","kind":"MCP component","category":"RWE Data & Analytics","summary":"Drug reference and pharmacology information retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fyipedia/drugfyi","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Drug reference and pharmacology information retrieval"],"limitation":"Provider interaction and side-effect content requires source verification; not validated patient-specific safety advice.","url":"https://github.com/fyipedia/drugfyi","primarySourceURLs":["https://raw.githubusercontent.com/fyipedia/drugfyi/main/README.md","https://github.com/fyipedia/drugfyi"],"id":"RWE-3797","relevance":{"id":"RWE-3797","decision":"Core","rationale":"Drug reference and pharmacology information retrieval. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Drug reference and pharmacology information retrieval Limits: Provider interaction and side-effect content requires source verification; not validated patient-specific safety advice.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/fyipedia/drugfyi/main/README.md","https://github.com/fyipedia/drugfyi"],"reviewGroup":"health-data-reference-access"}},{"name":"urschrei/pyzotero","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Reference-library management and scholarly metadata retrieval","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"urschrei/pyzotero","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Reference-library management and scholarly metadata retrieval"],"limitation":"Local Zotero/API version and authorization requirements apply; library records and citations do not establish evidence quality.","url":"https://github.com/urschrei/pyzotero","primarySourceURLs":["https://raw.githubusercontent.com/urschrei/pyzotero/main/README.md","https://github.com/urschrei/pyzotero"],"id":"RWE-3799","relevance":{"id":"RWE-3799","decision":"Core","rationale":"Retain the documented evidence function: Reference-library management and scholarly metadata retrieval Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reference-library management and scholarly metadata retrieval","evidenceLevel":"published-card","evidenceRefs":["https://github.com/urschrei/pyzotero","https://raw.githubusercontent.com/urschrei/pyzotero/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"amrutkulk/inquiremed","kind":"Research tool","category":"RWE Data & Analytics","summary":"Local biomedical corpus retrieval and source-linked answers","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"amrutkulk/inquiremed","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Local biomedical corpus retrieval and source-linked answers"],"limitation":"Prototype corpus, not live/full-source coverage; MCP is planned and incorrectly equated with output-schema enforcement.","url":"https://github.com/amrutkulk/inquiremed","primarySourceURLs":["https://raw.githubusercontent.com/amrutkulk/InquireMed/main/README.md","https://github.com/amrutkulk/InquireMed"],"id":"RWE-3803","relevance":{"id":"RWE-3803","decision":"Core","rationale":"Local biomedical corpus retrieval and source-linked answers. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Local biomedical corpus retrieval and source-linked answers Limits: Prototype corpus, not live/full-source coverage; MCP is planned and incorrectly equated with output-schema enforcement.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/amrutkulk/InquireMed/main/README.md","https://github.com/amrutkulk/InquireMed"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"ganaaduvva/medifitmate","kind":"MCP component","category":"Public health & surveillance","summary":"Biomedical reference and public-health data retrieval through chat","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ganaaduvva/medifitmate","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Biomedical reference and public-health data retrieval through chat"],"limitation":"Interaction checks, nutritional estimates and personalized recommendations are not validated; service integration and source access require configuration.","url":"https://github.com/ganaaduvva/medifitmate","primarySourceURLs":["https://raw.githubusercontent.com/ganaaduvva/MediFitMate/main/README.md","https://github.com/ganaaduvva/MediFitMate"],"id":"RWE-3804","relevance":{"id":"RWE-3804","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Biomedical reference and public-health data retrieval through chat","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ganaaduvva/MediFitMate/main/README.md","https://github.com/ganaaduvva/MediFitMate"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"hilo-hilo/trialscope-ai","kind":"MCP component","category":"Trials & Study Design","summary":"Trial-registry discovery and protocol-context retrieval","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hilo-hilo/trialscope-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Trial-registry discovery and protocol-context retrieval"],"limitation":"Predicted trial success, FDA-alignment and USDM-readiness claims are not validated; generated protocols require methodological review.","url":"https://github.com/hilo-hilo/trialscope-ai","primarySourceURLs":["https://raw.githubusercontent.com/Hilo-Hilo/Trialscope-AI/main/README.md","https://github.com/Hilo-Hilo/Trialscope-AI"],"id":"RWE-3805","relevance":{"id":"RWE-3805","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Trial-registry discovery and protocol-context retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Hilo-Hilo/Trialscope-AI/main/README.md","https://github.com/Hilo-Hilo/Trialscope-AI"],"reviewGroup":"clinical-trial-workflow"}},{"name":"danieltr00/medical_assistant","kind":"Research tool","category":"Regulatory & Product Data","summary":"Drug-label search and section retrieval","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"danieltr00/medical_assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Drug-label search and section retrieval"],"limitation":"Label presence does not prove efficacy for a queried symptom or support personalized treatment.","url":"https://github.com/danieltr00/medical_assistant","primarySourceURLs":["https://raw.githubusercontent.com/danielTr00/medical_assistant/main/README.md","https://github.com/danielTr00/medical_assistant"],"id":"RWE-3806","relevance":{"id":"RWE-3806","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Drug-label search and section retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/danielTr00/medical_assistant/main/README.md","https://github.com/danielTr00/medical_assistant"],"reviewGroup":"health-product-and-safety-data"}},{"name":"hameed556/healthlang-ai-mvp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medical-source retrieval and cited summaries","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hameed556/healthlang-ai-mvp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical-source retrieval and cited summaries"],"limitation":"Custom HTTP interface and external service dependency; fallbacks/citations do not certify clinical accuracy.","url":"https://github.com/hameed556/healthlang-ai-mvp","primarySourceURLs":["https://raw.githubusercontent.com/Hameed556/Healthlang-ai-mvp/main/README.md","https://github.com/Hameed556/Healthlang-ai-mvp"],"id":"RWE-3807","relevance":{"id":"RWE-3807","decision":"Core","rationale":"Medical-source retrieval and cited summaries. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Medical-source retrieval and cited summaries Limits: Custom HTTP interface and external service dependency; fallbacks/citations do not certify clinical accuracy.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Hameed556/Healthlang-ai-mvp/main/README.md","https://github.com/Hameed556/Healthlang-ai-mvp"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"oluwafemidiakhoa/medicalcopilot-ai","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Medical literature and guideline discovery","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"oluwafemidiakhoa/medicalcopilot-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medical literature and guideline discovery"],"limitation":"No validated diagnostic, dosing, risk or confidence capability; source-site targeting is not licensed full-text access or clinical accuracy.","url":"https://github.com/oluwafemidiakhoa/medicalcopilot-ai","primarySourceURLs":["https://raw.githubusercontent.com/oluwafemidiakhoa/MedicalCopilot-AI/main/README.md","https://github.com/oluwafemidiakhoa/MedicalCopilot-AI"],"id":"RWE-3808","relevance":{"id":"RWE-3808","decision":"Core","rationale":"Retain the documented evidence function: Medical literature and guideline discovery Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Medical literature and guideline discovery","evidenceLevel":"published-card","evidenceRefs":["https://github.com/oluwafemidiakhoa/medicalcopilot-ai","https://raw.githubusercontent.com/oluwafemidiakhoa/MedicalCopilot-AI/main/README.md","https://github.com/oluwafemidiakhoa/MedicalCopilot-AI"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hkevin01/eeg-rag","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"EEG literature discovery and evidence synthesis","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hkevin01/eeg-rag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["EEG literature discovery and evidence synthesis"],"limitation":"Automatic systematic review, diagnosis matching and verified-answer speed claims are not independently validated.","url":"https://github.com/hkevin01/eeg-rag","primarySourceURLs":["https://raw.githubusercontent.com/hkevin01/eeg-rag/main/README.md","https://github.com/hkevin01/eeg-rag"],"id":"RWE-3809","relevance":{"id":"RWE-3809","decision":"Core","rationale":"Retain the documented evidence function: EEG literature discovery and evidence synthesis Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"EEG literature discovery and evidence synthesis","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hkevin01/eeg-rag","https://raw.githubusercontent.com/hkevin01/eeg-rag/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gerinsights/healthcare-compliance-vscode","kind":"MCP component","category":"RWE Data & Analytics","summary":"Healthcare reference lookup and data-structure quality checks","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gerinsights/healthcare-compliance-vscode","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Healthcare reference lookup and data-structure quality checks"],"limitation":"Pattern checks miss identifiers; no HIPAA/legal certification or approval of clinical calculators, and some coverage/law data are static.","url":"https://github.com/gerinsights/healthcare-compliance-vscode","primarySourceURLs":["https://raw.githubusercontent.com/gerinsights/healthcare-compliance-vscode/main/README.md","https://github.com/gerinsights/healthcare-compliance-vscode"],"id":"RWE-3810","relevance":{"id":"RWE-3810","decision":"Core","rationale":"Healthcare reference lookup and data-structure quality checks. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Healthcare reference lookup and data-structure quality checks Limits: Pattern checks miss identifiers; no HIPAA/legal certification or approval of clinical calculators, and some coverage/law data are static.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gerinsights/healthcare-compliance-vscode/main/README.md","https://github.com/gerinsights/healthcare-compliance-vscode"],"reviewGroup":"health-data-reference-access"}},{"name":"gxl-ai/paperclip","kind":"MCP component","category":"RWE Data & Analytics","summary":"Biomedical document search, reading and evidence workflow","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gxl-ai/paperclip","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Biomedical document search, reading and evidence workflow"],"limitation":"Consolidate existing service/adapter; model map/reduce outputs and upstream retrieval errors require verification.","url":"https://github.com/gxl-ai/paperclip","primarySourceURLs":["https://raw.githubusercontent.com/GXL-ai/paperclip/main/README.md","https://github.com/GXL-ai/paperclip"],"id":"RWE-3811","relevance":{"id":"RWE-3811","decision":"Core","rationale":"Biomedical document search, reading and evidence workflow. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Biomedical document search, reading and evidence workflow Limits: Consolidate existing service/adapter; model map/reduce outputs and upstream retrieval errors require verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/GXL-ai/paperclip/main/README.md","https://github.com/GXL-ai/paperclip"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"ayushdevani/pharmaceutical-intelligence-knowledge-report-system","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"PubChem, RxNorm, openFDA, trial, literature, ChEMBL and KEGG retrieval","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ayushdevani/pharmaceutical-intelligence-knowledge-report-system","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubChem, RxNorm, openFDA, trial, literature, ChEMBL and KEGG retrieval"],"limitation":"One project family; synthesized drug profiles and actionable insights are not clinically validated.","url":"https://github.com/ayushdevani/pharmaceutical-intelligence-knowledge-report-system","primarySourceURLs":["https://raw.githubusercontent.com/AYUSHDEVANI/Pharmaceutical-Intelligence-Knowledge-Report-System/master/README.md","https://github.com/AYUSHDEVANI/Pharmaceutical-Intelligence-Knowledge-Report-System"],"id":"RWE-3812","relevance":{"id":"RWE-3812","decision":"Core","rationale":"Retain the documented evidence function: RxNorm, openFDA, trial and scholarly literature retrieval only; molecular PubChem/ChEMBL/KEGG functions excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"RxNorm, openFDA, trial and scholarly literature retrieval only; molecular PubChem/ChEMBL/KEGG functions excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ayushdevani/pharmaceutical-intelligence-knowledge-report-system","https://raw.githubusercontent.com/AYUSHDEVANI/Pharmaceutical-Intelligence-Knowledge-Report-System/master/README.md","https://github.com/AYUSHDEVANI/Pharmaceutical-Intelligence-Knowledge-Report-System"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yanagi-0912/care","kind":"Research tool","category":"RWE Data & Analytics","summary":"Taiwan health-reference and medication-catalog navigation","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yanagi-0912/care","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Taiwan health-reference and medication-catalog navigation"],"limitation":"Runtime uses retained reference data; pill appearance is not sufficient for identification or prescribing.","url":"https://github.com/yanagi-0912/care","primarySourceURLs":["https://raw.githubusercontent.com/Yanagi-0912/CARE/main/README.md","https://github.com/Yanagi-0912/CARE"],"id":"RWE-3813","relevance":{"id":"RWE-3813","decision":"Core","rationale":"Taiwan health-reference and medication-catalog navigation. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Taiwan health-reference and medication-catalog navigation Limits: Runtime uses retained reference data; pill appearance is not sufficient for identification or prescribing.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Yanagi-0912/CARE/main/README.md","https://github.com/Yanagi-0912/CARE"],"reviewGroup":"health-data-reference-access"}},{"name":"fyipedia/pillfyi","kind":"MCP component","category":"RWE Data & Analytics","summary":"Medication reference and NDC data retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fyipedia/pillfyi","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medication reference and NDC data retrieval"],"limitation":"Visual pill/imprint matching is not definitive identification or authenticity verification.","url":"https://github.com/fyipedia/pillfyi","primarySourceURLs":["https://raw.githubusercontent.com/fyipedia/pillfyi/main/README.md","https://github.com/fyipedia/pillfyi"],"id":"RWE-3814","relevance":{"id":"RWE-3814","decision":"Core","rationale":"Medication reference and NDC data retrieval. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Medication reference and NDC data retrieval Limits: Visual pill/imprint matching is not definitive identification or authenticity verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/fyipedia/pillfyi/main/README.md","https://github.com/fyipedia/pillfyi"],"reviewGroup":"health-data-reference-access"}},{"name":"4180122/prediscope","kind":"MCP component","category":"RWE Data & Analytics","summary":"Medical-device submission evidence retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"4180122/prediscope","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical-device submission evidence retrieval"],"limitation":"Sampling and keyword filters constrain coverage; retrieved predicates do not establish regulatory equivalence or approval.","url":"https://github.com/4180122/prediscope","primarySourceURLs":["https://raw.githubusercontent.com/4180122/Prediscope/main/README.md","https://github.com/4180122/Prediscope"],"id":"RWE-3815","relevance":{"id":"RWE-3815","decision":"Core","rationale":"Medical-device submission evidence retrieval. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Medical-device submission evidence retrieval Limits: Sampling and keyword filters constrain coverage; retrieved predicates do not establish regulatory equivalence or approval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/4180122/Prediscope/main/README.md","https://github.com/4180122/Prediscope"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"fgwebdesign/medicoach","kind":"MCP component","category":"RWE Data & Analytics","summary":"Drug-reference retrieval and personal health-record access","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fgwebdesign/medicoach","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Drug-reference retrieval and personal health-record access"],"limitation":"Fallback JSON may be static; interaction checks and advice are not validated clinical capabilities.","url":"https://github.com/fgwebdesign/medicoach","primarySourceURLs":["https://raw.githubusercontent.com/fgwebdesign/medicoach/main/README.md","https://github.com/fgwebdesign/medicoach"],"id":"RWE-3817","relevance":{"id":"RWE-3817","decision":"Core","rationale":"Drug-reference retrieval and personal health-record access. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Drug-reference retrieval and personal health-record access Limits: Fallback JSON may be static; interaction checks and advice are not validated clinical capabilities.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/fgwebdesign/medicoach/main/README.md","https://github.com/fgwebdesign/medicoach"],"reviewGroup":"health-data-reference-access"}},{"name":"otunmartins/biologix-platform","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Biologics literature retrieval workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"otunmartins/biologix-platform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biologics literature retrieval workflow."],"limitation":"Only literature component approved; computational formulation/ADMET/excipient compliance not validated. Retrieval errors can appear as empty results.","url":"https://github.com/otunmartins/biologix-platform","primarySourceURLs":["https://raw.githubusercontent.com/otunmartins/biologix-platform/main/README.md","https://github.com/otunmartins/biologix-platform/blob/9d05e79581b079a80280816107b9401802575dcb/README.md","https://github.com/otunmartins/biologix-platform/blob/9d05e79581b079a80280816107b9401802575dcb/pyproject.toml","https://github.com/otunmartins/biologix-platform/blob/9d05e79581b079a80280816107b9401802575dcb/.venv-optuna/optuna/storages/_grpc/server.py","https://github.com/otunmartins/biologix-platform/blob/9d05e79581b079a80280816107b9401802575dcb/scripts/mcp_sleep_server.py"],"id":"RWE-3819","relevance":{"id":"RWE-3819","decision":"Core","rationale":"Retain the documented evidence function: Biologics literature retrieval workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biologics literature retrieval workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/otunmartins/biologix-platform","https://raw.githubusercontent.com/otunmartins/biologix-platform/main/README.md","https://github.com/otunmartins/biologix-platform/blob/9d05e79581b079a80280816107b9401802575dcb/README.md","https://github.com/otunmartins/biologix-platform/blob/9d05e79581b079a80280816107b9401802575dcb/pyproject.toml","https://github.com/otunmartins/biologix-platform/blob/9d05e79581b079a80280816107b9401802575dcb/.venv-optuna/optuna/storages/_grpc/server.py","https://github.com/otunmartins/biologix-platform/blob/9d05e79581b079a80280816107b9401802575dcb/scripts/mcp_sleep_server.py"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"akcodes23/pharma-v2","kind":"MCP component","category":"Trials & Study Design","summary":"Clinical-trial and regulatory data retrieval","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"akcodes23/pharma-v2","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical-trial and regulatory data retrieval"],"limitation":"Decision reports and grounding evaluators require human verification; finance/social branches are outside approved scope.","url":"https://github.com/akcodes23/pharma-v2","primarySourceURLs":["https://raw.githubusercontent.com/AkCodes23/Pharma-V2/main/README.md","https://github.com/AkCodes23/Pharma-V2"],"id":"RWE-3822","relevance":{"id":"RWE-3822","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Clinical-trial and regulatory data retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AkCodes23/Pharma-V2/main/README.md","https://github.com/AkCodes23/Pharma-V2"],"reviewGroup":"clinical-trial-workflow"}},{"name":"ninadhirani/clinicalbridge-health-project","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"FHIR patient-context retrieval","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ninadhirani/clinicalbridge-health-project","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR patient-context retrieval"],"limitation":"Discharge, interaction and code suggestions remain unvalidated; example records are synthetic.","url":"https://github.com/ninadhirani/clinicalbridge-health-project","primarySourceURLs":["https://raw.githubusercontent.com/NinadHirani/clinicalbridge-health-project/main/README.md","https://github.com/NinadHirani/clinicalbridge-health-project"],"id":"RWE-3823","relevance":{"id":"RWE-3823","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR patient-context retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/NinadHirani/clinicalbridge-health-project/main/README.md","https://github.com/NinadHirani/clinicalbridge-health-project"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"aymn74/sfda-pp-cli","kind":"MCP component","category":"Regulatory & Product Data","summary":"Saudi medicine and regulatory-record search","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aymn74/sfda-pp-cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Saudi medicine and regulatory-record search"],"limitation":"Local snapshots and registry source coverage constrain freshness; data retrieval is not regulatory or clinical advice.","url":"https://github.com/aymn74/sfda-pp-cli","primarySourceURLs":["https://raw.githubusercontent.com/Aymn74/sfda-pp-cli/main/README.md","https://github.com/Aymn74/sfda-pp-cli"],"id":"RWE-3824","relevance":{"id":"RWE-3824","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Saudi medicine and regulatory-record search","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Aymn74/sfda-pp-cli/main/README.md","https://github.com/Aymn74/sfda-pp-cli"],"reviewGroup":"health-product-and-safety-data"}},{"name":"fyipedia/nutrifyi","kind":"MCP component","category":"RWE Data & Analytics","summary":"Food composition and nutrient reference retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fyipedia/nutrifyi","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Food composition and nutrient reference retrieval"],"limitation":"Provider data/derived allowances do not measure individual intake or establish dietary treatment.","url":"https://github.com/fyipedia/nutrifyi","primarySourceURLs":["https://raw.githubusercontent.com/fyipedia/nutrifyi/main/README.md","https://github.com/fyipedia/nutrifyi"],"id":"RWE-3825","relevance":{"id":"RWE-3825","decision":"Core","rationale":"Food composition and nutrient reference retrieval. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Food composition and nutrient reference retrieval Limits: Provider data/derived allowances do not measure individual intake or establish dietary treatment.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/fyipedia/nutrifyi/main/README.md","https://github.com/fyipedia/nutrifyi"],"reviewGroup":"health-data-reference-access"}},{"name":"ykzeng-yale/evidence-grounded-clinical-chatbot","kind":"Research tool","category":"RWE Data & Analytics","summary":"Biomedical retrieval, reranking and evidence summaries","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ykzeng-yale/evidence-grounded-clinical-chatbot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Biomedical retrieval, reranking and evidence summaries"],"limitation":"Structured tool output does not guarantee correct claims; model confidence and citations require independent review.","url":"https://github.com/ykzeng-yale/evidence-grounded-clinical-chatbot","primarySourceURLs":["https://raw.githubusercontent.com/ykzeng-yale/Evidence-Grounded-Clinical-Chatbot/main/README.md","https://github.com/ykzeng-yale/Evidence-Grounded-Clinical-Chatbot"],"id":"RWE-3826","relevance":{"id":"RWE-3826","decision":"Core","rationale":"Biomedical retrieval, reranking and evidence summaries. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Biomedical retrieval, reranking and evidence summaries Limits: Structured tool output does not guarantee correct claims; model confidence and citations require independent review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ykzeng-yale/Evidence-Grounded-Clinical-Chatbot/main/README.md","https://github.com/ykzeng-yale/Evidence-Grounded-Clinical-Chatbot"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"nisargpatel/claude-clinical","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Clinical literature search and documentation guidance","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nisargpatel/claude-clinical","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Clinical literature search and documentation guidance"],"limitation":"Quick dosing/diagnostic answers and specialist-agent agreement are not validated medical advice.","url":"https://github.com/nisargpatel/claude-clinical","primarySourceURLs":["https://raw.githubusercontent.com/nisargpatel/claude-clinical/main/README.md","https://github.com/nisargpatel/claude-clinical"],"id":"RWE-3830","relevance":{"id":"RWE-3830","decision":"Core","rationale":"Retain the documented evidence function: Clinical literature search and documentation guidance Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinical literature search and documentation guidance","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nisargpatel/claude-clinical","https://raw.githubusercontent.com/nisargpatel/claude-clinical/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"anichiti/openmrs_chatbot","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Clinical-record querying and knowledge-source retrieval","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anichiti/openmrs_chatbot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Clinical-record querying and knowledge-source retrieval"],"limitation":"Response validation agents do not prevent all medical misinformation; dosing and triage are outside approved capabilities.","url":"https://github.com/anichiti/openmrs_chatbot","primarySourceURLs":["https://raw.githubusercontent.com/anichiti/openmrs_chatbot/main/README.md","https://github.com/anichiti/openmrs_chatbot"],"id":"RWE-3832","relevance":{"id":"RWE-3832","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Clinical-record querying and knowledge-source retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/anichiti/openmrs_chatbot/main/README.md","https://github.com/anichiti/openmrs_chatbot"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"lakshya-dharwal/fda-device-intelligence","kind":"MCP component","category":"Regulatory & Product Data","summary":"FDA device safety-record and classification retrieval","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lakshya-dharwal/fda-device-intelligence","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["FDA device safety-record and classification retrieval"],"limitation":"Spontaneous device events do not establish event incidence or causality; narrative answers require review.","url":"https://github.com/lakshya-dharwal/fda-device-intelligence","primarySourceURLs":["https://raw.githubusercontent.com/lakshya-dharwal/FDA-Device-Intelligence/claude/beautiful-babbage-nwE3U/README.md","https://github.com/lakshya-dharwal/FDA-Device-Intelligence"],"id":"RWE-3836","relevance":{"id":"RWE-3836","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"FDA device safety-record and classification retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/lakshya-dharwal/FDA-Device-Intelligence/claude/beautiful-babbage-nwE3U/README.md","https://github.com/lakshya-dharwal/FDA-Device-Intelligence"],"reviewGroup":"health-product-and-safety-data"}},{"name":"quantaaibot/fda-510k-product-code-export","kind":"MCP component","category":"Regulatory & Product Data","summary":"FDA device-clearance metadata retrieval and export","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"quantaaibot/fda-510k-product-code-export","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["FDA device-clearance metadata retrieval and export"],"limitation":"Protocol compatibility and operational logging claims are publisher-stated; clearance metadata is not clinical effectiveness evidence.","url":"https://github.com/quantaaibot/fda-510k-product-code-export","primarySourceURLs":["https://raw.githubusercontent.com/QuantaAIBot/fda-510k-product-code-export/main/README.md","https://github.com/QuantaAIBot/fda-510k-product-code-export"],"id":"RWE-3837","relevance":{"id":"RWE-3837","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"FDA device-clearance metadata retrieval and export","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/QuantaAIBot/fda-510k-product-code-export/main/README.md","https://github.com/QuantaAIBot/fda-510k-product-code-export"],"reviewGroup":"health-product-and-safety-data"}},{"name":"milangeorge2000/pharma-supply-intelligence","kind":"Research tool","category":"RWE Data & Analytics","summary":"Pharmaceutical public-record monitoring and evidence follow-up","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"milangeorge2000/pharma-supply-intelligence","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Pharmaceutical public-record monitoring and evidence follow-up"],"limitation":"Supply-chain anomaly labels and model validation status are not clinical causality or proven shortage predictions.","url":"https://github.com/milangeorge2000/pharma-supply-intelligence","primarySourceURLs":["https://raw.githubusercontent.com/milangeorge2000/pharma-supply-intelligence/main/README.md","https://github.com/milangeorge2000/pharma-supply-intelligence"],"id":"RWE-3839","relevance":{"id":"RWE-3839","decision":"Core","rationale":"Pharmaceutical public-record monitoring and evidence follow-up. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Pharmaceutical public-record monitoring and evidence follow-up Limits: Supply-chain anomaly labels and model validation status are not clinical causality or proven shortage predictions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/milangeorge2000/pharma-supply-intelligence/main/README.md","https://github.com/milangeorge2000/pharma-supply-intelligence"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"noxy-hnr/personal-health-data","kind":"MCP component","category":"RWE Data & Analytics","summary":"Personal wearable data and longitudinal reference-context retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"noxy-hnr/personal-health-data","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Personal wearable data and longitudinal reference-context retrieval"],"limitation":"Consumer sensor data and derived analytics do not establish clinical diagnoses or causal effects.","url":"https://github.com/noxy-hnr/personal-health-data","primarySourceURLs":["https://raw.githubusercontent.com/Noxy-HNR/Personal-health-data/main/README.md","https://github.com/Noxy-HNR/Personal-health-data"],"id":"RWE-3840","relevance":{"id":"RWE-3840","decision":"Core","rationale":"Personal wearable data and longitudinal reference-context retrieval. The selected function retrieves explicit health measurements, clinical records, pharmacovigilance, costs or nutrient/drug references; no validated clinical conclusions are inferred.","relevanceBasis":"Personal wearable data and longitudinal reference-context retrieval Limits: Consumer sensor data and derived analytics do not establish clinical diagnoses or causal effects.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Noxy-HNR/Personal-health-data/main/README.md","https://github.com/Noxy-HNR/Personal-health-data"],"reviewGroup":"health-data-reference-access"}},{"name":"pellurukushalkumarreddy-png/pharmaverse","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Biomedical literature search","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pellurukushalkumarreddy-png/pharmaverse","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical literature search"],"limitation":"Other integrated trial/drug dashboards are not independently verified; generated synthesis requires source checking.","url":"https://github.com/pellurukushalkumarreddy-png/pharmaverse","primarySourceURLs":["https://raw.githubusercontent.com/pellurukushalkumarreddy-png/PharmaVerse/main/README.md","https://github.com/pellurukushalkumarreddy-png/PharmaVerse"],"id":"RWE-3841","relevance":{"id":"RWE-3841","decision":"Core","rationale":"Retain the documented evidence function: Biomedical literature search Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biomedical literature search","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pellurukushalkumarreddy-png/pharmaverse","https://raw.githubusercontent.com/pellurukushalkumarreddy-png/PharmaVerse/main/README.md","https://github.com/pellurukushalkumarreddy-png/PharmaVerse"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dreamhunter02/alm-for-healthcare","kind":"Research tool","category":"RWE Data & Analytics","summary":"Device safety-record evidence investigation prototype","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dreamhunter02/alm-for-healthcare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Device safety-record evidence investigation prototype"],"limitation":"Hospital inventory is fictional; model-level reports do not establish a specific asset caused an event or should be retired.","url":"https://github.com/dreamhunter02/alm-for-healthcare","primarySourceURLs":["https://raw.githubusercontent.com/dreamhunter02/alm-for-healthcare/main/README.md","https://github.com/dreamhunter02/alm-for-healthcare"],"id":"RWE-3843","relevance":{"id":"RWE-3843","decision":"Core","rationale":"Device safety-record evidence investigation prototype. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Device safety-record evidence investigation prototype Limits: Hospital inventory is fictional; model-level reports do not establish a specific asset caused an event or should be retired.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dreamhunter02/alm-for-healthcare/main/README.md","https://github.com/dreamhunter02/alm-for-healthcare"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"themineworks/themineworks-examples","kind":"MCP component","category":"Trials & Study Design","summary":"Clinical-trial data acquisition workflow","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"themineworks/themineworks-examples","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical-trial data acquisition workflow"],"limitation":"Consolidate underlying actor service; broader government/finance examples are outside reviewed capability.","url":"https://github.com/themineworks/themineworks-examples","primarySourceURLs":["https://raw.githubusercontent.com/themineworks/themineworks-examples/main/README.md","https://github.com/themineworks/themineworks-examples"],"id":"RWE-3844","relevance":{"id":"RWE-3844","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Clinical-trial data acquisition workflow","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/themineworks/themineworks-examples/main/README.md","https://github.com/themineworks/themineworks-examples"],"reviewGroup":"clinical-trial-workflow"}},{"name":"travis-clement-dev/rxsweep","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Medication reference reconciliation and safety-record review","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"travis-clement-dev/rxsweep","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medication reference reconciliation and safety-record review"],"limitation":"Candidate matches require pharmacist verification; ambiguous NDCs and missing-source registers must remain visible.","url":"https://github.com/travis-clement-dev/rxsweep","primarySourceURLs":["https://raw.githubusercontent.com/Travis-Clement-Dev/RxSweep/main/README.md","https://github.com/Travis-Clement-Dev/RxSweep"],"id":"RWE-3845","relevance":{"id":"RWE-3845","decision":"Core","rationale":"Retain the documented evidence function: Medication reference reconciliation and safety-record review Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Medication reference reconciliation and safety-record review","evidenceLevel":"published-card","evidenceRefs":["https://github.com/travis-clement-dev/rxsweep","https://raw.githubusercontent.com/Travis-Clement-Dev/RxSweep/main/README.md","https://github.com/Travis-Clement-Dev/RxSweep"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jerrygu19960117-ops/pharmaintel","kind":"MCP component","category":"Regulatory & Product Data","summary":"Drug regulatory evidence retrieval and report drafting","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jerrygu19960117-ops/pharmaintel","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Drug regulatory evidence retrieval and report drafting"],"limitation":"PK extraction and bioequivalence design suggestions require source and methodology review; not regulatory validation.","url":"https://github.com/jerrygu19960117-ops/pharmaintel","primarySourceURLs":["https://raw.githubusercontent.com/jerrygu19960117-ops/pharmaintel/main/README.md","https://github.com/jerrygu19960117-ops/pharmaintel"],"id":"RWE-3849","relevance":{"id":"RWE-3849","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Drug regulatory evidence retrieval and report drafting","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jerrygu19960117-ops/pharmaintel/main/README.md","https://github.com/jerrygu19960117-ops/pharmaintel"],"reviewGroup":"health-product-and-safety-data"}},{"name":"kartik063/pharma-rag-chatbot","kind":"MCP component","category":"RWE Data & Analytics","summary":"Local pharmaceutical document retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kartik063/pharma-rag-chatbot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Local pharmaceutical document retrieval"],"limitation":"Sales notes and general-knowledge fallbacks are not biomedical evidence; source mode and corpus provenance must remain visible.","url":"https://github.com/kartik063/pharma-rag-chatbot","primarySourceURLs":["https://raw.githubusercontent.com/kartik063/pharma-rag-chatbot/main/README.md","https://github.com/kartik063/pharma-rag-chatbot"],"id":"RWE-3851","relevance":{"id":"RWE-3851","decision":"Core","rationale":"Local pharmaceutical document retrieval. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Local pharmaceutical document retrieval Limits: Sales notes and general-knowledge fallbacks are not biomedical evidence; source mode and corpus provenance must remain visible.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kartik063/pharma-rag-chatbot/main/README.md","https://github.com/kartik063/pharma-rag-chatbot"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"mochiyaki/dental-dashboard","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Medical reference and biomedical literature access","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mochiyaki/dental-dashboard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medical reference and biomedical literature access"],"limitation":"No approval of simulated CBCT reconstruction, dental diagnosis or model imaging performance; consolidate any upstream server copy.","url":"https://github.com/mochiyaki/dental-dashboard","primarySourceURLs":["https://raw.githubusercontent.com/mochiyaki/dental-dashboard/main/README.md","https://github.com/mochiyaki/dental-dashboard"],"id":"RWE-3852","relevance":{"id":"RWE-3852","decision":"Core","rationale":"Retain the documented evidence function: Medical reference and biomedical literature access Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Medical reference and biomedical literature access","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mochiyaki/dental-dashboard","https://raw.githubusercontent.com/mochiyaki/dental-dashboard/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lluisdtu/amass-technologies-amass-starters","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Amass API trial-watchlist and bibliographic-to-trial record linkage templates.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lluisdtu/amass-technologies-amass-starters","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Amass API trial-watchlist and bibliographic-to-trial record linkage templates."],"limitation":"One starter collection; exclude citation/journal-tier filtering as systematic-review quality assessment and automated claim-verdict validity. Templates are scaffolds, not a running deployment.","url":"https://github.com/lluisdtu/amass-technologies-amass-starters","primarySourceURLs":["https://raw.githubusercontent.com/lluisDTU/amass-technologies-amass-starters/main/README.md","https://github.com/lluisDTU/amass-technologies-amass-starters/blob/d6f0fce088760d80826f3ca24a106e05b2f6d873/LICENSE","https://github.com/lluisDTU/amass-technologies-amass-starters/blob/d6f0fce088760d80826f3ca24a106e05b2f6d873/README.md","https://github.com/lluisDTU/amass-technologies-amass-starters/blob/d6f0fce088760d80826f3ca24a106e05b2f6d873/amass-claim-to-trial-verifier/SKILL.md","https://github.com/lluisDTU/amass-technologies-amass-starters/blob/d6f0fce088760d80826f3ca24a106e05b2f6d873/amass-pipeline-monitor/SKILL.md"],"id":"RWE-3853","relevance":{"id":"RWE-3853","decision":"Core","rationale":"Retain the documented evidence function: Amass API trial-watchlist and bibliographic-to-trial record linkage templates. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Amass API trial-watchlist and bibliographic-to-trial record linkage templates.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lluisdtu/amass-technologies-amass-starters","https://raw.githubusercontent.com/lluisDTU/amass-technologies-amass-starters/main/README.md","https://github.com/lluisDTU/amass-technologies-amass-starters/blob/d6f0fce088760d80826f3ca24a106e05b2f6d873/LICENSE","https://github.com/lluisDTU/amass-technologies-amass-starters/blob/d6f0fce088760d80826f3ca24a106e05b2f6d873/README.md","https://github.com/lluisDTU/amass-technologies-amass-starters/blob/d6f0fce088760d80826f3ca24a106e05b2f6d873/amass-claim-to-trial-verifier/SKILL.md","https://github.com/lluisDTU/amass-technologies-amass-starters/blob/d6f0fce088760d80826f3ca24a106e05b2f6d873/amass-pipeline-monitor/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cazi126/opendrugdatabase","kind":"MCP component","category":"Regulatory & Product Data","summary":"Drug regulatory-document provenance and section retrieval","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cazi126/opendrugdatabase","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Drug regulatory-document provenance and section retrieval"],"limitation":"Current preserved/catalogued sources only; mocked candidate tests do not verify live availability and cross-regulator expansion remains limited.","url":"https://github.com/cazi126/opendrugdatabase","primarySourceURLs":["https://raw.githubusercontent.com/CAZI126/OpenDrugDatabase/main/README.md","https://github.com/CAZI126/OpenDrugDatabase"],"id":"RWE-3854","relevance":{"id":"RWE-3854","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Drug regulatory-document provenance and section retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/CAZI126/OpenDrugDatabase/main/README.md","https://github.com/CAZI126/OpenDrugDatabase"],"reviewGroup":"health-product-and-safety-data"}},{"name":"bishalbera/clinical-scrubber","kind":"Research tool","category":"Trials & Study Design","summary":"Clinical-trial data preparation and workflow boundary evaluation","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bishalbera/clinical-scrubber","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical-trial data preparation and workflow boundary evaluation"],"limitation":"Shell can still emit raw data and guard operates on model-bound output; no complete de-identification guarantee or validated efficacy statistics.","url":"https://github.com/bishalbera/clinical-scrubber","primarySourceURLs":["https://raw.githubusercontent.com/bishalbera/clinical-scrubber/main/README.md","https://github.com/bishalbera/clinical-scrubber"],"id":"RWE-3855","relevance":{"id":"RWE-3855","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Clinical-trial data preparation and workflow boundary evaluation","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bishalbera/clinical-scrubber/main/README.md","https://github.com/bishalbera/clinical-scrubber"],"reviewGroup":"clinical-trial-workflow"}},{"name":"scarlet-s/medical-device-test-rag","kind":"MCP component","category":"RWE Data & Analytics","summary":"Medical-device guidance retrieval and retrieval-quality evaluation","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scarlet-s/medical-device-test-rag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical-device guidance retrieval and retrieval-quality evaluation"],"limitation":"Frozen tests and model judges do not establish regulatory conformity or universal answer accuracy.","url":"https://github.com/scarlet-s/medical-device-test-rag","primarySourceURLs":["https://raw.githubusercontent.com/Scarlet-S/medical-device-test-rag/main/README.md","https://github.com/Scarlet-S/medical-device-test-rag"],"id":"RWE-3856","relevance":{"id":"RWE-3856","decision":"Core","rationale":"Medical-device guidance retrieval and retrieval-quality evaluation. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Medical-device guidance retrieval and retrieval-quality evaluation Limits: Frozen tests and model judges do not establish regulatory conformity or universal answer accuracy.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Scarlet-S/medical-device-test-rag/main/README.md","https://github.com/Scarlet-S/medical-device-test-rag"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"fallenotp/research-engine","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Scholarly evidence retrieval and synthesis","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fallenotp/research-engine","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly evidence retrieval and synthesis"],"limitation":"Several advertised lanes are nonfunctional; weighted confidence is heuristic and grounding gates do not establish truth.","url":"https://github.com/fallenotp/research-engine","primarySourceURLs":["https://raw.githubusercontent.com/Fallenotp/research-engine/master/README.md","https://github.com/Fallenotp/research-engine"],"id":"RWE-3857","relevance":{"id":"RWE-3857","decision":"Core","rationale":"Retain the documented evidence function: Scholarly evidence retrieval and synthesis Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly evidence retrieval and synthesis","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fallenotp/research-engine","https://raw.githubusercontent.com/Fallenotp/research-engine/master/README.md","https://github.com/Fallenotp/research-engine"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rathoregaurav/live-health-ai-assistant","kind":"Research tool","category":"RWE Data & Analytics","summary":"Drug-source and local clinical-reference retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rathoregaurav/live-health-ai-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Drug-source and local clinical-reference retrieval"],"limitation":"Live-production wording does not validate diagnosis, guardrails or deployment performance.","url":"https://github.com/rathoregaurav/live-health-ai-assistant","primarySourceURLs":["https://raw.githubusercontent.com/rathoregaurav/live-health-ai-assistant/main/README.md","https://github.com/rathoregaurav/live-health-ai-assistant"],"id":"RWE-3858","relevance":{"id":"RWE-3858","decision":"Core","rationale":"Drug-source and local clinical-reference retrieval. The selected function retrieves or organizes clinical/scholarly/regulatory source evidence with provenance; model grades, market signals and causal claims remain unapproved.","relevanceBasis":"Drug-source and local clinical-reference retrieval Limits: Live-production wording does not validate diagnosis, guardrails or deployment performance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rathoregaurav/live-health-ai-assistant/main/README.md","https://github.com/rathoregaurav/live-health-ai-assistant"],"reviewGroup":"clinical-scholarly-evidence"}},{"name":"hugoskn/medminder","kind":"Research tool","category":"OMOP & terminology","summary":"Medication terminology normalization","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hugoskn/medminder","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Medication terminology normalization"],"limitation":"Offline seed fallback, schedule generation and interaction checks are not validated safety advice.","url":"https://github.com/hugoskn/medminder","primarySourceURLs":["https://raw.githubusercontent.com/hugoskn/MedMinder/master/README.md","https://github.com/hugoskn/MedMinder"],"id":"RWE-3859","relevance":{"id":"RWE-3859","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Medication terminology normalization","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hugoskn/MedMinder/master/README.md","https://github.com/hugoskn/MedMinder"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"fhir-iq/complexcareapp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Medication record reconciliation and longitudinal data access","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fhir-iq/complexcareapp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medication record reconciliation and longitudinal data access"],"limitation":"FHIR alignment is not conformance; RxNorm terminology does not itself provide validated interactions, and fill history is not ingestion adherence.","url":"https://github.com/fhir-iq/complexcareapp","primarySourceURLs":["https://raw.githubusercontent.com/FHIR-IQ/complexcareapp/main/README.md","https://github.com/FHIR-IQ/complexcareapp"],"id":"RWE-3861","relevance":{"id":"RWE-3861","decision":"Core","rationale":"Medication record reconciliation and longitudinal data access. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Medication record reconciliation and longitudinal data access Limits: FHIR alignment is not conformance; RxNorm terminology does not itself provide validated interactions, and fill history is not ingestion adherence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/FHIR-IQ/complexcareapp/main/README.md","https://github.com/FHIR-IQ/complexcareapp"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"kirtankumarsanghi/taalmel-health","kind":"MCP component","category":"RWE Data & Analytics","summary":"Structured medication-record discrepancy analysis","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kirtankumarsanghi/taalmel-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Structured medication-record discrepancy analysis"],"limitation":"Small curated reference tables constrain coverage; deterministic output does not validate clinical safety and AI narration can still err.","url":"https://github.com/kirtankumarsanghi/taalmel-health","primarySourceURLs":["https://raw.githubusercontent.com/kirtankumarsanghi/TaalMel-Health/main/README.md","https://github.com/kirtankumarsanghi/TaalMel-Health"],"id":"RWE-3862","relevance":{"id":"RWE-3862","decision":"Core","rationale":"Structured medication-record discrepancy analysis. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Structured medication-record discrepancy analysis Limits: Small curated reference tables constrain coverage; deterministic output does not validate clinical safety and AI narration can still err.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kirtankumarsanghi/TaalMel-Health/main/README.md","https://github.com/kirtankumarsanghi/TaalMel-Health"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"ohdsi/hecate","kind":"MCP component","category":"RWE Data & Analytics","summary":"OHDSI vocabulary concept discovery","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ohdsi/hecate","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["OHDSI vocabulary concept discovery"],"limitation":"Semantic similarity does not validate concept sets or phenotypes; endpoint path retains sse although documented transport is Streamable HTTP.","url":"https://github.com/ohdsi/hecate","primarySourceURLs":["https://raw.githubusercontent.com/OHDSI/Hecate/main/README.md","https://github.com/OHDSI/Hecate"],"id":"RWE-3863","relevance":{"id":"RWE-3863","decision":"Core","rationale":"OHDSI vocabulary concept discovery. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"OHDSI vocabulary concept discovery Limits: Semantic similarity does not validate concept sets or phenotypes; endpoint path retains sse although documented transport is Streamable HTTP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/OHDSI/Hecate/main/README.md","https://github.com/OHDSI/Hecate"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"korjavin/medicationtrackerbot","kind":"MCP component","category":"RWE Data & Analytics","summary":"Personal longitudinal health-record access","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"korjavin/medicationtrackerbot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Personal longitudinal health-record access"],"limitation":"Composite cardiovascular/fitness analyses are not validated clinical predictions; client trust and decrypted access remain explicit choices.","url":"https://github.com/korjavin/medicationtrackerbot","primarySourceURLs":["https://raw.githubusercontent.com/korjavin/medicationtrackerbot/master/README.md","https://github.com/korjavin/medicationtrackerbot"],"id":"RWE-3864","relevance":{"id":"RWE-3864","decision":"Core","rationale":"Personal longitudinal health-record access. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Personal longitudinal health-record access Limits: Composite cardiovascular/fitness analyses are not validated clinical predictions; client trust and decrypted access remain explicit choices.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/korjavin/medicationtrackerbot/master/README.md","https://github.com/korjavin/medicationtrackerbot"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"nickpdawson/ownchart","kind":"MCP component","category":"RWE Data & Analytics","summary":"Personal health-data evidence retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nickpdawson/ownchart","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Personal health-data evidence retrieval"],"limitation":"Consolidate bridge and main workflow; iOS app must be running and source citations do not validate personal clinical interpretations.","url":"https://github.com/nickpdawson/ownchart","primarySourceURLs":["https://raw.githubusercontent.com/nickpdawson/OwnChart/main/README.md","https://github.com/nickpdawson/OwnChart"],"id":"RWE-3867","relevance":{"id":"RWE-3867","decision":"Core","rationale":"Personal health-data evidence retrieval. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Personal health-data evidence retrieval Limits: Consolidate bridge and main workflow; iOS app must be running and source citations do not validate personal clinical interpretations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nickpdawson/OwnChart/main/README.md","https://github.com/nickpdawson/OwnChart"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"dahliasan/scite-pp-cli","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Scholarly citation-context and literature access","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dahliasan/scite-pp-cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly citation-context and literature access"],"limitation":"Own authorized Scite access required; third-party endpoints may change and citation categories are not evidence-quality proof.","url":"https://github.com/dahliasan/scite-pp-cli","primarySourceURLs":["https://raw.githubusercontent.com/dahliasan/scite-pp-cli/main/README.md","https://github.com/dahliasan/scite-pp-cli"],"id":"RWE-3868","relevance":{"id":"RWE-3868","decision":"Core","rationale":"Retain the documented evidence function: Scholarly citation-context and literature access Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly citation-context and literature access","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dahliasan/scite-pp-cli","https://raw.githubusercontent.com/dahliasan/scite-pp-cli/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fc0web/grounded","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Research source-presence and citation consistency checks","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fc0web/grounded","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research source-presence and citation consistency checks"],"limitation":"Literal presence is not semantic entailment, factual truth or valid interpretation; source corpus limits coverage.","url":"https://github.com/fc0web/grounded","primarySourceURLs":["https://raw.githubusercontent.com/fc0web/grounded/main/README.md","https://github.com/fc0web/grounded"],"id":"RWE-3869","relevance":{"id":"RWE-3869","decision":"Core","rationale":"Retain the documented evidence function: Research source-presence and citation consistency checks Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research source-presence and citation consistency checks","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fc0web/grounded","https://raw.githubusercontent.com/fc0web/grounded/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yanmingyu92/csp-workflow-engine","kind":"Research tool","category":"RWE Data & Analytics","summary":"Clinical statistical-programming workflow and artifact checks","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yanmingyu92/csp-workflow-engine","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical statistical-programming workflow and artifact checks"],"limitation":"Workflow gates do not certify regulatory compliance or correctness of generated statistical analyses.","url":"https://github.com/yanmingyu92/csp-workflow-engine","primarySourceURLs":["https://raw.githubusercontent.com/yanmingyu92/csp-workflow-engine/main/README.md","https://github.com/yanmingyu92/csp-workflow-engine"],"id":"RWE-3870","relevance":{"id":"RWE-3870","decision":"Core","rationale":"Clinical statistical-programming workflow and artifact checks. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Clinical statistical-programming workflow and artifact checks Limits: Workflow gates do not certify regulatory compliance or correctness of generated statistical analyses.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/yanmingyu92/csp-workflow-engine/main/README.md","https://github.com/yanmingyu92/csp-workflow-engine"],"reviewGroup":"research-data-statistical-method"}},{"name":"skblaz/py3plex","kind":"MCP component","category":"RWE Data & Analytics","summary":"Load and query networks, detect communities, export research results.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"skblaz/py3plex","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Load and query networks, detect communities, export research results."],"limitation":"General network methods; domain assumptions and clinical applicability require separate assessment.","url":"https://github.com/skblaz/py3plex","primarySourceURLs":["https://raw.githubusercontent.com/SkBlaz/py3plex/master/README.md","https://github.com/SkBlaz/py3plex"],"id":"RWE-3872","relevance":{"id":"RWE-3872","decision":"Core","rationale":"Load and query networks, detect communities, export research results. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Load and query networks, detect communities, export research results. Limits: General network methods; domain assumptions and clinical applicability require separate assessment.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SkBlaz/py3plex/master/README.md","https://github.com/SkBlaz/py3plex"],"reviewGroup":"research-data-statistical-method"}},{"name":"aimed-lab/seas","kind":"Research tool","category":"RWE Data & Analytics","summary":"Cohort selection, enrichment, survival summaries and reporting from sample metadata.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aimed-lab/seas","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Cohort selection, enrichment, survival summaries and reporting from sample metadata."],"limitation":"Exploratory associations depend on embedding and cohort selection; not treatment effects. v2 connectors not runtime tested.","url":"https://github.com/aimed-lab/seas","primarySourceURLs":["https://raw.githubusercontent.com/aimed-lab/SEAS/main/README.md","https://github.com/aimed-lab/SEAS"],"id":"RWE-3873","relevance":{"id":"RWE-3873","decision":"Core","rationale":"Cohort selection, enrichment, survival summaries and reporting from sample metadata. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Cohort selection, enrichment, survival summaries and reporting from sample metadata. Limits: Exploratory associations depend on embedding and cohort selection; not treatment effects. v2 connectors not runtime tested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aimed-lab/SEAS/main/README.md","https://github.com/aimed-lab/SEAS"],"reviewGroup":"research-data-statistical-method"}},{"name":"huifer/wellally-health","kind":"Research tool","category":"RWE Data & Analytics","summary":"Personal-record extraction, search and longitudinal organization.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"huifer/wellally-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Personal-record extraction, search and longitudinal organization."],"limitation":"Local file storage does not prove local model processing; exclude privacy and clinical interaction assurances.","url":"https://github.com/huifer/wellally-health","primarySourceURLs":["https://raw.githubusercontent.com/huifer/WellAlly-health/main/README.md","https://github.com/huifer/WellAlly-health"],"id":"RWE-3876","relevance":{"id":"RWE-3876","decision":"Core","rationale":"Personal-record extraction, search and longitudinal organization. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Personal-record extraction, search and longitudinal organization. Limits: Local file storage does not prove local model processing; exclude privacy and clinical interaction assurances.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/huifer/WellAlly-health/main/README.md","https://github.com/huifer/WellAlly-health"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"nightscout/nocturne","kind":"MCP component","category":"RWE Data & Analytics","summary":"Personal glucose-entry retrieval and descriptive summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nightscout/nocturne","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Personal glucose-entry retrieval and descriptive summaries."],"limitation":"Requires Nocturne backend and appropriate access; not dosing or clinical decision validation.","url":"https://github.com/nightscout/nocturne","primarySourceURLs":["https://raw.githubusercontent.com/nightscout/nocturne/main/README.md","https://github.com/nightscout/nocturne/blob/d2649f1c58f37f0d8219e78e96b5465badcd12aa/README.md","https://github.com/nightscout/nocturne/blob/d2649f1c58f37f0d8219e78e96b5465badcd12aa/.claude/skills/aspire/SKILL.md","https://github.com/nightscout/nocturne/blob/d2649f1c58f37f0d8219e78e96b5465badcd12aa/.claude/skills/dev-tenant-api/SKILL.md","https://github.com/nightscout/nocturne/blob/d2649f1c58f37f0d8219e78e96b5465badcd12aa/.claude/skills/remote-functions/SKILL.md"],"id":"RWE-3877","relevance":{"id":"RWE-3877","decision":"Core","rationale":"Personal glucose-entry retrieval and descriptive summaries. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Personal glucose-entry retrieval and descriptive summaries. Limits: Requires Nocturne backend and appropriate access; not dosing or clinical decision validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nightscout/nocturne/main/README.md","https://github.com/nightscout/nocturne/blob/d2649f1c58f37f0d8219e78e96b5465badcd12aa/README.md","https://github.com/nightscout/nocturne/blob/d2649f1c58f37f0d8219e78e96b5465badcd12aa/.claude/skills/aspire/SKILL.md","https://github.com/nightscout/nocturne/blob/d2649f1c58f37f0d8219e78e96b5465badcd12aa/.claude/skills/dev-tenant-api/SKILL.md","https://github.com/nightscout/nocturne/blob/d2649f1c58f37f0d8219e78e96b5465badcd12aa/.claude/skills/remote-functions/SKILL.md"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"codertg2/mdds","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Normal/deep literature search and document retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"codertg2/mdds","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Normal/deep literature search and document retrieval."],"limitation":"Citation and answer accuracy not runtime verified.","url":"https://github.com/codertg2/mdds","primarySourceURLs":["https://raw.githubusercontent.com/CODERTG2/MDDS/main/README.md","https://github.com/CODERTG2/MDDS"],"id":"RWE-3879","relevance":{"id":"RWE-3879","decision":"Core","rationale":"Retain the documented evidence function: Normal/deep literature search and document retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Normal/deep literature search and document retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/codertg2/mdds","https://raw.githubusercontent.com/CODERTG2/MDDS/main/README.md","https://github.com/CODERTG2/MDDS"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sanjana098/clinical_trials_llm","kind":"Research tool","category":"Trials & Study Design","summary":"ClinicalTrials.gov retrieval and protocol draft synthesis.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sanjana098/clinical_trials_llm","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["ClinicalTrials.gov retrieval and protocol draft synthesis."],"limitation":"Mock embedding/guardrail modes and optional retrieval; not validated biostatistical or ethics review.","url":"https://github.com/sanjana098/clinical_trials_llm","primarySourceURLs":["https://raw.githubusercontent.com/sanjana098/clinical_trials_llm/main/README.md","https://github.com/sanjana098/clinical_trials_llm"],"id":"RWE-3880","relevance":{"id":"RWE-3880","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"ClinicalTrials.gov retrieval and protocol draft synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sanjana098/clinical_trials_llm/main/README.md","https://github.com/sanjana098/clinical_trials_llm"],"reviewGroup":"clinical-trial-workflow"}},{"name":"gauravfs-14/medguide-ai","kind":"Research tool","category":"RWE Data & Analytics","summary":"Personal medical document extraction, search and contextual explanation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gauravfs-14/medguide-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Personal medical document extraction, search and contextual explanation."],"limitation":"Google Gemini conflicts with all-local claim; no privacy or medication guidance assurance.","url":"https://github.com/gauravfs-14/medguide-ai","primarySourceURLs":["https://raw.githubusercontent.com/gauravfs-14/medguide-ai/main/README.md","https://github.com/gauravfs-14/medguide-ai"],"id":"RWE-3882","relevance":{"id":"RWE-3882","decision":"Core","rationale":"Personal medical document extraction, search and contextual explanation. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Personal medical document extraction, search and contextual explanation. Limits: Google Gemini conflicts with all-local claim; no privacy or medication guidance assurance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gauravfs-14/medguide-ai/main/README.md","https://github.com/gauravfs-14/medguide-ai"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"arthurkeen/arango-entity-resolution","kind":"MCP component","category":"RWE Data & Analytics","summary":"Record linkage, blocking, dataset profiling, provenance and strategy simulation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arthurkeen/arango-entity-resolution","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Record linkage, blocking, dataset profiling, provenance and strategy simulation."],"limitation":"General research linkage infrastructure; no validated patient matching or privacy guarantee.","url":"https://github.com/arthurkeen/arango-entity-resolution","primarySourceURLs":["https://raw.githubusercontent.com/ArthurKeen/arango-entity-resolution/main/README.md","https://github.com/ArthurKeen/arango-entity-resolution"],"id":"RWE-3883","relevance":{"id":"RWE-3883","decision":"Core","rationale":"Record linkage, blocking, dataset profiling, provenance and strategy simulation. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Record linkage, blocking, dataset profiling, provenance and strategy simulation. Limits: General research linkage infrastructure; no validated patient matching or privacy guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ArthurKeen/arango-entity-resolution/main/README.md","https://github.com/ArthurKeen/arango-entity-resolution"],"reviewGroup":"research-data-statistical-method"}},{"name":"maladhika-mohan/rag-genai-clinical-trial-research-report-system-streamlit-cloud","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Clinical document query enrichment, entity extraction and retrieval review.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"maladhika-mohan/rag-genai-clinical-trial-research-report-system-streamlit-cloud","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Clinical document query enrichment, entity extraction and retrieval review."],"limitation":"LLM answer validation is not factual verification; free hosted deployment omits MCP process.","url":"https://github.com/maladhika-mohan/rag-genai-clinical-trial-research-report-system-streamlit-cloud","primarySourceURLs":["https://raw.githubusercontent.com/maladhika-mohan/RAG-GENAI-Clinical-Trial-Research-Report-System-Streamlit-cloud/main/README.md","https://github.com/maladhika-mohan/RAG-GENAI-Clinical-Trial-Research-Report-System-Streamlit-cloud"],"id":"RWE-3884","relevance":{"id":"RWE-3884","decision":"Core","rationale":"Retain the documented evidence function: Clinical document query enrichment, entity extraction and retrieval review. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinical document query enrichment, entity extraction and retrieval review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/maladhika-mohan/rag-genai-clinical-trial-research-report-system-streamlit-cloud","https://raw.githubusercontent.com/maladhika-mohan/RAG-GENAI-Clinical-Trial-Research-Report-System-Streamlit-cloud/main/README.md","https://github.com/maladhika-mohan/RAG-GENAI-Clinical-Trial-Research-Report-System-Streamlit-cloud"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tofunori/ragdoc","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Paper search, document content and contextual chunks, corpus/index status.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tofunori/ragdoc","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper search, document content and contextual chunks, corpus/index status."],"limitation":"Requires supplied scientific corpus and external embedding/reranking services.","url":"https://github.com/tofunori/ragdoc","primarySourceURLs":["https://raw.githubusercontent.com/tofunori/Ragdoc/master/README.md","https://github.com/tofunori/Ragdoc"],"id":"RWE-3885","relevance":{"id":"RWE-3885","decision":"Core","rationale":"Retain the documented evidence function: Paper search, document content and contextual chunks, corpus/index status. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper search, document content and contextual chunks, corpus/index status.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tofunori/ragdoc","https://raw.githubusercontent.com/tofunori/Ragdoc/master/README.md","https://github.com/tofunori/Ragdoc"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"amgothsunil/bitemate","kind":"MCP component","category":"RWE Data & Analytics","summary":"Nutrition-reference retrieval and personal dietary record workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"amgothsunil/bitemate","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Nutrition-reference retrieval and personal dietary record workflow."],"limitation":"Meal/calorie suggestions are estimates, not clinical dietary prescriptions.","url":"https://github.com/amgothsunil/bitemate","primarySourceURLs":["https://raw.githubusercontent.com/AmgothSunil/BiteMate/main/README.md","https://github.com/AmgothSunil/BiteMate"],"id":"RWE-3887","relevance":{"id":"RWE-3887","decision":"Core","rationale":"Nutrition-reference retrieval and personal dietary record workflow. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Nutrition-reference retrieval and personal dietary record workflow. Limits: Meal/calorie suggestions are estimates, not clinical dietary prescriptions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AmgothSunil/BiteMate/main/README.md","https://github.com/AmgothSunil/BiteMate"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"ginocanessa/fhir-augury","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"FHIR specification/community search and cross-references.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ginocanessa/fhir-augury","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR specification/community search and cross-references."],"limitation":"Implementation reference knowledge, not patient data or clinical guidance.","url":"https://github.com/ginocanessa/fhir-augury","primarySourceURLs":["https://raw.githubusercontent.com/GinoCanessa/fhir-augury/main/README.md","https://github.com/GinoCanessa/fhir-augury"],"id":"RWE-3891","relevance":{"id":"RWE-3891","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR specification/community search and cross-references.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/GinoCanessa/fhir-augury/main/README.md","https://github.com/GinoCanessa/fhir-augury"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"alvins-mukabane/healthai2","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Convert/query local biometric records as FHIR observations.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alvins-mukabane/healthai2","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Convert/query local biometric records as FHIR observations."],"limitation":"Exclude unvalidated longevity-risk score; FHIR conformance not independently tested.","url":"https://github.com/alvins-mukabane/healthai2","primarySourceURLs":["https://raw.githubusercontent.com/Alvins-mukabane/healthai2/main/README.md","https://github.com/Alvins-mukabane/healthai2"],"id":"RWE-3892","relevance":{"id":"RWE-3892","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Convert/query local biometric records as FHIR observations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Alvins-mukabane/healthai2/main/README.md","https://github.com/Alvins-mukabane/healthai2"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"shubro18202758/aura-healthcare","kind":"Research tool","category":"RWE Data & Analytics","summary":"Patient conversation-history and local medical knowledge retrieval for in-app assistance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shubro18202758/aura-healthcare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Patient conversation-history and local medical knowledge retrieval for in-app assistance."],"limitation":"Custom internal context aggregation, not standard MCP transport; no clinical correctness guarantee.","url":"https://github.com/shubro18202758/aura-healthcare","primarySourceURLs":["https://raw.githubusercontent.com/shubro18202758/aura-healthcare/main/README.md","https://github.com/shubro18202758/aura-healthcare/blob/7e0b9d1594872a130eb6f02bb0509d09e1cd2cd9/README.md","https://github.com/shubro18202758/aura-healthcare/blob/7e0b9d1594872a130eb6f02bb0509d09e1cd2cd9/backend/app/mcp/mcp_server.py","https://github.com/shubro18202758/aura-healthcare/blob/7e0b9d1594872a130eb6f02bb0509d09e1cd2cd9/backend/app/routers/mcp_router.py","https://raw.githubusercontent.com/shubro18202758/aura-healthcare/7e0b9d1594872a130eb6f02bb0509d09e1cd2cd9/backend/app/mcp/providers/patient_history_provider.py"],"id":"RWE-3893","relevance":{"id":"RWE-3893","decision":"Core","rationale":"Patient conversation-history and local medical knowledge retrieval for in-app assistance. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Patient conversation-history and local medical knowledge retrieval for in-app assistance. Limits: Custom internal context aggregation, not standard MCP transport; no clinical correctness guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/shubro18202758/aura-healthcare/main/README.md","https://github.com/shubro18202758/aura-healthcare/blob/7e0b9d1594872a130eb6f02bb0509d09e1cd2cd9/README.md","https://github.com/shubro18202758/aura-healthcare/blob/7e0b9d1594872a130eb6f02bb0509d09e1cd2cd9/backend/app/mcp/mcp_server.py","https://github.com/shubro18202758/aura-healthcare/blob/7e0b9d1594872a130eb6f02bb0509d09e1cd2cd9/backend/app/routers/mcp_router.py","https://raw.githubusercontent.com/shubro18202758/aura-healthcare/7e0b9d1594872a130eb6f02bb0509d09e1cd2cd9/backend/app/mcp/providers/patient_history_provider.py"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"csoai-org/hl7-fhir-bridge-mcp","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Parse selected HL7 v2 fields and emit a minimal FHIR-like message bundle.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"csoai-org/hl7-fhir-bridge-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Parse selected HL7 v2 fields and emit a minimal FHIR-like message bundle."],"limitation":"Not complete HL7 semantics or FHIR profile validation. PHI substring heuristics and attestable flag do not establish privacy/compliance.","url":"https://github.com/csoai-org/hl7-fhir-bridge-mcp","primarySourceURLs":["https://github.com/CSOAI-ORG/hl7-fhir-bridge-mcp"],"id":"RWE-3895","relevance":{"id":"RWE-3895","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Parse selected HL7 v2 fields and emit a minimal FHIR-like message bundle.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/CSOAI-ORG/hl7-fhir-bridge-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"apifyforge/food-safety-supply-chain-mcp","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"Retrieves FDA recalls and CAERS adverse events, UK food hygiene, Open Food Facts and environmental/trade context.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"apifyforge/food-safety-supply-chain-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Retrieves FDA recalls and CAERS adverse events, UK food hygiene, Open Food Facts and environmental/trade context."],"limitation":"Include source retrieval component only; composite risk scoring is not validated exposure or causal risk estimation.","url":"https://github.com/apifyforge/food-safety-supply-chain-mcp","primarySourceURLs":["https://raw.githubusercontent.com/apifyforge/food-safety-supply-chain-mcp/main/README.md","https://github.com/apifyforge/food-safety-supply-chain-mcp"],"id":"RWE-3896","relevance":{"id":"RWE-3896","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Retrieves FDA recalls and CAERS adverse events, UK food hygiene, Open Food Facts and environmental/trade context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/apifyforge/food-safety-supply-chain-mcp/main/README.md","https://github.com/apifyforge/food-safety-supply-chain-mcp"],"reviewGroup":"health-product-and-safety-data"}},{"name":"grammy-jiang/research-pipeline","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Searches arXiv, Scholar, Semantic Scholar, OpenAlex and DBLP; downloads and converts papers, extracting bibliography and citation contexts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"grammy-jiang/research-pipeline","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Searches arXiv, Scholar, Semantic Scholar, OpenAlex and DBLP; downloads and converts papers, extracting bibliography and citation contexts."],"limitation":"Search coverage depends on upstream access; generated synthesis requires source checking.","url":"https://github.com/grammy-jiang/research-pipeline","primarySourceURLs":["https://raw.githubusercontent.com/grammy-jiang/research-pipeline/master/README.md","https://github.com/grammy-jiang/research-pipeline"],"id":"RWE-3899","relevance":{"id":"RWE-3899","decision":"Core","rationale":"Retain the documented evidence function: Searches arXiv, Scholar, Semantic Scholar, OpenAlex and DBLP; downloads and converts papers, extracting bibliography and citation contexts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Searches arXiv, Scholar, Semantic Scholar, OpenAlex and DBLP; downloads and converts papers, extracting bibliography and citation contexts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/grammy-jiang/research-pipeline","https://raw.githubusercontent.com/grammy-jiang/research-pipeline/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"drcathicks/informed-patient","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Guides a health evidence review with search terms, source assessment and questions for clinician discussion.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drcathicks/informed-patient","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Guides a health evidence review with search terms, source assessment and questions for clinician discussion."],"limitation":"Patient education workflow; not independent diagnosis, formal systematic review or validated evidence grading.","url":"https://github.com/drcathicks/informed-patient","primarySourceURLs":["https://raw.githubusercontent.com/DrCatHicks/informed-patient/main/README.md","https://github.com/DrCatHicks/informed-patient"],"id":"RWE-3900","relevance":{"id":"RWE-3900","decision":"Core","rationale":"Retain the documented evidence function: Guides a health evidence review with search terms, source assessment and questions for clinician discussion. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Guides a health evidence review with search terms, source assessment and questions for clinician discussion.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/drcathicks/informed-patient","https://raw.githubusercontent.com/DrCatHicks/informed-patient/main/README.md","https://github.com/DrCatHicks/informed-patient"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"npbuilds/skill-library","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Retrieve biotech trial-design, endpoint, regulatory and evidence-review skill workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"npbuilds/skill-library","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve biotech trial-design, endpoint, regulatory and evidence-review skill workflows."],"limitation":"Aggregate skill package; Asclepius separate linked project; reasoning conventions do not validate probabilities or valuations.","url":"https://github.com/npbuilds/skill-library","primarySourceURLs":["https://raw.githubusercontent.com/npbuilds/skill-library/main/README.md","https://github.com/npbuilds/skill-library"],"id":"RWE-3901","relevance":{"id":"RWE-3901","decision":"Core","rationale":"Retain the documented evidence function: Retrieve biotech trial-design, endpoint, regulatory and evidence-review skill workflows. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve biotech trial-design, endpoint, regulatory and evidence-review skill workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/npbuilds/skill-library","https://raw.githubusercontent.com/npbuilds/skill-library/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"huch64/ca6123_prism","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Parses arXiv papers into numbered sentences and generates answers linked to sentence-level citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"huch64/ca6123_prism","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Parses arXiv papers into numbered sentences and generates answers linked to sentence-level citations."],"limitation":"Citation alignment does not establish claim correctness or complete literature coverage.","url":"https://github.com/huch64/ca6123_prism","primarySourceURLs":["https://raw.githubusercontent.com/Huch64/CA6123_PRISM/main/README.md","https://github.com/Huch64/CA6123_PRISM"],"id":"RWE-3905","relevance":{"id":"RWE-3905","decision":"Core","rationale":"Retain the documented evidence function: Parses arXiv papers into numbered sentences and generates answers linked to sentence-level citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Parses arXiv papers into numbered sentences and generates answers linked to sentence-level citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/huch64/ca6123_prism","https://raw.githubusercontent.com/Huch64/CA6123_PRISM/main/README.md","https://github.com/Huch64/CA6123_PRISM"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"joonoh991119/claude-skill-marketplace","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Discover scholarly papers and support neuroscience modeling and scientific writing.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"joonoh991119/claude-skill-marketplace","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Discover scholarly papers and support neuroscience modeling and scientific writing."],"limitation":"118 curated skills; upstream skill provenance must be retained; single-cell tools removed in v2.","url":"https://github.com/joonoh991119/claude-skill-marketplace","primarySourceURLs":["https://raw.githubusercontent.com/Joonoh991119/claude-skill-marketplace/main/README.md","https://github.com/Joonoh991119/claude-skill-marketplace"],"id":"RWE-3906","relevance":{"id":"RWE-3906","decision":"Core","rationale":"Retain the documented evidence function: Scholarly paper discovery only; generic neuroscience modeling and writing excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly paper discovery only; generic neuroscience modeling and writing excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/joonoh991119/claude-skill-marketplace","https://raw.githubusercontent.com/Joonoh991119/claude-skill-marketplace/main/README.md","https://github.com/Joonoh991119/claude-skill-marketplace"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ecrivelli/personal_health_ai_agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Queries SQLite body composition, activity, sleep and laboratory data; searches PubMed and inspects individual correlations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ecrivelli/personal_health_ai_agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Queries SQLite body composition, activity, sleep and laboratory data; searches PubMed and inspects individual correlations."],"limitation":"Single-person reference architecture; correlations and generated causal chains are not causal evidence.","url":"https://github.com/ecrivelli/personal_health_ai_agent","primarySourceURLs":["https://raw.githubusercontent.com/ecrivelli/Personal_Health_AI_Agent/main/README.md","https://github.com/ecrivelli/Personal_Health_AI_Agent"],"id":"RWE-3907","relevance":{"id":"RWE-3907","decision":"Core","rationale":"Retain the documented evidence function: Supplied body-composition/activity/sleep/laboratory data access and PubMed retrieval only; individual correlations do not establish causal effects. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Supplied body-composition/activity/sleep/laboratory data access and PubMed retrieval only; individual correlations do not establish causal effects.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ecrivelli/personal_health_ai_agent","https://raw.githubusercontent.com/ecrivelli/Personal_Health_AI_Agent/main/README.md","https://github.com/ecrivelli/Personal_Health_AI_Agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gaaiyun/econ-paper-studio","kind":"Research tool","category":"RWE Data & Analytics","summary":"Structures identification strategy, data audits, reproducible analysis scaffolds, robustness checks and claim ledgers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gaaiyun/econ-paper-studio","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Structures identification strategy, data audits, reproducible analysis scaffolds, robustness checks and claim ledgers."],"limitation":"Economics-oriented enabling workflow; identification assumptions and references require researcher verification.","url":"https://github.com/gaaiyun/econ-paper-studio","primarySourceURLs":["https://raw.githubusercontent.com/gaaiyun/econ-paper-studio/main/README.md","https://github.com/gaaiyun/econ-paper-studio"],"id":"RWE-3908","relevance":{"id":"RWE-3908","decision":"Core","rationale":"Structures identification strategy, data audits, reproducible analysis scaffolds, robustness checks and claim ledgers. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Structures identification strategy, data audits, reproducible analysis scaffolds, robustness checks and claim ledgers. Limits: Economics-oriented enabling workflow; identification assumptions and references require researcher verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gaaiyun/econ-paper-studio/main/README.md","https://github.com/gaaiyun/econ-paper-studio"],"reviewGroup":"research-data-statistical-method"}},{"name":"jdenn0514/coarse-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Exposes paper-review chat, literature search with arXiv fallback and PDF extraction.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jdenn0514/coarse-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Exposes paper-review chat, literature search with arXiv fallback and PDF extraction."],"limitation":"Attribute added MCP component to this fork; model criticism and citation findings require verification.","url":"https://github.com/jdenn0514/coarse-mcp","primarySourceURLs":["https://raw.githubusercontent.com/JDenn0514/coarse-mcp/dev/README.md","https://github.com/JDenn0514/coarse-mcp"],"id":"RWE-3910","relevance":{"id":"RWE-3910","decision":"Core","rationale":"Retain the documented evidence function: Exposes paper-review chat, literature search with arXiv fallback and PDF extraction. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Exposes paper-review chat, literature search with arXiv fallback and PDF extraction.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jdenn0514/coarse-mcp","https://raw.githubusercontent.com/JDenn0514/coarse-mcp/dev/README.md","https://github.com/JDenn0514/coarse-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pratyusha169/biorag","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Ingests PubMed, bioRxiv and Europe PMC and plans/refines searches with multistage retrieval for biomedical synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pratyusha169/biorag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Ingests PubMed, bioRxiv and Europe PMC and plans/refines searches with multistage retrieval for biomedical synthesis."],"limitation":"Documentation reviewed only; citations, retrieval completeness and generated synthesis need checking.","url":"https://github.com/pratyusha169/biorag","primarySourceURLs":["https://raw.githubusercontent.com/pratyusha169/bioRAG/main/README.md","https://github.com/pratyusha169/bioRAG"],"id":"RWE-3911","relevance":{"id":"RWE-3911","decision":"Core","rationale":"Retain the documented evidence function: Ingests PubMed, bioRxiv and Europe PMC and plans/refines searches with multistage retrieval for biomedical synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Ingests PubMed, bioRxiv and Europe PMC and plans/refines searches with multistage retrieval for biomedical synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pratyusha169/biorag","https://raw.githubusercontent.com/pratyusha169/bioRAG/main/README.md","https://github.com/pratyusha169/bioRAG"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"010203cheung/agent-skills-by-addyosmani","kind":"Research tool","category":"OMOP & terminology","summary":"Healthcare ingestion guidance for FHIR/HL7, terminology selection and cross-system mapping.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"010203cheung/agent-skills-by-addyosmani","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Healthcare ingestion guidance for FHIR/HL7, terminology selection and cross-system mapping."],"limitation":"Include added healthcare skill component only; guidance is not validated mapping or privacy compliance.","url":"https://github.com/010203cheung/agent-skills-by-addyosmani","primarySourceURLs":["https://raw.githubusercontent.com/010203cheung/agent-skills-by-addyosmani/main/README.md","https://github.com/010203cheung/agent-skills-by-addyosmani"],"id":"RWE-3912","relevance":{"id":"RWE-3912","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Healthcare ingestion guidance for FHIR/HL7, terminology selection and cross-system mapping.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/010203cheung/agent-skills-by-addyosmani/main/README.md","https://github.com/010203cheung/agent-skills-by-addyosmani"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"vjrivmon/strata-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Maintains SQLite paper library, arXiv/Semantic Scholar scouting, literature review and citation QA workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vjrivmon/strata-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Maintains SQLite paper library, arXiv/Semantic Scholar scouting, literature review and citation QA workflows."],"limitation":"Some workflow components are described as incomplete; include documented MCP and ingest functions only.","url":"https://github.com/vjrivmon/strata-mcp","primarySourceURLs":["https://raw.githubusercontent.com/vjrivmon/strata-mcp/main/README.md","https://github.com/vjrivmon/strata-mcp"],"id":"RWE-3913","relevance":{"id":"RWE-3913","decision":"Core","rationale":"Retain the documented evidence function: Maintains SQLite paper library, arXiv/Semantic Scholar scouting, literature review and citation QA workflows. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Maintains SQLite paper library, arXiv/Semantic Scholar scouting, literature review and citation QA workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vjrivmon/strata-mcp","https://raw.githubusercontent.com/vjrivmon/strata-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"utilityincoming/american-peptide","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Looks up peptide reference information and queries PubChem, ClinicalTrials.gov, PubMed and UniProt.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"utilityincoming/american-peptide","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Looks up peptide reference information and queries PubChem, ClinicalTrials.gov, PubMed and UniProt."],"limitation":"Research reference only; no efficacy, safety or treatment recommendation validation.","url":"https://github.com/utilityincoming/american-peptide","primarySourceURLs":["https://raw.githubusercontent.com/utilityincoming/american-peptide/main/README.md","https://github.com/utilityincoming/american-peptide"],"id":"RWE-3914","relevance":{"id":"RWE-3914","decision":"Core","rationale":"Retain the documented evidence function: ClinicalTrials and PubMed evidence retrieval only; peptide properties and molecular databases excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ClinicalTrials and PubMed evidence retrieval only; peptide properties and molecular databases excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/utilityincoming/american-peptide","https://raw.githubusercontent.com/utilityincoming/american-peptide/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gmanch94/adversarial-multi-agent-lib","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"Run executor/reviewer research, clinical-protocol and pharmacovigilance review workflows.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gmanch94/adversarial-multi-agent-lib","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Run executor/reviewer research, clinical-protocol and pharmacovigilance review workflows."],"limitation":"Model agreement, flags and vetoes do not establish scientific or regulatory validity.","url":"https://github.com/gmanch94/adversarial-multi-agent-lib","primarySourceURLs":["https://raw.githubusercontent.com/gmanch94/adversarial-multi-agent-lib/main/README.md","https://github.com/gmanch94/adversarial-multi-agent-lib"],"id":"RWE-3915","relevance":{"id":"RWE-3915","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Run executor/reviewer research, clinical-protocol and pharmacovigilance review workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gmanch94/adversarial-multi-agent-lib/main/README.md","https://github.com/gmanch94/adversarial-multi-agent-lib"],"reviewGroup":"clinical-trial-workflow"}},{"name":"tirtheshjani/fhir-mcp","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Agent-facing access to Patient and Observation resources through FHIR R4B.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tirtheshjani/fhir-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Agent-facing access to Patient and Observation resources through FHIR R4B."],"limitation":"Requires authorized FHIR backend; access does not establish cohort validity or privacy compliance.","url":"https://github.com/tirtheshjani/fhir-mcp","primarySourceURLs":["https://raw.githubusercontent.com/TirtheshJani/FHIR-MCP/main/README.md","https://github.com/TirtheshJani/FHIR-MCP"],"id":"RWE-3917","relevance":{"id":"RWE-3917","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Agent-facing access to Patient and Observation resources through FHIR R4B.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/TirtheshJani/FHIR-MCP/main/README.md","https://github.com/TirtheshJani/FHIR-MCP"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"tjromack/mcp-suite","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"ClinicalTrials.gov search/eligibility summaries, openFDA source access and PubMed retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tjromack/mcp-suite","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ClinicalTrials.gov search/eligibility summaries, openFDA source access and PubMed retrieval."],"limitation":"Publish only shipped documented components; reconcile stale roadmap language and preserve source-specific caveats.","url":"https://github.com/tjromack/mcp-suite","primarySourceURLs":["https://raw.githubusercontent.com/tjromack/mcp-suite/main/README.md","https://github.com/tjromack/mcp-suite"],"id":"RWE-3918","relevance":{"id":"RWE-3918","decision":"Core","rationale":"Retain the documented evidence function: ClinicalTrials.gov search/eligibility summaries, openFDA source access and PubMed retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ClinicalTrials.gov search/eligibility summaries, openFDA source access and PubMed retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tjromack/mcp-suite","https://raw.githubusercontent.com/tjromack/mcp-suite/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"patolojiai/pathology-skills-collection","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Pathology coding guidance and manuscript reference verification.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"patolojiai/pathology-skills-collection","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pathology coding guidance and manuscript reference verification."],"limitation":"Include research/reference components; staging/coding suggestions and citation-audit levels are not validated decisions.","url":"https://github.com/patolojiai/pathology-skills-collection","primarySourceURLs":["https://raw.githubusercontent.com/patolojiAI/pathology-skills-collection/master/README.md","https://github.com/patolojiAI/pathology-skills-collection"],"id":"RWE-3919","relevance":{"id":"RWE-3919","decision":"Core","rationale":"Retain only the documented evidence function: Manuscript reference verification and clinical terminology support only; diagnosis/staging recommendations excluded. Coverage and validation limitations remain in force.","relevanceBasis":"Manuscript reference verification and clinical terminology support only; diagnosis/staging recommendations excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/patolojiai/pathology-skills-collection","https://raw.githubusercontent.com/patolojiAI/pathology-skills-collection/master/README.md","https://github.com/patolojiAI/pathology-skills-collection"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mingfenghong/paperseek","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Generates queries and citation-network expansions over PubMed, Semantic Scholar, Crossref and other academic sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mingfenghong/paperseek","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Generates queries and citation-network expansions over PubMed, Semantic Scholar, Crossref and other academic sources."],"limitation":"Coverage and rankings are source dependent; exported results need verification.","url":"https://github.com/mingfenghong/paperseek","primarySourceURLs":["https://raw.githubusercontent.com/MingfengHong/paperseek/main/README.md","https://github.com/MingfengHong/paperseek"],"id":"RWE-3920","relevance":{"id":"RWE-3920","decision":"Core","rationale":"Retain the documented evidence function: Generates queries and citation-network expansions over PubMed, Semantic Scholar, Crossref and other academic sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Generates queries and citation-network expansions over PubMed, Semantic Scholar, Crossref and other academic sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mingfenghong/paperseek","https://raw.githubusercontent.com/MingfengHong/paperseek/main/README.md","https://github.com/MingfengHong/paperseek"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bydecom/medical-citation-agent","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Extracts FDA label claims with regex/NER and line-level citations through MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bydecom/medical-citation-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Extracts FDA label claims with regex/NER and line-level citations through MCP."],"limitation":"Extraction is not label interpretation or validation; citation presence does not guarantee correct entity/claim extraction.","url":"https://github.com/bydecom/medical-citation-agent","primarySourceURLs":["https://raw.githubusercontent.com/bydecom/medical-citation-agent/main/README.md","https://github.com/bydecom/medical-citation-agent"],"id":"RWE-3923","relevance":{"id":"RWE-3923","decision":"Core","rationale":"Retain the documented evidence function: Extracts FDA label claims with regex/NER and line-level citations through MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Extracts FDA label claims with regex/NER and line-level citations through MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bydecom/medical-citation-agent","https://raw.githubusercontent.com/bydecom/medical-citation-agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zhugenmi/scira","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Searches scholarly databases, maintains a paper library and supports reading and synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhugenmi/scira","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Searches scholarly databases, maintains a paper library and supports reading and synthesis."],"limitation":"Parallel cancellation at max_results may omit slower sources; no complete search-coverage guarantee.","url":"https://github.com/zhugenmi/scira","primarySourceURLs":["https://raw.githubusercontent.com/zhugenmi/Scira/main/README.md","https://github.com/zhugenmi/Scira"],"id":"RWE-3924","relevance":{"id":"RWE-3924","decision":"Core","rationale":"Retain the documented evidence function: Searches scholarly databases, maintains a paper library and supports reading and synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Searches scholarly databases, maintains a paper library and supports reading and synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zhugenmi/scira","https://raw.githubusercontent.com/zhugenmi/Scira/main/README.md","https://github.com/zhugenmi/Scira"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hyunji0618/mcp-driven-rag-enhanced-llm-for-oncology","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieve PubMed evidence and analyze synthetic prostate-cancer records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hyunji0618/mcp-driven-rag-enhanced-llm-for-oncology","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve PubMed evidence and analyze synthetic prostate-cancer records."],"limitation":"500 synthetic records; accuracy and lifespan/treatment outputs not clinical validation.","url":"https://github.com/hyunji0618/mcp-driven-rag-enhanced-llm-for-oncology","primarySourceURLs":["https://raw.githubusercontent.com/hyunji0618/MCP-Driven-RAG-Enhanced-LLM-for-Oncology/main/README.md","https://github.com/hyunji0618/MCP-Driven-RAG-Enhanced-LLM-for-Oncology"],"id":"RWE-3925","relevance":{"id":"RWE-3925","decision":"Core","rationale":"Retain the documented evidence function: PubMed retrieval only; synthetic prognosis/lifespan/treatment analysis excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed retrieval only; synthetic prognosis/lifespan/treatment analysis excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hyunji0618/mcp-driven-rag-enhanced-llm-for-oncology","https://raw.githubusercontent.com/hyunji0618/MCP-Driven-RAG-Enhanced-LLM-for-Oncology/main/README.md","https://github.com/hyunji0618/MCP-Driven-RAG-Enhanced-LLM-for-Oncology"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"toymen/pure-mpg-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Queries Max Planck PuRe publications and exports citations; enriches PuRe identifiers through OpenAlex/Crossref/Unpaywall and others.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"toymen/pure-mpg-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Queries Max Planck PuRe publications and exports citations; enriches PuRe identifiers through OpenAlex/Crossref/Unpaywall and others."],"limitation":"PuRe is the canonical scope; enrichment services are not independently searchable through these tools.","url":"https://github.com/toymen/pure-mpg-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Toymen/pure-mpg-mcp/main/README.md","https://github.com/Toymen/pure-mpg-mcp"],"id":"RWE-3926","relevance":{"id":"RWE-3926","decision":"Core","rationale":"Retain the documented evidence function: Queries Max Planck PuRe publications and exports citations; enriches PuRe identifiers through OpenAlex/Crossref/Unpaywall and others. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Queries Max Planck PuRe publications and exports citations; enriches PuRe identifiers through OpenAlex/Crossref/Unpaywall and others.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/toymen/pure-mpg-mcp","https://raw.githubusercontent.com/Toymen/pure-mpg-mcp/main/README.md","https://github.com/Toymen/pure-mpg-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zhouyinlong-lab/dog-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Deep-research review modes including literature/PRISMA workflows and Semantic Scholar reference checks.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhouyinlong-lab/dog-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Deep-research review modes including literature/PRISMA workflows and Semantic Scholar reference checks."],"limitation":"Include research component only; advertised agent counts and verification claims not independently validated.","url":"https://github.com/zhouyinlong-lab/dog-skills","primarySourceURLs":["https://raw.githubusercontent.com/ZhouYinLong-lab/Dog-Skills/main/README.md","https://github.com/ZhouYinLong-lab/Dog-Skills"],"id":"RWE-3927","relevance":{"id":"RWE-3927","decision":"Core","rationale":"Retain the documented evidence function: Deep-research review modes including literature/PRISMA workflows and Semantic Scholar reference checks. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Deep-research review modes including literature/PRISMA workflows and Semantic Scholar reference checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zhouyinlong-lab/dog-skills","https://raw.githubusercontent.com/ZhouYinLong-lab/Dog-Skills/main/README.md","https://github.com/ZhouYinLong-lab/Dog-Skills"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tianliang-liu/research-knowledge-base-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Coordinates Zotero/Obsidian literature notes, evidence maps, method notes and source-verified questions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tianliang-liu/research-knowledge-base-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Coordinates Zotero/Obsidian literature notes, evidence maps, method notes and source-verified questions."],"limitation":"Dependent on user libraries and agent judgment; notes are not independent evidence validation.","url":"https://github.com/tianliang-liu/research-knowledge-base-skill","primarySourceURLs":["https://raw.githubusercontent.com/tianliang-liu/research-knowledge-base-skill/main/README.md","https://github.com/tianliang-liu/research-knowledge-base-skill"],"id":"RWE-3929","relevance":{"id":"RWE-3929","decision":"Core","rationale":"Retain the documented evidence function: Coordinates Zotero/Obsidian literature notes, evidence maps, method notes and source-verified questions. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Coordinates Zotero/Obsidian literature notes, evidence maps, method notes and source-verified questions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tianliang-liu/research-knowledge-base-skill","https://raw.githubusercontent.com/tianliang-liu/research-knowledge-base-skill/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kurtvalcorza/agentic-research","kind":"Research tool","category":"Trials & Study Design","summary":"Protocol development, search, deduplication, screening, extraction, risk-of-bias/GRADE support and reference verification.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kurtvalcorza/agentic-research","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Protocol development, search, deduplication, screening, extraction, risk-of-bias/GRADE support and reference verification."],"limitation":"Guideline alignment does not guarantee valid or complete review; methodological decisions require human review.","url":"https://github.com/kurtvalcorza/agentic-research","primarySourceURLs":["https://raw.githubusercontent.com/kurtvalcorza/agentic-research/main/README.md","https://github.com/kurtvalcorza/agentic-research"],"id":"RWE-3931","relevance":{"id":"RWE-3931","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Protocol development, search, deduplication, screening, extraction, risk-of-bias/GRADE support and reference verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kurtvalcorza/agentic-research/main/README.md","https://github.com/kurtvalcorza/agentic-research"],"reviewGroup":"clinical-trial-workflow"}},{"name":"gaasher/agent-loop-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Scientific writing/data-analysis loops and Semantic Scholar/arXiv paper discovery, snippets, citation graph and full-text tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gaasher/agent-loop-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scientific writing/data-analysis loops and Semantic Scholar/arXiv paper discovery, snippets, citation graph and full-text tools."],"limitation":"Include scholarly component only; loop scores are not independent methodological validation.","url":"https://github.com/gaasher/agent-loop-skills","primarySourceURLs":["https://raw.githubusercontent.com/gaasher/Agent-Loop-Skills/main/README.md","https://github.com/gaasher/Agent-Loop-Skills"],"id":"RWE-3932","relevance":{"id":"RWE-3932","decision":"Core","rationale":"Retain the documented evidence function: Semantic Scholar/arXiv paper discovery, citations and text retrieval only; generic writing/data loops excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Semantic Scholar/arXiv paper discovery, citations and text retrieval only; generic writing/data loops excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gaasher/agent-loop-skills","https://raw.githubusercontent.com/gaasher/Agent-Loop-Skills/main/README.md","https://github.com/gaasher/Agent-Loop-Skills"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"agents4academia-ai/prior","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieves OpenAlex/arXiv papers, extracts claims and contributions, and exposes graph navigation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"agents4academia-ai/prior","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieves OpenAlex/arXiv papers, extracts claims and contributions, and exposes graph navigation."],"limitation":"Generated claim relationships and confidence labels require primary-source review.","url":"https://github.com/agents4academia-ai/prior","primarySourceURLs":["https://raw.githubusercontent.com/Agents4Academia-AI/prior/main/README.md","https://github.com/Agents4Academia-AI/prior"],"id":"RWE-3933","relevance":{"id":"RWE-3933","decision":"Core","rationale":"Retain the documented evidence function: Retrieves OpenAlex/arXiv papers, extracts claims and contributions, and exposes graph navigation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieves OpenAlex/arXiv papers, extracts claims and contributions, and exposes graph navigation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/agents4academia-ai/prior","https://raw.githubusercontent.com/Agents4Academia-AI/prior/main/README.md","https://github.com/Agents4Academia-AI/prior"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nmanoranjan78-sudo/pharma-intelligence-agent","kind":"Research tool","category":"Trials & Study Design","summary":"Coordinates ClinicalTrials.gov and openFDA lookup for trial and drug-approval research.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nmanoranjan78-sudo/pharma-intelligence-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Coordinates ClinicalTrials.gov and openFDA lookup for trial and drug-approval research."],"limitation":"Capstone documentation; compliance assessment is not a regulatory determination.","url":"https://github.com/nmanoranjan78-sudo/pharma-intelligence-agent","primarySourceURLs":["https://raw.githubusercontent.com/nmanoranjan78-sudo/pharma-intelligence-agent/main/README.md","https://github.com/nmanoranjan78-sudo/pharma-intelligence-agent"],"id":"RWE-3934","relevance":{"id":"RWE-3934","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Coordinates ClinicalTrials.gov and openFDA lookup for trial and drug-approval research.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nmanoranjan78-sudo/pharma-intelligence-agent/main/README.md","https://github.com/nmanoranjan78-sudo/pharma-intelligence-agent"],"reviewGroup":"clinical-trial-workflow"}},{"name":"yuppiez99999/-mcp-tool-medical-data-qa-mcp-","kind":"MCP component","category":"RWE Data & Analytics","summary":"Medical data quality assessment, department classification and evidence-based medicine tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yuppiez99999/-mcp-tool-medical-data-qa-mcp-","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical data quality assessment, department classification and evidence-based medicine tools."],"limitation":"Hackathon prototype; reported test counts and production labels do not establish clinical or methodological validity.","url":"https://github.com/yuppiez99999/-mcp-tool-medical-data-qa-mcp-","primarySourceURLs":["https://raw.githubusercontent.com/yuppiez99999/-MCP-Tool-Medical-Data-QA-MCP-/main/README.md","https://github.com/yuppiez99999/-MCP-Tool-Medical-Data-QA-MCP-"],"id":"RWE-3935","relevance":{"id":"RWE-3935","decision":"Core","rationale":"Medical data quality assessment, department classification and evidence-based medicine tools. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Medical data quality assessment, department classification and evidence-based medicine tools. Limits: Hackathon prototype; reported test counts and production labels do not establish clinical or methodological validity.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/yuppiez99999/-MCP-Tool-Medical-Data-QA-MCP-/main/README.md","https://github.com/yuppiez99999/-MCP-Tool-Medical-Data-QA-MCP-"],"reviewGroup":"research-data-statistical-method"}},{"name":"nancyalejandranardelli/secure-clinical-data-agent","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query clinical SQL Server statistics through local-model agent.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nancyalejandranardelli/secure-clinical-data-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query clinical SQL Server statistics through local-model agent."],"limitation":"Educational project; SELECT-prefix checks do not constitute audited security; local schema required.","url":"https://github.com/nancyalejandranardelli/secure-clinical-data-agent","primarySourceURLs":["https://raw.githubusercontent.com/NancyAlejandraNardelli/secure-clinical-data-agent/main/README.md","https://github.com/NancyAlejandraNardelli/secure-clinical-data-agent"],"id":"RWE-3936","relevance":{"id":"RWE-3936","decision":"Core","rationale":"Query clinical SQL Server statistics through local-model agent. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Query clinical SQL Server statistics through local-model agent. Limits: Educational project; SELECT-prefix checks do not constitute audited security; local schema required.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/NancyAlejandraNardelli/secure-clinical-data-agent/main/README.md","https://github.com/NancyAlejandraNardelli/secure-clinical-data-agent"],"reviewGroup":"research-data-statistical-method"}},{"name":"zhoy0409-debug/scholarflow-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Creates research evidence ledgers, reproducible literature searches, bibliographic checks and manuscript claim reviews.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhoy0409-debug/scholarflow-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Creates research evidence ledgers, reproducible literature searches, bibliographic checks and manuscript claim reviews."],"limitation":"Automated checks and presentation guidance do not establish methodological or citation correctness.","url":"https://github.com/zhoy0409-debug/scholarflow-skills","primarySourceURLs":["https://raw.githubusercontent.com/zhoy0409-debug/scholarflow-skills/main/README.md","https://github.com/zhoy0409-debug/scholarflow-skills"],"id":"RWE-3940","relevance":{"id":"RWE-3940","decision":"Core","rationale":"Retain the documented evidence function: Creates research evidence ledgers, reproducible literature searches, bibliographic checks and manuscript claim reviews. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Creates research evidence ledgers, reproducible literature searches, bibliographic checks and manuscript claim reviews.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zhoy0409-debug/scholarflow-skills","https://raw.githubusercontent.com/zhoy0409-debug/scholarflow-skills/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nomadamas/healthmes-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Integrates wearable/activity/nutrition/environmental signals into agent-accessible wellness context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nomadamas/healthmes-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Integrates wearable/activity/nutrition/environmental signals into agent-accessible wellness context."],"limitation":"Personal wellness infrastructure; decision recommendations are not validated clinical findings.","url":"https://github.com/nomadamas/healthmes-agent","primarySourceURLs":["https://raw.githubusercontent.com/NomaDamas/healthmes-agent/main/README.md","https://github.com/NomaDamas/healthmes-agent"],"id":"RWE-3942","relevance":{"id":"RWE-3942","decision":"Core","rationale":"Integrates wearable/activity/nutrition/environmental signals into agent-accessible wellness context. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Integrates wearable/activity/nutrition/environmental signals into agent-accessible wellness context. Limits: Personal wellness infrastructure; decision recommendations are not validated clinical findings.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/NomaDamas/healthmes-agent/main/README.md","https://github.com/NomaDamas/healthmes-agent"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"cskerritt/tplcp-reference-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieve clinical recommendation, costing and life-expectancy reference passages.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cskerritt/tplcp-reference-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve clinical recommendation, costing and life-expectancy reference passages."],"limitation":"Private orientation corpus not included; enabling evidence workflow, not case-specific conclusion.","url":"https://github.com/cskerritt/tplcp-reference-mcp","primarySourceURLs":["https://raw.githubusercontent.com/cskerritt/tplcp-reference-mcp/main/README.md","https://github.com/cskerritt/tplcp-reference-mcp"],"id":"RWE-3943","relevance":{"id":"RWE-3943","decision":"Core","rationale":"Retrieve clinical recommendation, costing and life-expectancy reference passages. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Retrieve clinical recommendation, costing and life-expectancy reference passages. Limits: Private orientation corpus not included; enabling evidence workflow, not case-specific conclusion.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cskerritt/tplcp-reference-mcp/main/README.md","https://github.com/cskerritt/tplcp-reference-mcp"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"rujulaaaa/multi-agent-literature-review-system","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Plans arXiv searches, builds a local index, summarizes papers and drafts comparative literature reviews.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rujulaaaa/multi-agent-literature-review-system","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Plans arXiv searches, builds a local index, summarizes papers and drafts comparative literature reviews."],"limitation":"Generated quality gates do not establish systematic coverage or valid synthesis.","url":"https://github.com/rujulaaaa/multi-agent-literature-review-system","primarySourceURLs":["https://raw.githubusercontent.com/rujulaaaa/Multi-Agent-Literature-Review-System/main/README.md","https://github.com/rujulaaaa/Multi-Agent-Literature-Review-System"],"id":"RWE-3945","relevance":{"id":"RWE-3945","decision":"Core","rationale":"Retain the documented evidence function: Plans arXiv searches, builds a local index, summarizes papers and drafts comparative literature reviews. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Plans arXiv searches, builds a local index, summarizes papers and drafts comparative literature reviews.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rujulaaaa/multi-agent-literature-review-system","https://raw.githubusercontent.com/rujulaaaa/Multi-Agent-Literature-Review-System/main/README.md","https://github.com/rujulaaaa/Multi-Agent-Literature-Review-System"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"felexhill7/citation-knowledge-agent","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Discovers citations from seed arXiv papers, classifies relationship types and stores/query triples.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"felexhill7/citation-knowledge-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Discovers citations from seed arXiv papers, classifies relationship types and stores/query triples."],"limitation":"Automated citation-type labels require source checking; graph coverage is seed dependent.","url":"https://github.com/felexhill7/citation-knowledge-agent","primarySourceURLs":["https://raw.githubusercontent.com/FelexHill7/citation-knowledge-agent/master/README.md","https://github.com/FelexHill7/citation-knowledge-agent"],"id":"RWE-3946","relevance":{"id":"RWE-3946","decision":"Core","rationale":"Retain the documented evidence function: Discovers citations from seed arXiv papers, classifies relationship types and stores/query triples. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Discovers citations from seed arXiv papers, classifies relationship types and stores/query triples.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/felexhill7/citation-knowledge-agent","https://raw.githubusercontent.com/FelexHill7/citation-knowledge-agent/master/README.md","https://github.com/FelexHill7/citation-knowledge-agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pangenomeai/academic-skills-food-nutrition","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Packages literature review, PRISMA/meta-analysis guidance, data analysis and food/nutrition evidence workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pangenomeai/academic-skills-food-nutrition","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Packages literature review, PRISMA/meta-analysis guidance, data analysis and food/nutrition evidence workflows."],"limitation":"Search access and protocol execution require human oversight; guidelines do not guarantee a valid review.","url":"https://github.com/pangenomeai/academic-skills-food-nutrition","primarySourceURLs":["https://raw.githubusercontent.com/PangenomeAI/academic-skills-food-nutrition/main/README.md","https://github.com/PangenomeAI/academic-skills-food-nutrition"],"id":"RWE-3947","relevance":{"id":"RWE-3947","decision":"Core","rationale":"Retain the documented evidence function: Packages literature review, PRISMA/meta-analysis guidance, data analysis and food/nutrition evidence workflows. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Packages literature review, PRISMA/meta-analysis guidance, data analysis and food/nutrition evidence workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pangenomeai/academic-skills-food-nutrition","https://raw.githubusercontent.com/PangenomeAI/academic-skills-food-nutrition/main/README.md","https://github.com/PangenomeAI/academic-skills-food-nutrition"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"vidushiagarwall/litreview-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Academic search, paper parsing, citation graphs, comparison tables and numerical-claim review.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vidushiagarwall/litreview-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic search, paper parsing, citation graphs, comparison tables and numerical-claim review."],"limitation":"Adversarial model checks are not independent validation; source and study-design review remains necessary.","url":"https://github.com/vidushiagarwall/litreview-agent","primarySourceURLs":["https://raw.githubusercontent.com/vidushiagarwall/litreview-agent/master/README.md","https://github.com/vidushiagarwall/litreview-agent"],"id":"RWE-3948","relevance":{"id":"RWE-3948","decision":"Core","rationale":"Retain the documented evidence function: Academic search, paper parsing, citation graphs, comparison tables and numerical-claim review. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic search, paper parsing, citation graphs, comparison tables and numerical-claim review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vidushiagarwall/litreview-agent","https://raw.githubusercontent.com/vidushiagarwall/litreview-agent/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"qinhsiu/paper_rec_skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Literature search/reading workflows with citation verification and claim ledgers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"qinhsiu/paper_rec_skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature search/reading workflows with citation verification and claim ledgers."],"limitation":"Model-assisted checks and experiment scaffolding need researcher validation.","url":"https://github.com/qinhsiu/paper_rec_skill","primarySourceURLs":["https://raw.githubusercontent.com/QinHsiu/Paper_Rec_Skill/master/README.md","https://github.com/QinHsiu/Paper_Rec_Skill"],"id":"RWE-3949","relevance":{"id":"RWE-3949","decision":"Core","rationale":"Retain the documented evidence function: Literature search/reading workflows with citation verification and claim ledgers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature search/reading workflows with citation verification and claim ledgers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/qinhsiu/paper_rec_skill","https://raw.githubusercontent.com/QinHsiu/Paper_Rec_Skill/master/README.md","https://github.com/QinHsiu/Paper_Rec_Skill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"drignacioalcala/systematic-review-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Coordinates PubMed, Semantic Scholar and OpenAlex searches; supports risk-of-bias workflows and PRISMA/PROSPERO reporting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drignacioalcala/systematic-review-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Coordinates PubMed, Semantic Scholar and OpenAlex searches; supports risk-of-bias workflows and PRISMA/PROSPERO reporting."],"limitation":"Institutional database access and human methodological judgments required; no validated autonomous review claim.","url":"https://github.com/drignacioalcala/systematic-review-skill","primarySourceURLs":["https://raw.githubusercontent.com/Drignacioalcala/systematic-review-skill/main/README.md","https://github.com/Drignacioalcala/systematic-review-skill"],"id":"RWE-3950","relevance":{"id":"RWE-3950","decision":"Core","rationale":"Retain the documented evidence function: Coordinates PubMed, Semantic Scholar and OpenAlex searches; supports risk-of-bias workflows and PRISMA/PROSPERO reporting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Coordinates PubMed, Semantic Scholar and OpenAlex searches; supports risk-of-bias workflows and PRISMA/PROSPERO reporting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/drignacioalcala/systematic-review-skill","https://raw.githubusercontent.com/Drignacioalcala/systematic-review-skill/main/README.md","https://github.com/Drignacioalcala/systematic-review-skill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"blainomd/solvinghealth-sdk","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"FHIR R4 data access, NPI lookup and coding reference components.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"blainomd/solvinghealth-sdk","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR R4 data access, NPI lookup and coding reference components."],"limitation":"Include data-access/reference component only; billing and prior-authorization generation are not research evidence.","url":"https://github.com/blainomd/solvinghealth-sdk","primarySourceURLs":["https://raw.githubusercontent.com/blainomd/solvinghealth-sdk/main/README.md","https://github.com/blainomd/solvinghealth-sdk"],"id":"RWE-3953","relevance":{"id":"RWE-3953","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR R4 data access, NPI lookup and coding reference components.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/blainomd/solvinghealth-sdk/main/README.md","https://github.com/blainomd/solvinghealth-sdk"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"wiqilee/aria","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieve drug and literature evidence for polypharmacy research.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wiqilee/aria","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve drug and literature evidence for polypharmacy research."],"limitation":"Synthetic patient demos; risk/deprescribing/dosing and evidence grades not clinically validated.","url":"https://github.com/wiqilee/aria","primarySourceURLs":["https://raw.githubusercontent.com/wiqilee/ARIA/main/README.md","https://github.com/wiqilee/ARIA"],"id":"RWE-3954","relevance":{"id":"RWE-3954","decision":"Core","rationale":"Retain the documented evidence function: Retrieve drug and literature evidence for polypharmacy research. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve drug and literature evidence for polypharmacy research.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wiqilee/aria","https://raw.githubusercontent.com/wiqilee/ARIA/main/README.md","https://github.com/wiqilee/ARIA"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"haoyu-haoyu/stata-ai-fusion","kind":"MCP server","category":"RWE Data & Analytics","summary":"Exposes eleven Stata execution tools and analysis workflows through MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"haoyu-haoyu/stata-ai-fusion","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Exposes eleven Stata execution tools and analysis workflows through MCP."],"limitation":"Requires Stata; generated commands can change local files and statistical validity depends on analyst choices.","url":"https://github.com/haoyu-haoyu/stata-ai-fusion","primarySourceURLs":["https://raw.githubusercontent.com/haoyu-haoyu/stata-ai-fusion/main/README.md","https://github.com/haoyu-haoyu/stata-ai-fusion"],"id":"RWE-3955","relevance":{"id":"RWE-3955","decision":"Core","rationale":"Exposes eleven Stata execution tools and analysis workflows through MCP. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Exposes eleven Stata execution tools and analysis workflows through MCP. Limits: Requires Stata; generated commands can change local files and statistical validity depends on analyst choices.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/haoyu-haoyu/stata-ai-fusion/main/README.md","https://github.com/haoyu-haoyu/stata-ai-fusion"],"reviewGroup":"research-data-statistical-method"}},{"name":"zaoqu-liu/scienceclaw","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Queries PubMed, TCGA/cBioPortal and other biomedical sources and runs R survival-analysis workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zaoqu-liu/scienceclaw","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Queries PubMed, TCGA/cBioPortal and other biomedical sources and runs R survival-analysis workflows."],"limitation":"Source counts and no-hallucination claims unverified; survival models require design and assumption checks.","url":"https://github.com/zaoqu-liu/scienceclaw","primarySourceURLs":["https://raw.githubusercontent.com/Zaoqu-Liu/ScienceClaw/main/README.md","https://github.com/Zaoqu-Liu/ScienceClaw"],"id":"RWE-3956","relevance":{"id":"RWE-3956","decision":"Core","rationale":"Retain the documented evidence function: PubMed retrieval and R survival-analysis methods only; molecular-source discovery not independently Core. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed retrieval and R survival-analysis methods only; molecular-source discovery not independently Core.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zaoqu-liu/scienceclaw","https://raw.githubusercontent.com/Zaoqu-Liu/ScienceClaw/main/README.md","https://github.com/Zaoqu-Liu/ScienceClaw"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"open-medica/open-medical-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieve biomedical literature/trials and use packaged evidence-synthesis/biostatistics skills.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"open-medica/open-medical-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve biomedical literature/trials and use packaged evidence-synthesis/biostatistics skills."],"limitation":"Collection includes upstream ToolUniverse tools; preserve attribution and dedup; physician-reviewed claims unverified.","url":"https://github.com/open-medica/open-medical-skills","primarySourceURLs":["https://raw.githubusercontent.com/Open-Medica/open-medical-skills/main/README.md","https://github.com/Open-Medica/open-medical-skills"],"id":"RWE-3957","relevance":{"id":"RWE-3957","decision":"Core","rationale":"Retain the documented evidence function: Biomedical literature/trial retrieval and specified evidence-synthesis support only; broad packaged tools not blanket retained. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biomedical literature/trial retrieval and specified evidence-synthesis support only; broad packaged tools not blanket retained.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/open-medica/open-medical-skills","https://raw.githubusercontent.com/Open-Medica/open-medical-skills/main/README.md","https://github.com/Open-Medica/open-medical-skills"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aperivue/medsci-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Supports clinical manuscript design, reporting-guideline checks, risk-of-bias guidance and reference verification.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aperivue/medsci-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Supports clinical manuscript design, reporting-guideline checks, risk-of-bias guidance and reference verification."],"limitation":"Physician-reviewed/tested claims not independently validated; guideline coverage is not compliance certification.","url":"https://github.com/aperivue/medsci-skills","primarySourceURLs":["https://raw.githubusercontent.com/Aperivue/medsci-skills/main/README.md","https://github.com/Aperivue/medsci-skills"],"id":"RWE-3958","relevance":{"id":"RWE-3958","decision":"Core","rationale":"Retain the documented evidence function: Risk-of-bias guidance and reference verification only; general manuscript formatting excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Risk-of-bias guidance and reference verification only; general manuscript formatting excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aperivue/medsci-skills","https://raw.githubusercontent.com/Aperivue/medsci-skills/main/README.md","https://github.com/Aperivue/medsci-skills"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"drkaushiksarkar/sage-vaccine-equity-agent","kind":"MCP component","category":"RWE Data & Analytics","summary":"Analyzes vaccine coverage using UNICEF, WHO immunization and OECD financing data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drkaushiksarkar/sage-vaccine-equity-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Analyzes vaccine coverage using UNICEF, WHO immunization and OECD financing data."],"limitation":"Upstream row counts unverified; equity analyses depend on denominator harmonization and model assumptions.","url":"https://github.com/drkaushiksarkar/sage-vaccine-equity-agent","primarySourceURLs":["https://raw.githubusercontent.com/drkaushiksarkar/sage-vaccine-equity-agent/main/README.md","https://github.com/drkaushiksarkar/sage-vaccine-equity-agent"],"id":"RWE-3960","relevance":{"id":"RWE-3960","decision":"Core","rationale":"Analyzes vaccine coverage using UNICEF, WHO immunization and OECD financing data. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Analyzes vaccine coverage using UNICEF, WHO immunization and OECD financing data. Limits: Upstream row counts unverified; equity analyses depend on denominator harmonization and model assumptions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/drkaushiksarkar/sage-vaccine-equity-agent/main/README.md","https://github.com/drkaushiksarkar/sage-vaccine-equity-agent"],"reviewGroup":"research-data-statistical-method"}},{"name":"drkaushiksarkar/sage-climate-agent-orchestrator","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query SAGE Lake health/climate datasets and generate reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drkaushiksarkar/sage-climate-agent-orchestrator","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query SAGE Lake health/climate datasets and generate reports."],"limitation":"Requires configured lake; record-count and coverage claims not independently verified.","url":"https://github.com/drkaushiksarkar/sage-climate-agent-orchestrator","primarySourceURLs":["https://raw.githubusercontent.com/drkaushiksarkar/sage-climate-agent-orchestrator/main/README.md","https://github.com/drkaushiksarkar/sage-climate-agent-orchestrator"],"id":"RWE-3961","relevance":{"id":"RWE-3961","decision":"Core","rationale":"Query SAGE Lake health/climate datasets and generate reports. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Query SAGE Lake health/climate datasets and generate reports. Limits: Requires configured lake; record-count and coverage claims not independently verified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/drkaushiksarkar/sage-climate-agent-orchestrator/main/README.md","https://github.com/drkaushiksarkar/sage-climate-agent-orchestrator"],"reviewGroup":"research-data-statistical-method"}},{"name":"hylouis233/openscience","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Literature retrieval, evidence items, source-linked drafting, identifier checks and claim-support review.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hylouis233/openscience","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature retrieval, evidence items, source-linked drafting, identifier checks and claim-support review."],"limitation":"Automated checks are not independent study appraisal or coverage validation.","url":"https://github.com/hylouis233/openscience","primarySourceURLs":["https://raw.githubusercontent.com/Hylouis233/openscience/main/README.md","https://github.com/Hylouis233/openscience"],"id":"RWE-3962","relevance":{"id":"RWE-3962","decision":"Core","rationale":"Retain the documented evidence function: Literature retrieval, evidence items, source-linked drafting, identifier checks and claim-support review. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature retrieval, evidence items, source-linked drafting, identifier checks and claim-support review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hylouis233/openscience","https://raw.githubusercontent.com/Hylouis233/openscience/main/README.md","https://github.com/Hylouis233/openscience"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sujon-stat/epiagent","kind":"Research tool","category":"RWE Data & Analytics","summary":"CDC FluView time-series retrieval, epidemic-model analysis and situation-report generation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sujon-stat/epiagent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CDC FluView time-series retrieval, epidemic-model analysis and situation-report generation."],"limitation":"Separate live CDC access from synthetic SEIR data; deterministic arithmetic does not validate model assumptions.","url":"https://github.com/sujon-stat/epiagent","primarySourceURLs":["https://raw.githubusercontent.com/sujon-stat/EpiAgent/main/README.md","https://github.com/sujon-stat/EpiAgent"],"id":"RWE-3963","relevance":{"id":"RWE-3963","decision":"Core","rationale":"CDC FluView time-series retrieval, epidemic-model analysis and situation-report generation. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"CDC FluView time-series retrieval, epidemic-model analysis and situation-report generation. Limits: Separate live CDC access from synthetic SEIR data; deterministic arithmetic does not validate model assumptions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sujon-stat/EpiAgent/main/README.md","https://github.com/sujon-stat/EpiAgent"],"reviewGroup":"research-data-statistical-method"}},{"name":"davidosherdiagnostica/israel-drugs-mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"Medication identification and detailed Israeli drug information access.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"davidosherdiagnostica/israel-drugs-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medication identification and detailed Israeli drug information access."],"limitation":"Drug-reference retrieval only; source freshness/licensing apply and no prescribing validation.","url":"https://github.com/davidosherdiagnostica/israel-drugs-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/DavidOsherdiagnostica/israel-drugs-mcp-server/main/README.md","https://github.com/DavidOsherdiagnostica/israel-drugs-mcp-server"],"id":"RWE-3965","relevance":{"id":"RWE-3965","decision":"Core","rationale":"Medication identification and detailed Israeli drug information access. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Medication identification and detailed Israeli drug information access. Limits: Drug-reference retrieval only; source freshness/licensing apply and no prescribing validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DavidOsherdiagnostica/israel-drugs-mcp-server/main/README.md","https://github.com/DavidOsherdiagnostica/israel-drugs-mcp-server"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"yashsinghal1234/vaidyasetu","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Fetches and normalizes hospital FHIR records for agent access.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yashsinghal1234/vaidyasetu","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Fetches and normalizes hospital FHIR records for agent access."],"limitation":"Authorized backend required; model-generated reasoning is not validated clinical interpretation.","url":"https://github.com/yashsinghal1234/vaidyasetu","primarySourceURLs":["https://raw.githubusercontent.com/yashsinghal1234/VaidyaSetu/main/README.md","https://github.com/yashsinghal1234/VaidyaSetu"],"id":"RWE-3966","relevance":{"id":"RWE-3966","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Fetches and normalizes hospital FHIR records for agent access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/yashsinghal1234/VaidyaSetu/main/README.md","https://github.com/yashsinghal1234/VaidyaSetu"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"muyogalega25/healthcare-data-quality-mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"Profiles datasets and exposes data-quality dimensions as callable tools over uploaded filenames.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"muyogalega25/healthcare-data-quality-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Profiles datasets and exposes data-quality dimensions as callable tools over uploaded filenames."],"limitation":"Checks do not establish clinical validity, completeness or fitness for a study.","url":"https://github.com/muyogalega25/healthcare-data-quality-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/muyogalega25/healthcare-data-quality-mcp-server/main/README.md","https://github.com/muyogalega25/healthcare-data-quality-mcp-server"],"id":"RWE-3967","relevance":{"id":"RWE-3967","decision":"Core","rationale":"Profiles datasets and exposes data-quality dimensions as callable tools over uploaded filenames. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Profiles datasets and exposes data-quality dimensions as callable tools over uploaded filenames. Limits: Checks do not establish clinical validity, completeness or fitness for a study.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/muyogalega25/healthcare-data-quality-mcp-server/main/README.md","https://github.com/muyogalega25/healthcare-data-quality-mcp-server"],"reviewGroup":"research-data-statistical-method"}},{"name":"amazon-yw/building-medical-agent-from-ai-ready-datalake","kind":"MCP component","category":"OMOP & terminology","summary":"Query synthetic FHIR lake, retrieve PubMed and map SNOMED/ICD concepts.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"amazon-yw/building-medical-agent-from-ai-ready-datalake","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Query synthetic FHIR lake, retrieve PubMed and map SNOMED/ICD concepts."],"limitation":"Workshop with Synthea data and AWS dependencies; not actual patient outcomes.","url":"https://github.com/amazon-yw/building-medical-agent-from-ai-ready-datalake","primarySourceURLs":["https://raw.githubusercontent.com/amazon-yw/building-medical-agent-from-ai-ready-datalake/main/README.md","https://github.com/amazon-yw/building-medical-agent-from-ai-ready-datalake"],"id":"RWE-3969","relevance":{"id":"RWE-3969","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Query synthetic FHIR lake, retrieve PubMed and map SNOMED/ICD concepts.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/amazon-yw/building-medical-agent-from-ai-ready-datalake/main/README.md","https://github.com/amazon-yw/building-medical-agent-from-ai-ready-datalake"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"simonberg255/sotkanet-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieves national health/welfare indicators from Sotkanet.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"simonberg255/sotkanet-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieves national health/welfare indicators from Sotkanet."],"limitation":"Indicator counts and publisher live-test claims unverified; geographic/time comparability matters.","url":"https://github.com/simonberg255/sotkanet-mcp","primarySourceURLs":["https://raw.githubusercontent.com/SimonBerg255/sotkanet-mcp/main/README.md","https://github.com/SimonBerg255/sotkanet-mcp"],"id":"RWE-3970","relevance":{"id":"RWE-3970","decision":"Core","rationale":"Retrieves national health/welfare indicators from Sotkanet. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Retrieves national health/welfare indicators from Sotkanet. Limits: Indicator counts and publisher live-test claims unverified; geographic/time comparability matters.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SimonBerg255/sotkanet-mcp/main/README.md","https://github.com/SimonBerg255/sotkanet-mcp"],"reviewGroup":"research-data-statistical-method"}},{"name":"oasolliman590/gx-dm-simulator-is-a-proof-of-concept-clinical-decision-support-tool-cdss-","kind":"MCP server","category":"Biomedical & Bioinformatics","summary":"Maps pharmacogenomic evidence through live MCP source workflows with research-only alert/report prototypes.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"oasolliman590/gx-dm-simulator-is-a-proof-of-concept-clinical-decision-support-tool-cdss-","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Maps pharmacogenomic evidence through live MCP source workflows with research-only alert/report prototypes."],"limitation":"Use live-source evidence component; stub outputs are synthetic and alerts are not clinical recommendations.","url":"https://github.com/oasolliman590/gx-dm-simulator-is-a-proof-of-concept-clinical-decision-support-tool-cdss-","primarySourceURLs":["https://raw.githubusercontent.com/OASolliman590/Gx-DM-Simulator-is-a-proof-of-concept-clinical-decision-support-tool-CDSS-/main/README.md","https://github.com/OASolliman590/Gx-DM-Simulator-is-a-proof-of-concept-clinical-decision-support-tool-CDSS-"],"id":"RWE-3971","relevance":{"id":"RWE-3971","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Maps pharmacogenomic evidence through live MCP source workflows with research-only alert/report prototypes.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/OASolliman590/Gx-DM-Simulator-is-a-proof-of-concept-clinical-decision-support-tool-CDSS-/main/README.md","https://github.com/OASolliman590/Gx-DM-Simulator-is-a-proof-of-concept-clinical-decision-support-tool-CDSS-"],"reviewGroup":"health-product-and-safety-data"}},{"name":"ranabasharatsaeed/trustworthy-ai-fhir-monitoring","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Connects to FHIR R4 backends and exposes patient-monitoring context through MCP.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ranabasharatsaeed/trustworthy-ai-fhir-monitoring","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Connects to FHIR R4 backends and exposes patient-monitoring context through MCP."],"limitation":"Include interoperable data-access component only; ML risk predictions and security claims unvalidated.","url":"https://github.com/ranabasharatsaeed/trustworthy-ai-fhir-monitoring","primarySourceURLs":["https://raw.githubusercontent.com/ranabasharatsaeed/Trustworthy-AI-FHIR-Monitoring/main/README.md","https://github.com/ranabasharatsaeed/Trustworthy-AI-FHIR-Monitoring"],"id":"RWE-3972","relevance":{"id":"RWE-3972","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Connects to FHIR R4 backends and exposes patient-monitoring context through MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ranabasharatsaeed/Trustworthy-AI-FHIR-Monitoring/main/README.md","https://github.com/ranabasharatsaeed/Trustworthy-AI-FHIR-Monitoring"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"off-rkv/medicshelper---hierarchical-agentic-ai-for-clinical-decision-support","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Retrieves FHIR R4 patient charts and structured labs/medications/conditions.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"off-rkv/medicshelper---hierarchical-agentic-ai-for-clinical-decision-support","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Retrieves FHIR R4 patient charts and structured labs/medications/conditions."],"limitation":"Limit inclusion to data access; hackathon reasoning, interaction alerts and documents are not clinically validated.","url":"https://github.com/off-rkv/medicshelper---hierarchical-agentic-ai-for-clinical-decision-support","primarySourceURLs":["https://raw.githubusercontent.com/off-rkv/MedicsHelper---Hierarchical-Agentic-AI-for-Clinical-Decision-Support/main/README.md","https://github.com/off-rkv/MedicsHelper---Hierarchical-Agentic-AI-for-Clinical-Decision-Support"],"id":"RWE-3975","relevance":{"id":"RWE-3975","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Retrieves FHIR R4 patient charts and structured labs/medications/conditions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/off-rkv/MedicsHelper---Hierarchical-Agentic-AI-for-Clinical-Decision-Support/main/README.md","https://github.com/off-rkv/MedicsHelper---Hierarchical-Agentic-AI-for-Clinical-Decision-Support"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"kamelzero/mcp_healthdata","kind":"Research tool","category":"Public health & surveillance","summary":"Explores US air quality, respiratory-health and mortality relationships.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kamelzero/mcp_healthdata","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Explores US air quality, respiratory-health and mortality relationships."],"limitation":"Ecological correlations are not individual exposure or causal effects; source harmonization requires review.","url":"https://github.com/kamelzero/mcp_healthdata","primarySourceURLs":["https://raw.githubusercontent.com/kamelzero/mcp_healthdata/main/README.md","https://github.com/kamelzero/mcp_healthdata"],"id":"RWE-3976","relevance":{"id":"RWE-3976","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Explores US air quality, respiratory-health and mortality relationships.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kamelzero/mcp_healthdata/main/README.md","https://github.com/kamelzero/mcp_healthdata"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"openpharma-org/cdc-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Queries CDC Socrata open data through documented unified MCP interface.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openpharma-org/cdc-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Queries CDC Socrata open data through documented unified MCP interface."],"limitation":"Independent project, not CDC endorsement; rate limits and dataset metadata govern interpretation.","url":"https://github.com/openpharma-org/cdc-mcp","primarySourceURLs":["https://raw.githubusercontent.com/openpharma-org/cdc-mcp/main/README.md","https://github.com/openpharma-org/cdc-mcp"],"id":"RWE-3978","relevance":{"id":"RWE-3978","decision":"Core","rationale":"Queries CDC Socrata open data through documented unified MCP interface. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Queries CDC Socrata open data through documented unified MCP interface. Limits: Independent project, not CDC endorsement; rate limits and dataset metadata govern interpretation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/openpharma-org/cdc-mcp/main/README.md","https://github.com/openpharma-org/cdc-mcp"],"reviewGroup":"research-data-statistical-method"}},{"name":"leocheda/ottawa-public-health-agent","kind":"MCP server","category":"Public health & surveillance","summary":"Retrieves Ottawa Public Health facility outbreaks through MCP and routes public-health questions.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"leocheda/ottawa-public-health-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Retrieves Ottawa Public Health facility outbreaks through MCP and routes public-health questions."],"limitation":"Public outbreak feed only; no predictive accuracy or complete case ascertainment claim.","url":"https://github.com/leocheda/ottawa-public-health-agent","primarySourceURLs":["https://raw.githubusercontent.com/leocheda/ottawa-public-health-agent/main/README.md","https://github.com/leocheda/ottawa-public-health-agent"],"id":"RWE-3979","relevance":{"id":"RWE-3979","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Retrieves Ottawa Public Health facility outbreaks through MCP and routes public-health questions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/leocheda/ottawa-public-health-agent/main/README.md","https://github.com/leocheda/ottawa-public-health-agent"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"bruno-portfolio/hypokrates","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"Retrieve adverse events, literature, labels/trials and compare drug safety signals.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bruno-portfolio/hypokrates","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Retrieve adverse events, literature, labels/trials and compare drug safety signals."],"limitation":"Spontaneous-report signals are hypothesis-generating, not incidence/causality; multi-source coverage varies.","url":"https://github.com/bruno-portfolio/hypokrates","primarySourceURLs":["https://raw.githubusercontent.com/bruno-portfolio/hypokrates/main/README.md","https://github.com/bruno-portfolio/hypokrates"],"id":"RWE-3980","relevance":{"id":"RWE-3980","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Retrieve adverse events, literature, labels/trials and compare drug safety signals.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bruno-portfolio/hypokrates/main/README.md","https://github.com/bruno-portfolio/hypokrates"],"reviewGroup":"clinical-trial-workflow"}},{"name":"heidihelena/sourcevahti","kind":"MCP component","category":"Public health & surveillance","summary":"Reads public-health/government/research datasets with source versions, release/retrieval dates and snapshot identifiers.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"heidihelena/sourcevahti","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Reads public-health/government/research datasets with source versions, release/retrieval dates and snapshot identifiers."],"limitation":"Source-level coverage and comparability apply; provenance does not establish correctness.","url":"https://github.com/heidihelena/sourcevahti","primarySourceURLs":["https://raw.githubusercontent.com/heidihelena/sourcevahti/main/README.md","https://github.com/heidihelena/sourcevahti"],"id":"RWE-3981","relevance":{"id":"RWE-3981","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Reads public-health/government/research datasets with source versions, release/retrieval dates and snapshot identifiers.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/heidihelena/sourcevahti/main/README.md","https://github.com/heidihelena/sourcevahti"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"sunilagarwal2007/phoenix-outbreak-intelligence","kind":"Research tool","category":"Public health & surveillance","summary":"Explore COVID/influenza/public-health data and draft resource reports.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sunilagarwal2007/phoenix-outbreak-intelligence","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Explore COVID/influenza/public-health data and draft resource reports."],"limitation":"Public-health department simulation; forecasting and earlier detection claims unvalidated.","url":"https://github.com/sunilagarwal2007/phoenix-outbreak-intelligence","primarySourceURLs":["https://raw.githubusercontent.com/sunilagarwal2007/phoenix-outbreak-intelligence/main/README.md","https://github.com/sunilagarwal2007/phoenix-outbreak-intelligence"],"id":"RWE-3982","relevance":{"id":"RWE-3982","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Explore COVID/influenza/public-health data and draft resource reports.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sunilagarwal2007/phoenix-outbreak-intelligence/main/README.md","https://github.com/sunilagarwal2007/phoenix-outbreak-intelligence"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"m-romdhani/scholarly-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Queries OpenAlex, Crossref, Semantic Scholar, arXiv, Unpaywall, DataCite, Europe PMC and citation sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"m-romdhani/scholarly-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Queries OpenAlex, Crossref, Semantic Scholar, arXiv, Unpaywall, DataCite, Europe PMC and citation sources."],"limitation":"Publisher test claims not independently verified; metadata access does not verify claim support.","url":"https://github.com/m-romdhani/scholarly-mcp","primarySourceURLs":["https://raw.githubusercontent.com/M-Romdhani/scholarly-mcp/main/README.md","https://github.com/M-Romdhani/scholarly-mcp"],"id":"RWE-3984","relevance":{"id":"RWE-3984","decision":"Core","rationale":"Retain the documented evidence function: Queries OpenAlex, Crossref, Semantic Scholar, arXiv, Unpaywall, DataCite, Europe PMC and citation sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Queries OpenAlex, Crossref, Semantic Scholar, arXiv, Unpaywall, DataCite, Europe PMC and citation sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/m-romdhani/scholarly-mcp","https://raw.githubusercontent.com/M-Romdhani/scholarly-mcp/main/README.md","https://github.com/M-Romdhani/scholarly-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zavora-ai/mcp-medical","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Seven PubMed and WHO GHO tools for literature, abstracts, health indicators and country profiles.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zavora-ai/mcp-medical","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Seven PubMed and WHO GHO tools for literature, abstracts, health indicators and country profiles."],"limitation":"Reference/statistical retrieval only; not diagnosis or patient-specific advice.","url":"https://github.com/zavora-ai/mcp-medical","primarySourceURLs":["https://raw.githubusercontent.com/zavora-ai/mcp-medical/main/README.md","https://github.com/zavora-ai/mcp-medical"],"id":"RWE-3985","relevance":{"id":"RWE-3985","decision":"Core","rationale":"Retain the documented evidence function: Seven PubMed and WHO GHO tools for literature, abstracts, health indicators and country profiles. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Seven PubMed and WHO GHO tools for literature, abstracts, health indicators and country profiles.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zavora-ai/mcp-medical","https://raw.githubusercontent.com/zavora-ai/mcp-medical/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"colbyw5/openfda-mcp-server","kind":"MCP component","category":"Regulatory & Product Data","summary":"Queries FDA public drug and medical-device datasets.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"colbyw5/openfda-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Queries FDA public drug and medical-device datasets."],"limitation":"Public spontaneous-report data do not establish incidence or causality; API limits apply.","url":"https://github.com/colbyw5/openfda-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/colbyw5/openfda-mcp-server/main/README.md","https://github.com/colbyw5/openfda-mcp-server"],"id":"RWE-3986","relevance":{"id":"RWE-3986","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Queries FDA public drug and medical-device datasets.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/colbyw5/openfda-mcp-server/main/README.md","https://github.com/colbyw5/openfda-mcp-server"],"reviewGroup":"health-product-and-safety-data"}},{"name":"namithrao/hypoai","kind":"Research tool","category":"RWE Data & Analytics","summary":"Assemble research datasets, generate synthetic samples and run statistical reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"namithrao/hypoai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Assemble research datasets, generate synthetic samples and run statistical reports."],"limitation":"External data access varies; synthetic augmentation/method validity and claimed production readiness unverified.","url":"https://github.com/namithrao/hypoai","primarySourceURLs":["https://raw.githubusercontent.com/namithrao/hypoAI/main/README.md","https://github.com/namithrao/hypoAI"],"id":"RWE-3987","relevance":{"id":"RWE-3987","decision":"Core","rationale":"Assemble research datasets, generate synthetic samples and run statistical reports. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Assemble research datasets, generate synthetic samples and run statistical reports. Limits: External data access varies; synthetic augmentation/method validity and claimed production readiness unverified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/namithrao/hypoAI/main/README.md","https://github.com/namithrao/hypoAI"],"reviewGroup":"research-data-statistical-method"}},{"name":"rohith0224/fda-drug-safety-agent","kind":"MCP server","category":"Pharmacovigilance & safety","summary":"Retrieves live FDA adverse-event data and FHIR R4 patient context through MCP.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rohith0224/fda-drug-safety-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Retrieves live FDA adverse-event data and FHIR R4 patient context through MCP."],"limitation":"Patient-specific risk estimates cannot be inferred from FAERS reports; include retrieval scope only.","url":"https://github.com/rohith0224/fda-drug-safety-agent","primarySourceURLs":["https://raw.githubusercontent.com/rohith0224/fda-drug-safety-agent/main/README.md","https://github.com/rohith0224/fda-drug-safety-agent"],"id":"RWE-3988","relevance":{"id":"RWE-3988","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Retrieves live FDA adverse-event data and FHIR R4 patient context through MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rohith0224/fda-drug-safety-agent/main/README.md","https://github.com/rohith0224/fda-drug-safety-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"danielk-am/clinical-evidence-mcp","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"Searches PubMed/Europe PMC, ClinicalTrials.gov, drug labels and adverse-event reports.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"danielk-am/clinical-evidence-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Searches PubMed/Europe PMC, ClinicalTrials.gov, drug labels and adverse-event reports."],"limitation":"Registrations are not trial results; reports do not establish causality or incidence.","url":"https://github.com/danielk-am/clinical-evidence-mcp","primarySourceURLs":["https://raw.githubusercontent.com/danielk-am/clinical-evidence-mcp/main/README.md","https://github.com/danielk-am/clinical-evidence-mcp"],"id":"RWE-3989","relevance":{"id":"RWE-3989","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Searches PubMed/Europe PMC, ClinicalTrials.gov, drug labels and adverse-event reports.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/danielk-am/clinical-evidence-mcp/main/README.md","https://github.com/danielk-am/clinical-evidence-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"h2s-hackchamps/vena","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed literature retrieval and BigQuery querying over Synthea patient data.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"h2s-hackchamps/vena","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed literature retrieval and BigQuery querying over Synthea patient data."],"limitation":"Only literature access is real evidence; Synthea outputs are demonstration data, not observed cohorts.","url":"https://github.com/h2s-hackchamps/vena","primarySourceURLs":["https://raw.githubusercontent.com/H2S-HackChamps/vena/main/README.md","https://github.com/H2S-HackChamps/vena"],"id":"RWE-3990","relevance":{"id":"RWE-3990","decision":"Core","rationale":"Retain the documented evidence function: PubMed scholarly retrieval only; Synthea clinical queries are demonstrations, not observed evidence. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed scholarly retrieval only; Synthea clinical queries are demonstrations, not observed evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/h2s-hackchamps/vena","https://raw.githubusercontent.com/H2S-HackChamps/vena/main/README.md","https://github.com/H2S-HackChamps/vena"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"chagkrit/medical-research-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Bilingual Thai/English research pipeline, PubMed citation search and reporting-guideline drafting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chagkrit/medical-research-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Bilingual Thai/English research pipeline, PubMed citation search and reporting-guideline drafting."],"limitation":"Journal quartile preferences do not assess study quality; generated citation and guideline checks require review.","url":"https://github.com/chagkrit/medical-research-agent","primarySourceURLs":["https://raw.githubusercontent.com/chagkrit/Medical-Research-Agent/main/README.md","https://github.com/chagkrit/Medical-Research-Agent"],"id":"RWE-3991","relevance":{"id":"RWE-3991","decision":"Core","rationale":"Retain the documented evidence function: Bilingual Thai/English research pipeline, PubMed citation search and reporting-guideline drafting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Bilingual Thai/English research pipeline, PubMed citation search and reporting-guideline drafting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chagkrit/medical-research-agent","https://raw.githubusercontent.com/chagkrit/Medical-Research-Agent/main/README.md","https://github.com/chagkrit/Medical-Research-Agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"anshux1/health-care-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search papers/trials, retrieve source details and summarize evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anshux1/health-care-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search papers/trials, retrieve source details and summarize evidence."],"limitation":"Patient/care tools synthetic; clinical triage/drug reasoning not validated.","url":"https://github.com/anshux1/health-care-mcp","primarySourceURLs":["https://raw.githubusercontent.com/anshux1/health-care-mcp/main/README.md","https://github.com/anshux1/health-care-mcp"],"id":"RWE-3992","relevance":{"id":"RWE-3992","decision":"Core","rationale":"Retain the documented evidence function: Search papers/trials, retrieve source details and summarize evidence. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search papers/trials, retrieve source details and summarize evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/anshux1/health-care-mcp","https://raw.githubusercontent.com/anshux1/health-care-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"decilion/gho-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Queries country profiles, regional/income benchmarks, sex-disaggregated time series and citation metadata.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"decilion/gho-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Queries country profiles, regional/income benchmarks, sex-disaggregated time series and citation metadata."],"limitation":"Indicator definitions, temporal alignment and missingness constrain comparisons.","url":"https://github.com/decilion/gho-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Decilion/gho-mcp/main/README.md","https://github.com/Decilion/gho-mcp"],"id":"RWE-3993","relevance":{"id":"RWE-3993","decision":"Core","rationale":"Retain the documented evidence function: Queries country profiles, regional/income benchmarks, sex-disaggregated time series and citation metadata. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Queries country profiles, regional/income benchmarks, sex-disaggregated time series and citation metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/decilion/gho-mcp","https://raw.githubusercontent.com/Decilion/gho-mcp/main/README.md","https://github.com/Decilion/gho-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"r3dz4r/datapulse-my","kind":"MCP component","category":"RWE Data & Analytics","summary":"Searches datasets, checks freshness/schema drift/anomalies and retrieves provenance/evidence artifacts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"r3dz4r/datapulse-my","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Searches datasets, checks freshness/schema drift/anomalies and retrieves provenance/evidence artifacts."],"limitation":"Automated anomaly and evidence scores do not establish data validity; health-relevant source subset should be explicit.","url":"https://github.com/r3dz4r/datapulse-my","primarySourceURLs":["https://raw.githubusercontent.com/r3dz4r/datapulse-my/main/README.md","https://github.com/r3dz4r/datapulse-my"],"id":"RWE-3994","relevance":{"id":"RWE-3994","decision":"Core","rationale":"Searches datasets, checks freshness/schema drift/anomalies and retrieves provenance/evidence artifacts. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Searches datasets, checks freshness/schema drift/anomalies and retrieves provenance/evidence artifacts. Limits: Automated anomaly and evidence scores do not establish data validity; health-relevant source subset should be explicit.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/r3dz4r/datapulse-my/main/README.md","https://github.com/r3dz4r/datapulse-my"],"reviewGroup":"research-data-statistical-method"}},{"name":"al-zamakhshari/drug-safety-signal-agent","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"Computes pharmacovigilance screening statistics and cross-references openFDA labels and PubMed.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"al-zamakhshari/drug-safety-signal-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Computes pharmacovigilance screening statistics and cross-references openFDA labels and PubMed."],"limitation":"Disproportionality signals are not adverse-effect causality or incidence; comparator/design choices matter.","url":"https://github.com/al-zamakhshari/drug-safety-signal-agent","primarySourceURLs":["https://raw.githubusercontent.com/al-Zamakhshari/drug-safety-signal-agent/main/README.md","https://github.com/al-Zamakhshari/drug-safety-signal-agent"],"id":"RWE-3995","relevance":{"id":"RWE-3995","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Computes pharmacovigilance screening statistics and cross-references openFDA labels and PubMed.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/al-Zamakhshari/drug-safety-signal-agent/main/README.md","https://github.com/al-Zamakhshari/drug-safety-signal-agent"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"virtualryder/pharmacovigilance_agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Drug-safety retrieval and governed seriousness/masking workflow on Bedrock AgentCore.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"virtualryder/pharmacovigilance_agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Drug-safety retrieval and governed seriousness/masking workflow on Bedrock AgentCore."],"limitation":"README identifies outstanding expert sign-off before real PHI; not clinically or privacy validated.","url":"https://github.com/virtualryder/pharmacovigilance_agent","primarySourceURLs":["https://raw.githubusercontent.com/virtualryder/pharmacovigilance_agent/main/README.md","https://github.com/virtualryder/pharmacovigilance_agent"],"id":"RWE-3996","relevance":{"id":"RWE-3996","decision":"Core","rationale":"Drug-safety retrieval and governed seriousness/masking workflow on Bedrock AgentCore. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Drug-safety retrieval and governed seriousness/masking workflow on Bedrock AgentCore. Limits: README identifies outstanding expert sign-off before real PHI; not clinically or privacy validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/virtualryder/pharmacovigilance_agent/main/README.md","https://github.com/virtualryder/pharmacovigilance_agent"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"aurora-neuro/aurora-agent","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Search source snapshots, retrieve descriptive trial/cohort views and audit citation closure.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aurora-neuro/aurora-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search source snapshots, retrieve descriptive trial/cohort views and audit citation closure."],"limitation":"Reference-world benchmarks are synthetic; bounded snapshots and claim audit do not validate scientific conclusions.","url":"https://github.com/aurora-neuro/aurora-agent","primarySourceURLs":["https://raw.githubusercontent.com/AURORA-NEURO/aurora-agent/main/README.md","https://github.com/AURORA-NEURO/aurora-agent"],"id":"RWE-3997","relevance":{"id":"RWE-3997","decision":"Core","rationale":"Retain the documented evidence function: Search source snapshots, retrieve descriptive trial/cohort views and audit citation closure. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search source snapshots, retrieve descriptive trial/cohort views and audit citation closure.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aurora-neuro/aurora-agent","https://raw.githubusercontent.com/AURORA-NEURO/aurora-agent/main/README.md","https://github.com/AURORA-NEURO/aurora-agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"leescot/pubmed-mcp-smithery","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"PubMed paper search/retrieval, MeSH lookup, publication counts and PICO-oriented evidence searches.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"leescot/pubmed-mcp-smithery","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed paper search/retrieval, MeSH lookup, publication counts and PICO-oriented evidence searches."],"limitation":"PICO helper does not guarantee complete or unbiased systematic search.","url":"https://github.com/leescot/pubmed-mcp-smithery","primarySourceURLs":["https://raw.githubusercontent.com/leescot/pubmed-mcp-smithery/main/README.md","https://github.com/leescot/pubmed-mcp-smithery"],"id":"RWE-3998","relevance":{"id":"RWE-3998","decision":"Core","rationale":"Retain the documented evidence function: PubMed paper search/retrieval, MeSH lookup, publication counts and PICO-oriented evidence searches. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed paper search/retrieval, MeSH lookup, publication counts and PICO-oriented evidence searches.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/leescot/pubmed-mcp-smithery","https://raw.githubusercontent.com/leescot/pubmed-mcp-smithery/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"youngfly93/biocli","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Gene scanning, cBioPortal cohort briefs, literature and proteomics retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"youngfly93/biocli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Gene scanning, cBioPortal cohort briefs, literature and proteomics retrieval."],"limitation":"Attribute companion MCP separately within same project; cohort frequencies are descriptive.","url":"https://github.com/youngfly93/biocli","primarySourceURLs":["https://raw.githubusercontent.com/youngfly93/biocli/main/README.md","https://github.com/youngfly93/biocli"],"id":"RWE-3999","relevance":{"id":"RWE-3999","decision":"Core","rationale":"Retain the documented evidence function: Clinical cohort summaries and literature retrieval only; gene/proteomics discovery excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinical cohort summaries and literature retrieval only; gene/proteomics discovery excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/youngfly93/biocli","https://raw.githubusercontent.com/youngfly93/biocli/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"balagaraghuram1/claudecode-plugin","kind":"Research tool","category":"Trials & Study Design","summary":"Queries ClinicalTrials.gov and cBioPortal for cancer trial and biomarker context.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"balagaraghuram1/claudecode-plugin","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Queries ClinicalTrials.gov and cBioPortal for cancer trial and biomarker context."],"limitation":"Trial matching is a research aid, not eligibility determination or treatment advice.","url":"https://github.com/balagaraghuram1/claudecode-plugin","primarySourceURLs":["https://raw.githubusercontent.com/balagaraghuram1/claudecode-plugin/main/README.md","https://github.com/balagaraghuram1/claudecode-plugin"],"id":"RWE-4000","relevance":{"id":"RWE-4000","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Queries ClinicalTrials.gov and cBioPortal for cancer trial and biomarker context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/balagaraghuram1/claudecode-plugin/main/README.md","https://github.com/balagaraghuram1/claudecode-plugin"],"reviewGroup":"clinical-trial-workflow"}},{"name":"vermaarjun7/rct-opt-agent","kind":"MCP server","category":"Trials & Study Design","summary":"Fetches and summarizes trial records via CTgov MCP.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vermaarjun7/rct-opt-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Fetches and summarizes trial records via CTgov MCP."],"limitation":"Trial enrollment is not population prevalence, as README explicitly notes.","url":"https://github.com/vermaarjun7/rct-opt-agent","primarySourceURLs":["https://raw.githubusercontent.com/vermaarjun7/rct-opt-agent/main/README.md","https://github.com/vermaarjun7/rct-opt-agent"],"id":"RWE-4001","relevance":{"id":"RWE-4001","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Fetches and summarizes trial records via CTgov MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vermaarjun7/rct-opt-agent/main/README.md","https://github.com/vermaarjun7/rct-opt-agent"],"reviewGroup":"clinical-trial-workflow"}},{"name":"ayshsandu/clinical-trial-site-selection-agent","kind":"MCP component","category":"Public health & surveillance","summary":"Search candidate populations/sites and compare enrollment capabilities.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ayshsandu/clinical-trial-site-selection-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Search candidate populations/sites and compare enrollment capabilities."],"limitation":"Demo dataset provenance/real-world feasibility unverified; no claim of real enrollment prediction.","url":"https://github.com/ayshsandu/clinical-trial-site-selection-agent","primarySourceURLs":["https://raw.githubusercontent.com/ayshsandu/clinical-trial-site-selection-agent/main/README.md","https://github.com/ayshsandu/clinical-trial-site-selection-agent"],"id":"RWE-4002","relevance":{"id":"RWE-4002","decision":"Core","rationale":"Trial candidate-population and site feasibility analysis has an explicit clinical study-planning role, while demo provenance prevents real enrollment prediction claims.","relevanceBasis":"Search candidate populations/sites and compare enrollment capabilities.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ayshsandu/clinical-trial-site-selection-agent/main/README.md","https://github.com/ayshsandu/clinical-trial-site-selection-agent"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"carlowiede/french-tobacco-tax-agentic-did","kind":"Research tool","category":"RWE Data & Analytics","summary":"Packages difference-in-differences replication for French tobacco-tax policy research.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"carlowiede/french-tobacco-tax-agentic-did","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Packages difference-in-differences replication for French tobacco-tax policy research."],"limitation":"Study-specific replication; estimates and identifying assumptions require independent review.","url":"https://github.com/carlowiede/french-tobacco-tax-agentic-did","primarySourceURLs":["https://raw.githubusercontent.com/carlowiede/french-tobacco-tax-agentic-did/main/README.md","https://github.com/carlowiede/french-tobacco-tax-agentic-did"],"id":"RWE-4003","relevance":{"id":"RWE-4003","decision":"Core","rationale":"Packages difference-in-differences replication for French tobacco-tax policy research. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Packages difference-in-differences replication for French tobacco-tax policy research. Limits: Study-specific replication; estimates and identifying assumptions require independent review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/carlowiede/french-tobacco-tax-agentic-did/main/README.md","https://github.com/carlowiede/french-tobacco-tax-agentic-did"],"reviewGroup":"research-data-statistical-method"}},{"name":"citedhealth/citedhealth-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Queries ingredient evidence records, conditions, PubMed-indexed papers and educational glossary.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"citedhealth/citedhealth-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Queries ingredient evidence records, conditions, PubMed-indexed papers and educational glossary."],"limitation":"Curated evidence grades are publisher assessments, not validated efficacy or safety determinations.","url":"https://github.com/citedhealth/citedhealth-mcp","primarySourceURLs":["https://raw.githubusercontent.com/citedhealth/citedhealth-mcp/main/README.md","https://github.com/citedhealth/citedhealth-mcp"],"id":"RWE-4004","relevance":{"id":"RWE-4004","decision":"Core","rationale":"Retain the documented evidence function: Queries ingredient evidence records, conditions, PubMed-indexed papers and educational glossary. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Queries ingredient evidence records, conditions, PubMed-indexed papers and educational glossary.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/citedhealth/citedhealth-mcp","https://raw.githubusercontent.com/citedhealth/citedhealth-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"uh-joan/pharma-agentic-os","kind":"MCP component","category":"OMOP & terminology","summary":"Queries trial, FDA, PubMed, Open Targets, PubChem, WHO and terminology sources.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"uh-joan/pharma-agentic-os","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Queries trial, FDA, PubMed, Open Targets, PubChem, WHO and terminology sources."],"limitation":"Include health-research components; generated code and interpretations require review.","url":"https://github.com/uh-joan/pharma-agentic-os","primarySourceURLs":["https://raw.githubusercontent.com/uh-joan/pharma-agentic-os/main/README.md","https://github.com/uh-joan/pharma-agentic-os"],"id":"RWE-4005","relevance":{"id":"RWE-4005","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Queries trial, FDA, PubMed, Open Targets, PubChem, WHO and terminology sources.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/uh-joan/pharma-agentic-os/main/README.md","https://github.com/uh-joan/pharma-agentic-os"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"openpharma-org/who-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieves WHO health data through unified who-health tool with six methods.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openpharma-org/who-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieves WHO health data through unified who-health tool with six methods."],"limitation":"Independent adapter; indicator definitions and missingness constrain comparisons.","url":"https://github.com/openpharma-org/who-mcp","primarySourceURLs":["https://raw.githubusercontent.com/openpharma-org/who-mcp/main/README.md","https://github.com/openpharma-org/who-mcp"],"id":"RWE-4006","relevance":{"id":"RWE-4006","decision":"Core","rationale":"Retrieves WHO health data through unified who-health tool with six methods. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Retrieves WHO health data through unified who-health tool with six methods. Limits: Independent adapter; indicator definitions and missingness constrain comparisons.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/openpharma-org/who-mcp/main/README.md","https://github.com/openpharma-org/who-mcp"],"reviewGroup":"research-data-statistical-method"}},{"name":"chetanamuralidharan/mira","kind":"MCP component","category":"RWE Data & Analytics","summary":"Analyze synthetic clinical tables and retrieve clinical-policy documents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chetanamuralidharan/mira","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Analyze synthetic clinical tables and retrieve clinical-policy documents."],"limitation":"5,760 synthetic patients; 47-question benchmark not clinical validation.","url":"https://github.com/chetanamuralidharan/mira","primarySourceURLs":["https://raw.githubusercontent.com/ChetanaMuralidharan/Mira/main/README.md","https://github.com/ChetanaMuralidharan/Mira"],"id":"RWE-4007","relevance":{"id":"RWE-4007","decision":"Core","rationale":"Analyze synthetic clinical tables and retrieve clinical-policy documents. Retain only clinical-policy document retrieval as the evidence function; the synthetic clinical-table demonstration does not establish observed-data relevance.","relevanceBasis":"Analyze synthetic clinical tables and retrieve clinical-policy documents. Limits: 5,760 synthetic patients; 47-question benchmark not clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ChetanaMuralidharan/Mira/main/README.md","https://github.com/ChetanaMuralidharan/Mira"],"reviewGroup":"clinical-policy-evidence-retrieval"}},{"name":"n4e-n4e/detecting-fraud-signals-in-centers-for-medicare-medicaid-services-data","kind":"MCP server","category":"RWE Data & Analytics","summary":"Uses CMS data and MCP scraping of OIG records with structured LLM routing.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"n4e-n4e/detecting-fraud-signals-in-centers-for-medicare-medicaid-services-data","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Uses CMS data and MCP scraping of OIG records with structured LLM routing."],"limitation":"Potential fraud flags are screening signals, not findings of fraud or patient-level evidence.","url":"https://github.com/n4e-n4e/detecting-fraud-signals-in-centers-for-medicare-medicaid-services-data","primarySourceURLs":["https://raw.githubusercontent.com/N4e-N4e/Detecting-Fraud-Signals-in-Centers-for-Medicare-Medicaid-Services-Data/main/README.md","https://github.com/N4e-N4e/Detecting-Fraud-Signals-in-Centers-for-Medicare-Medicaid-Services-Data"],"id":"RWE-4008","relevance":{"id":"RWE-4008","decision":"Core","rationale":"Uses CMS data and MCP scraping of OIG records with structured LLM routing. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Uses CMS data and MCP scraping of OIG records with structured LLM routing. Limits: Potential fraud flags are screening signals, not findings of fraud or patient-level evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/N4e-N4e/Detecting-Fraud-Signals-in-Centers-for-Medicare-Medicaid-Services-Data/main/README.md","https://github.com/N4e-N4e/Detecting-Fraud-Signals-in-Centers-for-Medicare-Medicaid-Services-Data"],"reviewGroup":"research-data-statistical-method"}},{"name":"rishavbhattarai/amr-climate-atlas","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieve climate/AMR sources and analyze country-year panels.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rishavbhattarai/amr-climate-atlas","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve climate/AMR sources and analyze country-year panels."],"limitation":"Country-level ecological model assumptions and causal claims require independent review.","url":"https://github.com/rishavbhattarai/amr-climate-atlas","primarySourceURLs":["https://raw.githubusercontent.com/Rishavbhattarai/amr-climate-atlas/main/README.md","https://github.com/Rishavbhattarai/amr-climate-atlas"],"id":"RWE-4009","relevance":{"id":"RWE-4009","decision":"Core","rationale":"Retrieve climate/AMR sources and analyze country-year panels. The selected function supplies explicit health indicators, cohort/survival/causal work, empirical identification or identifiable data-query/quality/statistical methods; assumptions remain unvalidated.","relevanceBasis":"Retrieve climate/AMR sources and analyze country-year panels. Limits: Country-level ecological model assumptions and causal claims require independent review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Rishavbhattarai/amr-climate-atlas/main/README.md","https://github.com/Rishavbhattarai/amr-climate-atlas"],"reviewGroup":"research-data-statistical-method"}},{"name":"ceuriel/clinical-trial-intelligence-mcp","kind":"Research tool","category":"Trials & Study Design","summary":"Retrieves biomedical trial data through BioMCP with direct ClinicalTrials.gov fallback.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ceuriel/clinical-trial-intelligence-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Retrieves biomedical trial data through BioMCP with direct ClinicalTrials.gov fallback."],"limitation":"Trial normalization and model-generated intelligence require source checks.","url":"https://github.com/ceuriel/clinical-trial-intelligence-mcp","primarySourceURLs":["https://raw.githubusercontent.com/ceuriel/clinical-trial-intelligence-mcp/main/README.md","https://github.com/ceuriel/clinical-trial-intelligence-mcp"],"id":"RWE-4010","relevance":{"id":"RWE-4010","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Retrieves biomedical trial data through BioMCP with direct ClinicalTrials.gov fallback.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ceuriel/clinical-trial-intelligence-mcp/main/README.md","https://github.com/ceuriel/clinical-trial-intelligence-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"ashokrs/medical-mcp-railway-deployment","kind":"MCP component","category":"OMOP & terminology","summary":"Five medical-reference retrieval tools across public drug, terminology, literature and population-health APIs.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ashokrs/medical-mcp-railway-deployment","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Five medical-reference retrieval tools across public drug, terminology, literature and population-health APIs."],"limitation":"Likely upstream medical-mcp derivative; preserve attribution and deduplicate deployment wrappers.","url":"https://github.com/ashokrs/medical-mcp-railway-deployment","primarySourceURLs":["https://raw.githubusercontent.com/ashokrs/medical-mcp-railway-deployment/main/README.md","https://github.com/ashokrs/medical-mcp-railway-deployment"],"id":"RWE-4011","relevance":{"id":"RWE-4011","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Five medical-reference retrieval tools across public drug, terminology, literature and population-health APIs.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ashokrs/medical-mcp-railway-deployment/main/README.md","https://github.com/ashokrs/medical-mcp-railway-deployment"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"geo07mz/medical-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Retrieves FDA, WHO, PubMed, RxNorm and Pharmaceutical Benefits Scheme reference information.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"geo07mz/medical-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieves FDA, WHO, PubMed, RxNorm and Pharmaceutical Benefits Scheme reference information."],"limitation":"Verify distinct PBS component versus upstream medical-mcp before separate card; retrieval is not clinical advice.","url":"https://github.com/geo07mz/medical-mcp","primarySourceURLs":["https://raw.githubusercontent.com/geo07mz/medical-mcp/add-pbs-australia/README.md","https://github.com/geo07mz/medical-mcp"],"id":"RWE-4012","relevance":{"id":"RWE-4012","decision":"Core","rationale":"Retain the documented evidence function: Retrieves FDA, WHO, PubMed, RxNorm and Pharmaceutical Benefits Scheme reference information. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieves FDA, WHO, PubMed, RxNorm and Pharmaceutical Benefits Scheme reference information.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/geo07mz/medical-mcp","https://raw.githubusercontent.com/geo07mz/medical-mcp/add-pbs-australia/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mark64oswald/healthsim-agent","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Generates synthetic clinical records, claims, pharmacy transactions and trial datasets.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mark64oswald/healthsim-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Generates synthetic clinical records, claims, pharmacy transactions and trial datasets."],"limitation":"Synthetic plausibility is not empirical fidelity or privacy certification; no real cohort estimates.","url":"https://github.com/mark64oswald/healthsim-agent","primarySourceURLs":["https://raw.githubusercontent.com/mark64oswald/healthsim-agent/main/README.md","https://github.com/mark64oswald/healthsim-agent"],"id":"RWE-4014","relevance":{"id":"RWE-4014","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Generates synthetic clinical records, claims, pharmacy transactions and trial datasets.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mark64oswald/healthsim-agent/main/README.md","https://github.com/mark64oswald/healthsim-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"makidav/clinical-assistant","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Resolves PMID/DOI identifiers, checks retractions and supports medical literature appraisal/synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"makidav/clinical-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Resolves PMID/DOI identifiers, checks retractions and supports medical literature appraisal/synthesis."],"limitation":"Include evidence component; citation/retraction checks and clinical recommendations still require verification.","url":"https://github.com/makidav/clinical-assistant","primarySourceURLs":["https://raw.githubusercontent.com/makidav/clinical-assistant/main/README.md","https://github.com/makidav/clinical-assistant"],"id":"RWE-4015","relevance":{"id":"RWE-4015","decision":"Core","rationale":"Retain the documented evidence function: Resolves PMID/DOI identifiers, checks retractions and supports medical literature appraisal/synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Resolves PMID/DOI identifiers, checks retractions and supports medical literature appraisal/synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/makidav/clinical-assistant","https://raw.githubusercontent.com/makidav/clinical-assistant/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"khalidjaleel/0.-pharma---medical-inquiry-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Semantic literature search for HCP medical inquiries with traceable tool logging.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"khalidjaleel/0.-pharma---medical-inquiry-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Semantic literature search for HCP medical inquiries with traceable tool logging."],"limitation":"Institution-specific approved corpus and governance required; escalation does not establish valid case assessment.","url":"https://github.com/khalidjaleel/0.-pharma---medical-inquiry-agent","primarySourceURLs":["https://raw.githubusercontent.com/khalidjaleel/0.-Pharma---Medical-Inquiry-Agent/main/README.md","https://github.com/khalidjaleel/0.-Pharma---Medical-Inquiry-Agent"],"id":"RWE-4016","relevance":{"id":"RWE-4016","decision":"Core","rationale":"Retain the documented evidence function: Semantic literature search for HCP medical inquiries with traceable tool logging. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Semantic literature search for HCP medical inquiries with traceable tool logging.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/khalidjaleel/0.-pharma---medical-inquiry-agent","https://raw.githubusercontent.com/khalidjaleel/0.-Pharma---Medical-Inquiry-Agent/main/README.md","https://github.com/khalidjaleel/0.-Pharma---Medical-Inquiry-Agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sead98/chronic-medication-safety-guard","kind":"MCP server","category":"Regulatory & Product Data","summary":"Retrieves openFDA and ChEMBL data through Google ADK/MCP workflows.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sead98/chronic-medication-safety-guard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Retrieves openFDA and ChEMBL data through Google ADK/MCP workflows."],"limitation":"Include retrieval component; medication safety judgments are not validated.","url":"https://github.com/sead98/chronic-medication-safety-guard","primarySourceURLs":["https://raw.githubusercontent.com/Sead98/chronic-medication-safety-guard/main/README.md","https://github.com/Sead98/chronic-medication-safety-guard"],"id":"RWE-4017","relevance":{"id":"RWE-4017","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Retrieves openFDA and ChEMBL data through Google ADK/MCP workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Sead98/chronic-medication-safety-guard/main/README.md","https://github.com/Sead98/chronic-medication-safety-guard"],"reviewGroup":"health-product-and-safety-data"}},{"name":"darshan-panchal1/slang-aware-pharmacovigilance","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"Resolves slang and queries openFDA FAERS for candidate adverse-event context.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"darshan-panchal1/slang-aware-pharmacovigilance","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Resolves slang and queries openFDA FAERS for candidate adverse-event context."],"limitation":"FDA lookup does not validate a social-media report or causal drug relationship.","url":"https://github.com/darshan-panchal1/slang-aware-pharmacovigilance","primarySourceURLs":["https://raw.githubusercontent.com/darshan-panchal1/slang-aware-pharmacovigilance/master/README.md","https://github.com/darshan-panchal1/slang-aware-pharmacovigilance"],"id":"RWE-4018","relevance":{"id":"RWE-4018","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Resolves slang and queries openFDA FAERS for candidate adverse-event context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/darshan-panchal1/slang-aware-pharmacovigilance/master/README.md","https://github.com/darshan-panchal1/slang-aware-pharmacovigilance"],"reviewGroup":"health-product-and-safety-data"}},{"name":"zavora-ai/mcp-pharmacy","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"OpenFDA labels/FAERS/recalls/NDC and ClinicalTrials.gov trial retrieval with broader regional drug references.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zavora-ai/mcp-pharmacy","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["OpenFDA labels/FAERS/recalls/NDC and ClinicalTrials.gov trial retrieval with broader regional drug references."],"limitation":"Regulatory jurisdictions and record types differ; no patient-specific safety validation.","url":"https://github.com/zavora-ai/mcp-pharmacy","primarySourceURLs":["https://raw.githubusercontent.com/zavora-ai/mcp-pharmacy/main/README.md","https://github.com/zavora-ai/mcp-pharmacy"],"id":"RWE-4019","relevance":{"id":"RWE-4019","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"OpenFDA labels/FAERS/recalls/NDC and ClinicalTrials.gov trial retrieval with broader regional drug references.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zavora-ai/mcp-pharmacy/main/README.md","https://github.com/zavora-ai/mcp-pharmacy"],"reviewGroup":"clinical-trial-workflow"}},{"name":"buzzgomax/drug-intelligence-mcp","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"FDA drug labels, adverse-event reports, NDC and recalls.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"buzzgomax/drug-intelligence-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["FDA drug labels, adverse-event reports, NDC and recalls."],"limitation":"Interaction claims require separate evidence; counts are not causal risk estimates. Reconcile red-cars-io duplicate family.","url":"https://github.com/buzzgomax/drug-intelligence-mcp","primarySourceURLs":["https://raw.githubusercontent.com/BuzzGoMax/drug-intelligence-mcp/main/README.md","https://github.com/BuzzGoMax/drug-intelligence-mcp"],"id":"RWE-4020","relevance":{"id":"RWE-4020","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"FDA drug labels, adverse-event reports, NDC and recalls.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/BuzzGoMax/drug-intelligence-mcp/main/README.md","https://github.com/BuzzGoMax/drug-intelligence-mcp"],"reviewGroup":"health-product-and-safety-data"}},{"name":"pubspro/medterms-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"ICD-10, RxNorm, MedDRA, CTCAE lookup and cross-mapping/concept search.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pubspro/medterms-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ICD-10, RxNorm, MedDRA, CTCAE lookup and cross-mapping/concept search."],"limitation":"Entitlements/licensing and mapping validation apply; mappings are not automatically correct.","url":"https://github.com/pubspro/medterms-mcp","primarySourceURLs":["https://raw.githubusercontent.com/pubspro/medterms-mcp/main/README.md","https://github.com/pubspro/medterms-mcp"],"id":"RWE-4021","relevance":{"id":"RWE-4021","decision":"Core","rationale":"ICD-10, RxNorm, MedDRA, CTCAE lookup and cross-mapping/concept search. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"ICD-10, RxNorm, MedDRA, CTCAE lookup and cross-mapping/concept search. Limits: Entitlements/licensing and mapping validation apply; mappings are not automatically correct.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pubspro/medterms-mcp/main/README.md","https://github.com/pubspro/medterms-mcp"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"apifyforge/pharma-pipeline-intelligence-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"ClinicalTrials.gov, FDA, EMA and PubMed evidence retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"apifyforge/pharma-pipeline-intelligence-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ClinicalTrials.gov, FDA, EMA and PubMed evidence retrieval."],"limitation":"Include retrieval component only; composite Pipeline Threat Score is not validated clinical or investment evidence.","url":"https://github.com/apifyforge/pharma-pipeline-intelligence-mcp","primarySourceURLs":["https://raw.githubusercontent.com/apifyforge/pharma-pipeline-intelligence-mcp/main/README.md","https://github.com/apifyforge/pharma-pipeline-intelligence-mcp"],"id":"RWE-4022","relevance":{"id":"RWE-4022","decision":"Core","rationale":"Retain the documented evidence function: ClinicalTrials.gov, FDA, EMA and PubMed evidence retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ClinicalTrials.gov, FDA, EMA and PubMed evidence retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/apifyforge/pharma-pipeline-intelligence-mcp","https://raw.githubusercontent.com/apifyforge/pharma-pipeline-intelligence-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"milangeorge2000/pharma-vigilance-plugins","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"openFDA/FAERS counts and PubMed citation retrieval with verifier-oriented signal/PSUR artifacts.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"milangeorge2000/pharma-vigilance-plugins","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["openFDA/FAERS counts and PubMed citation retrieval with verifier-oriented signal/PSUR artifacts."],"limitation":"Signals are exploratory; independent statistic/method checking and human PV review required.","url":"https://github.com/milangeorge2000/pharma-vigilance-plugins","primarySourceURLs":["https://raw.githubusercontent.com/milangeorge2000/pharma-vigilance-plugins/main/README.md","https://github.com/milangeorge2000/pharma-vigilance-plugins"],"id":"RWE-4023","relevance":{"id":"RWE-4023","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"openFDA/FAERS counts and PubMed citation retrieval with verifier-oriented signal/PSUR artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/milangeorge2000/pharma-vigilance-plugins/main/README.md","https://github.com/milangeorge2000/pharma-vigilance-plugins"],"reviewGroup":"health-product-and-safety-data"}},{"name":"stiansci/mcp-pharma-assistant","kind":"MCP component","category":"Biomedical & Bioinformatics","summary":"Query pharmaceutical reference databases and molecular information.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stiansci/mcp-pharma-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Query pharmaceutical reference databases and molecular information."],"limitation":"Requires local ETL/licensed data; zero-hallucination/clinical determinism claims unsupported.","url":"https://github.com/stiansci/mcp-pharma-assistant","primarySourceURLs":["https://raw.githubusercontent.com/stiansci/mcp-pharma-assistant/main/README.md","https://github.com/stiansci/mcp-pharma-assistant"],"id":"RWE-4024","relevance":{"id":"RWE-4024","decision":"Core","rationale":"Retain AIFA medicine availability/pricing references, OpenFDA adverse-event retrieval and ClinicalTrials.gov search. These serve health economics, pharmacovigilance and trial discovery; molecular visualization and claims of hallucination-free clinical reasoning are outside the Core basis.","relevanceBasis":"Query pharmaceutical reference databases and molecular information. Primary clarification: Primary README names separate Italian Pharma and External API server contracts, including hospital shortages, public pricing, adverse events and recruiting trials. DrugBank/RDKit chemistry is a separate adjacent scope. Documentation relevance review only.","evidenceLevel":"fresh-primary","evidenceRefs":["https://raw.githubusercontent.com/stiansci/mcp-pharma-assistant/main/README.md","https://github.com/stiansci/mcp-pharma-assistant","https://raw.githubusercontent.com/stiansci/mcp-pharma-assistant/HEAD/README.md"],"reviewGroup":"pharmaceutical-health-reference"}},{"name":"red-cars-io/pharma-pipeline-intelligence-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieves FDA/EMA, ClinicalTrials.gov and PubMed pipeline evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"red-cars-io/pharma-pipeline-intelligence-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieves FDA/EMA, ClinicalTrials.gov and PubMed pipeline evidence."],"limitation":"Consolidate shared red-cars/Apifyforge family if same endpoint; competitive scores are not validated evidence.","url":"https://github.com/red-cars-io/pharma-pipeline-intelligence-mcp","primarySourceURLs":["https://raw.githubusercontent.com/red-cars-io/pharma-pipeline-intelligence-mcp/master/README.md","https://github.com/red-cars-io/pharma-pipeline-intelligence-mcp"],"id":"RWE-4026","relevance":{"id":"RWE-4026","decision":"Core","rationale":"Retain the documented evidence function: Retrieves FDA/EMA, ClinicalTrials.gov and PubMed pipeline evidence. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieves FDA/EMA, ClinicalTrials.gov and PubMed pipeline evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/red-cars-io/pharma-pipeline-intelligence-mcp","https://raw.githubusercontent.com/red-cars-io/pharma-pipeline-intelligence-mcp/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"agentteam-taichuai/scienceclaw","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search papers and orchestrate biological/drug-safety tools through research agent.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"agentteam-taichuai/scienceclaw","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search papers and orchestrate biological/drug-safety tools through research agent."],"limitation":"Wrapper/runtime not independent 1,900 tools; ToolUniverse attribution required and outputs unvalidated.","url":"https://github.com/agentteam-taichuai/scienceclaw","primarySourceURLs":["https://raw.githubusercontent.com/AgentTeam-TaichuAI/ScienceClaw/master/README.md","https://github.com/AgentTeam-TaichuAI/ScienceClaw"],"id":"RWE-4027","relevance":{"id":"RWE-4027","decision":"Core","rationale":"Retain the documented evidence function: Scholarly paper retrieval only; broad biological/drug-tool catalogue not blanket retained. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly paper retrieval only; broad biological/drug-tool catalogue not blanket retained.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/agentteam-taichuai/scienceclaw","https://raw.githubusercontent.com/AgentTeam-TaichuAI/ScienceClaw/master/README.md","https://github.com/AgentTeam-TaichuAI/ScienceClaw"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"onatozmenn/klinik-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"TITCK/SGK, openFDA, RxClass and PubMed lookup.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"onatozmenn/klinik-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["TITCK/SGK, openFDA, RxClass and PubMed lookup."],"limitation":"Turkey-specific regulatory/coverage context; retrieval is not prescribing or reimbursement determination.","url":"https://github.com/onatozmenn/klinik-mcp","primarySourceURLs":["https://raw.githubusercontent.com/onatozmenn/klinik-mcp/main/README.md","https://github.com/onatozmenn/klinik-mcp"],"id":"RWE-4029","relevance":{"id":"RWE-4029","decision":"Core","rationale":"Retain the documented evidence function: TITCK/SGK, openFDA, RxClass and PubMed lookup. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"TITCK/SGK, openFDA, RxClass and PubMed lookup.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/onatozmenn/klinik-mcp","https://raw.githubusercontent.com/onatozmenn/klinik-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gvanvari/drug-safety-mcp","kind":"MCP component","category":"Regulatory & Product Data","summary":"Retrieves FDA public drug-safety data for agent analysis.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gvanvari/drug-safety-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Retrieves FDA public drug-safety data for agent analysis."],"limitation":"AI safety insights require source review; reports do not establish causality/incidence.","url":"https://github.com/gvanvari/drug-safety-mcp","primarySourceURLs":["https://raw.githubusercontent.com/gvanvari/drug-safety-mcp/master/README.md","https://github.com/gvanvari/drug-safety-mcp"],"id":"RWE-4030","relevance":{"id":"RWE-4030","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Retrieves FDA public drug-safety data for agent analysis.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gvanvari/drug-safety-mcp/master/README.md","https://github.com/gvanvari/drug-safety-mcp"],"reviewGroup":"health-product-and-safety-data"}},{"name":"davidosherdiagnostica/genomics-clinical-mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"Search variants and retrieve ClinPGx/PharmGKB gene-drug guidance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"davidosherdiagnostica/genomics-clinical-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search variants and retrieve ClinPGx/PharmGKB gene-drug guidance."],"limitation":"Reference retrieval only; pathogenicity and prescribing interpretation require qualified review.","url":"https://github.com/davidosherdiagnostica/genomics-clinical-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/DavidOsherdiagnostica/genomics-clinical-mcp-server/main/README.md","https://github.com/DavidOsherdiagnostica/genomics-clinical-mcp-server"],"id":"RWE-4031","relevance":{"id":"RWE-4031","decision":"Core","rationale":"Search variants and retrieve ClinPGx/PharmGKB gene-drug guidance. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Search variants and retrieve ClinPGx/PharmGKB gene-drug guidance. Limits: Reference retrieval only; pathogenicity and prescribing interpretation require qualified review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DavidOsherdiagnostica/genomics-clinical-mcp-server/main/README.md","https://github.com/DavidOsherdiagnostica/genomics-clinical-mcp-server"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"00royy/clinical-agents-langgraph-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed literature, openFDA safety and ClinicalTrials.gov trial retrieval with report drafting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"00royy/clinical-agents-langgraph-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed literature, openFDA safety and ClinicalTrials.gov trial retrieval with report drafting."],"limitation":"Agent synthesis and interaction assessments not independently validated.","url":"https://github.com/00royy/clinical-agents-langgraph-mcp","primarySourceURLs":["https://raw.githubusercontent.com/00royy/clinical-agents-langgraph-mcp/main/README.md","https://github.com/00royy/clinical-agents-langgraph-mcp"],"id":"RWE-4032","relevance":{"id":"RWE-4032","decision":"Core","rationale":"Retain the documented evidence function: PubMed literature, openFDA safety and ClinicalTrials.gov trial retrieval with report drafting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed literature, openFDA safety and ClinicalTrials.gov trial retrieval with report drafting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/00royy/clinical-agents-langgraph-mcp","https://raw.githubusercontent.com/00royy/clinical-agents-langgraph-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"alto84/research-mcp-server","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"Queries PubMed, FAERS, Semantic Scholar, Crossref and academic search sources.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alto84/research-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Queries PubMed, FAERS, Semantic Scholar, Crossref and academic search sources."],"limitation":"Report counts are not incidence; scholarly source access and completeness vary.","url":"https://github.com/alto84/research-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/alto84/research-mcp-server/main/README.md","https://github.com/alto84/research-mcp-server"],"id":"RWE-4033","relevance":{"id":"RWE-4033","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Queries PubMed, FAERS, Semantic Scholar, Crossref and academic search sources.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/alto84/research-mcp-server/main/README.md","https://github.com/alto84/research-mcp-server"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"finianoneill/drug-approval-mcp","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"Searches adverse-event reports, drug labels and recall records.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"finianoneill/drug-approval-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Searches adverse-event reports, drug labels and recall records."],"limitation":"Name suggests approvals but documented scope is safety/label/recall; reports are not causal evidence.","url":"https://github.com/finianoneill/drug-approval-mcp","primarySourceURLs":["https://raw.githubusercontent.com/finianoneill/drug-approval-mcp/main/README.md","https://github.com/finianoneill/drug-approval-mcp"],"id":"RWE-4034","relevance":{"id":"RWE-4034","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Searches adverse-event reports, drug labels and recall records.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/finianoneill/drug-approval-mcp/main/README.md","https://github.com/finianoneill/drug-approval-mcp"],"reviewGroup":"health-product-and-safety-data"}},{"name":"ajaykathar30/medicalresearch_mcp_server","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"PubMed, ClinicalTrials.gov, openFDA safety/labeling and ChEMBL compound/target retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ajaykathar30/medicalresearch_mcp_server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed, ClinicalTrials.gov, openFDA safety/labeling and ChEMBL compound/target retrieval."],"limitation":"Production-ready claims unverified; include source access, not autonomous research conclusions.","url":"https://github.com/ajaykathar30/medicalresearch_mcp_server","primarySourceURLs":["https://raw.githubusercontent.com/ajaykathar30/medicalResearch_mcp_server/main/README.md","https://github.com/ajaykathar30/medicalResearch_mcp_server"],"id":"RWE-4035","relevance":{"id":"RWE-4035","decision":"Core","rationale":"Retain the documented evidence function: PubMed, ClinicalTrials and openFDA source retrieval only; molecular compound/target retrieval excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed, ClinicalTrials and openFDA source retrieval only; molecular compound/target retrieval excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ajaykathar30/medicalresearch_mcp_server","https://raw.githubusercontent.com/ajaykathar30/medicalResearch_mcp_server/main/README.md","https://github.com/ajaykathar30/medicalResearch_mcp_server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ek-nath/openfda-mcp-server","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"Searches FDA drug labels and adverse-event data.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ek-nath/openfda-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Searches FDA drug labels and adverse-event data."],"limitation":"Source limitations/rate limits apply; reports do not establish incidence or causality.","url":"https://github.com/ek-nath/openfda-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/ek-nath/openfda-mcp-server/master/README.md","https://github.com/ek-nath/openfda-mcp-server"],"id":"RWE-4036","relevance":{"id":"RWE-4036","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Searches FDA drug labels and adverse-event data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ek-nath/openfda-mcp-server/master/README.md","https://github.com/ek-nath/openfda-mcp-server"],"reviewGroup":"health-product-and-safety-data"}},{"name":"uwais12/peds-guard","kind":"MCP component","category":"OMOP & terminology","summary":"Retrieve patient medication/demographic context and terminology.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"uwais12/peds-guard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Retrieve patient medication/demographic context and terminology."],"limitation":"Test HAPI data; dosing/error-prevention tools are not validated and excluded from supported research claims.","url":"https://github.com/uwais12/peds-guard","primarySourceURLs":["https://raw.githubusercontent.com/Uwais12/peds-guard/feature/peds-guard/README.md","https://github.com/Uwais12/peds-guard"],"id":"RWE-4037","relevance":{"id":"RWE-4037","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Retrieve patient medication/demographic context and terminology.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Uwais12/peds-guard/feature/peds-guard/README.md","https://github.com/Uwais12/peds-guard"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"venkat1596/rxguard","kind":"Research tool","category":"Regulatory & Product Data","summary":"RxNorm, openFDA, DailyMed and DDInter evidence retrieval for source-linked reports.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"venkat1596/rxguard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["RxNorm, openFDA, DailyMed and DDInter evidence retrieval for source-linked reports."],"limitation":"Synthetic patient examples only; retrieved evidence does not validate patient-specific medication decisions.","url":"https://github.com/venkat1596/rxguard","primarySourceURLs":["https://raw.githubusercontent.com/venkat1596/rxguard/main/README.md","https://github.com/venkat1596/rxguard"],"id":"RWE-4038","relevance":{"id":"RWE-4038","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"RxNorm, openFDA, DailyMed and DDInter evidence retrieval for source-linked reports.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/venkat1596/rxguard/main/README.md","https://github.com/venkat1596/rxguard"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"davidlloyd73-cell/uk-evidence-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Finds and reads NICE guidance/CKS, MHRA safety updates and PubMed records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"davidlloyd73-cell/uk-evidence-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Finds and reads NICE guidance/CKS, MHRA safety updates and PubMed records."],"limitation":"Source access and licensing vary; guidance retrieval is not clinical applicability assessment.","url":"https://github.com/davidlloyd73-cell/uk-evidence-mcp","primarySourceURLs":["https://raw.githubusercontent.com/davidlloyd73-cell/uk-evidence-mcp/main/README.md","https://github.com/davidlloyd73-cell/uk-evidence-mcp"],"id":"RWE-4039","relevance":{"id":"RWE-4039","decision":"Core","rationale":"Retain the documented evidence function: Finds and reads NICE guidance/CKS, MHRA safety updates and PubMed records. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Finds and reads NICE guidance/CKS, MHRA safety updates and PubMed records.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/davidlloyd73-cell/uk-evidence-mcp","https://raw.githubusercontent.com/davidlloyd73-cell/uk-evidence-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"codehex083/medical-research-mcp-suite","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Queries ClinicalTrials.gov, PubMed and FDA databases for cross-source research.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"codehex083/medical-research-mcp-suite","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Queries ClinicalTrials.gov, PubMed and FDA databases for cross-source research."],"limitation":"AI cross-database analysis and record-count claims are not independently validated.","url":"https://github.com/codehex083/medical-research-mcp-suite","primarySourceURLs":["https://raw.githubusercontent.com/CodeHex083/medical-research-mcp-suite/main/README.md","https://github.com/CodeHex083/medical-research-mcp-suite"],"id":"RWE-4040","relevance":{"id":"RWE-4040","decision":"Core","rationale":"Retain the documented evidence function: Queries ClinicalTrials.gov, PubMed and FDA databases for cross-source research. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Queries ClinicalTrials.gov, PubMed and FDA databases for cross-source research.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/codehex083/medical-research-mcp-suite","https://raw.githubusercontent.com/CodeHex083/medical-research-mcp-suite/main/README.md","https://github.com/CodeHex083/medical-research-mcp-suite"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"akmalsajjad30-stack/mcp-based-protein-disease-diagnosis","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieve biomedical abstracts and genetic disease/variant reference data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"akmalsajjad30-stack/mcp-based-protein-disease-diagnosis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve biomedical abstracts and genetic disease/variant reference data."],"limitation":"Prototype diagnostic/lifestyle synthesis unvalidated; PubMed inclusion does not guarantee peer review.","url":"https://github.com/akmalsajjad30-stack/mcp-based-protein-disease-diagnosis","primarySourceURLs":["https://raw.githubusercontent.com/akmalsajjad30-stack/MCP-based-protein-disease-diagnosis/main/README.md","https://github.com/akmalsajjad30-stack/MCP-based-protein-disease-diagnosis"],"id":"RWE-4041","relevance":{"id":"RWE-4041","decision":"Core","rationale":"Retrieve biomedical abstracts and genetic disease/variant reference data. Retain biomedical abstract retrieval as the evidence function; genetic/diagnostic synthesis does not independently establish RWE relevance.","relevanceBasis":"Retrieve biomedical abstracts and genetic disease/variant reference data. Limits: Prototype diagnostic/lifestyle synthesis unvalidated; PubMed inclusion does not guarantee peer review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/akmalsajjad30-stack/MCP-based-protein-disease-diagnosis/main/README.md","https://github.com/akmalsajjad30-stack/MCP-based-protein-disease-diagnosis"],"reviewGroup":"biomedical-literature-retrieval"}},{"name":"0xh1tesh/pharmaguard","kind":"MCP component","category":"Regulatory & Product Data","summary":"Queries FDA public drug/safety information through agent-facing tools.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"0xh1tesh/pharmaguard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Queries FDA public drug/safety information through agent-facing tools."],"limitation":"Data retrieval is not validation of drug safety or compliance; rate-limit claims may vary.","url":"https://github.com/0xh1tesh/pharmaguard","primarySourceURLs":["https://raw.githubusercontent.com/0xh1tesh/pharmaguard/main/README.md","https://github.com/0xh1tesh/pharmaguard"],"id":"RWE-4042","relevance":{"id":"RWE-4042","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Queries FDA public drug/safety information through agent-facing tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/0xh1tesh/pharmaguard/main/README.md","https://github.com/0xh1tesh/pharmaguard"],"reviewGroup":"health-product-and-safety-data"}},{"name":"concertypin/drug-search-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Searches Korean drug information via MFDS public APIs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"concertypin/drug-search-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Searches Korean drug information via MFDS public APIs."],"limitation":"Korea-specific source and freshness/licensing constraints apply; not prescribing advice.","url":"https://github.com/concertypin/drug-search-mcp","primarySourceURLs":["https://raw.githubusercontent.com/concertypin/drug-search-mcp/main/README.md","https://github.com/concertypin/drug-search-mcp"],"id":"RWE-4043","relevance":{"id":"RWE-4043","decision":"Core","rationale":"Searches Korean drug information via MFDS public APIs. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Searches Korean drug information via MFDS public APIs. Limits: Korea-specific source and freshness/licensing constraints apply; not prescribing advice.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/concertypin/drug-search-mcp/main/README.md","https://github.com/concertypin/drug-search-mcp"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"cmanohar/mcp-openfda","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"Searches adverse events, labels, recalls and device reports and counts field values.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cmanohar/mcp-openfda","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Searches adverse events, labels, recalls and device reports and counts field values."],"limitation":"Counts describe reports/records, not population incidence or causal effects.","url":"https://github.com/cmanohar/mcp-openfda","primarySourceURLs":["https://raw.githubusercontent.com/cmanohar/mcp-openfda/main/README.md","https://github.com/cmanohar/mcp-openfda"],"id":"RWE-4044","relevance":{"id":"RWE-4044","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Searches adverse events, labels, recalls and device reports and counts field values.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cmanohar/mcp-openfda/main/README.md","https://github.com/cmanohar/mcp-openfda"],"reviewGroup":"health-product-and-safety-data"}},{"name":"almaweri1/pgx-agent","kind":"MCP component","category":"Biomedical & Bioinformatics","summary":"Reads 23andMe raw genomic data and retrieves CPIC passages for a source-grounded report.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"almaweri1/pgx-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Reads 23andMe raw genomic data and retrieves CPIC passages for a source-grounded report."],"limitation":"Consumer genotypes and inferred phenotype require validation; reports are not clinical prescribing determinations.","url":"https://github.com/almaweri1/pgx-agent","primarySourceURLs":["https://raw.githubusercontent.com/almaweri1/pgx-agent/master/README.md","https://github.com/almaweri1/pgx-agent"],"id":"RWE-4045","relevance":{"id":"RWE-4045","decision":"Core","rationale":"Retain the explicit source-grounded CPIC guidance retrieval component; consumer genotype interpretation and prescribing determinations remain outside scope.","relevanceBasis":"Reads 23andMe raw genomic data and retrieves CPIC passages for a source-grounded report.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/almaweri1/pgx-agent/master/README.md","https://github.com/almaweri1/pgx-agent"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"xinyun999/web_crawler","kind":"Research tool","category":"Regulatory & Product Data","summary":"Fetches FDA safety data, stores it in SQL and generates recurring source-informed reports.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xinyun999/web_crawler","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Fetches FDA safety data, stores it in SQL and generates recurring source-informed reports."],"limitation":"LLM analysis and automated notification outputs require review; no causal inference claim.","url":"https://github.com/xinyun999/web_crawler","primarySourceURLs":["https://raw.githubusercontent.com/Xinyun999/Web_crawler/main/README.md","https://github.com/Xinyun999/Web_crawler"],"id":"RWE-4046","relevance":{"id":"RWE-4046","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Fetches FDA safety data, stores it in SQL and generates recurring source-informed reports.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Xinyun999/Web_crawler/main/README.md","https://github.com/Xinyun999/Web_crawler"],"reviewGroup":"health-product-and-safety-data"}},{"name":"abyakod/multi-agent-clinical-factcheck","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieve local clinical evidence with adversarial source-check workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"abyakod/multi-agent-clinical-factcheck","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve local clinical evidence with adversarial source-check workflow."],"limitation":"Small demonstration corpus; LLM judge agreement does not prove factual or clinical correctness.","url":"https://github.com/abyakod/multi-agent-clinical-factcheck","primarySourceURLs":["https://raw.githubusercontent.com/abyakod/multi-agent-clinical-factcheck/main/README.md","https://github.com/abyakod/multi-agent-clinical-factcheck"],"id":"RWE-4048","relevance":{"id":"RWE-4048","decision":"Core","rationale":"Retrieve local clinical evidence with adversarial source-check workflow. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Retrieve local clinical evidence with adversarial source-check workflow. Limits: Small demonstration corpus; LLM judge agreement does not prove factual or clinical correctness.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/abyakod/multi-agent-clinical-factcheck/main/README.md","https://github.com/abyakod/multi-agent-clinical-factcheck"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"hassanmzia/healthcare-agentic-platform","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Read FHIR patient/observation/condition/medication data.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hassanmzia/healthcare-agentic-platform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Read FHIR patient/observation/condition/medication data."],"limitation":"Clinical agent and bidirectional writeback claims unvalidated; proprietary platform and configured data required.","url":"https://github.com/hassanmzia/healthcare-agentic-platform","primarySourceURLs":["https://raw.githubusercontent.com/hassanmzia/HealthCare-Agentic-Platform/main/README.md","https://github.com/hassanmzia/HealthCare-Agentic-Platform"],"id":"RWE-4049","relevance":{"id":"RWE-4049","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Read FHIR patient/observation/condition/medication data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hassanmzia/HealthCare-Agentic-Platform/main/README.md","https://github.com/hassanmzia/HealthCare-Agentic-Platform"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"anumsagheer01/clinical-trial-matcher","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Finds clinical-trial candidates and queries openFDA while assisting eligibility review.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anumsagheer01/clinical-trial-matcher","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Finds clinical-trial candidates and queries openFDA while assisting eligibility review."],"limitation":"Eligibility reasoning is provisional; final trial eligibility requires study-team review.","url":"https://github.com/anumsagheer01/clinical-trial-matcher","primarySourceURLs":["https://raw.githubusercontent.com/anumsagheer01/clinical-trial-matcher/main/README.md","https://github.com/anumsagheer01/clinical-trial-matcher"],"id":"RWE-4050","relevance":{"id":"RWE-4050","decision":"Core","rationale":"Retain the documented evidence function: Finds clinical-trial candidates and queries openFDA while assisting eligibility review. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Finds clinical-trial candidates and queries openFDA while assisting eligibility review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/anumsagheer01/clinical-trial-matcher","https://raw.githubusercontent.com/anumsagheer01/clinical-trial-matcher/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ajaykathar30/medical_research_agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Searches PubMed, ClinicalTrials.gov and openFDA then drafts source-linked answers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ajaykathar30/medical_research_agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Searches PubMed, ClinicalTrials.gov and openFDA then drafts source-linked answers."],"limitation":"Generated synthesis and citations require verification; trial and spontaneous-report limitations apply.","url":"https://github.com/ajaykathar30/medical_research_agent","primarySourceURLs":["https://raw.githubusercontent.com/ajaykathar30/Medical_Research_Agent/main/README.md","https://github.com/ajaykathar30/Medical_Research_Agent"],"id":"RWE-4052","relevance":{"id":"RWE-4052","decision":"Core","rationale":"Retain the documented evidence function: Searches PubMed, ClinicalTrials.gov and openFDA then drafts source-linked answers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Searches PubMed, ClinicalTrials.gov and openFDA then drafts source-linked answers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ajaykathar30/medical_research_agent","https://raw.githubusercontent.com/ajaykathar30/Medical_Research_Agent/main/README.md","https://github.com/ajaykathar30/Medical_Research_Agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rsengupta94/openfda-token-lean-mcp","kind":"MCP component","category":"Regulatory & Product Data","summary":"Queries openFDA drug data and returns curated compact outputs.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rsengupta94/openfda-token-lean-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Queries openFDA drug data and returns curated compact outputs."],"limitation":"Summarization may omit context; report/label data do not establish patient-specific risk.","url":"https://github.com/rsengupta94/openfda-token-lean-mcp","primarySourceURLs":["https://raw.githubusercontent.com/rsengupta94/openfda-token-lean-mcp/main/README.md","https://github.com/rsengupta94/openfda-token-lean-mcp"],"id":"RWE-4053","relevance":{"id":"RWE-4053","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Queries openFDA drug data and returns curated compact outputs.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rsengupta94/openfda-token-lean-mcp/main/README.md","https://github.com/rsengupta94/openfda-token-lean-mcp"],"reviewGroup":"health-product-and-safety-data"}},{"name":"pankaj-leo/agentic_ai_medical_swarm","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieves and summarizes PubMed articles for source-linked context.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pankaj-leo/agentic_ai_medical_swarm","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieves and summarizes PubMed articles for source-linked context."],"limitation":"Include literature component only; clinical decision orchestration is not validated.","url":"https://github.com/pankaj-leo/agentic_ai_medical_swarm","primarySourceURLs":["https://raw.githubusercontent.com/Pankaj-Leo/Agentic_AI_Medical_Swarm/main/README.md","https://github.com/Pankaj-Leo/Agentic_AI_Medical_Swarm"],"id":"RWE-4054","relevance":{"id":"RWE-4054","decision":"Core","rationale":"Retain the documented evidence function: Retrieves and summarizes PubMed articles for source-linked context. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieves and summarizes PubMed articles for source-linked context.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pankaj-leo/agentic_ai_medical_swarm","https://raw.githubusercontent.com/Pankaj-Leo/Agentic_AI_Medical_Swarm/main/README.md","https://github.com/Pankaj-Leo/Agentic_AI_Medical_Swarm"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rayyan9477/fhir-agent","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Accesses FHIR R4 patient medication context and authoritative drug reference APIs via MCP/A2A.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rayyan9477/fhir-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Accesses FHIR R4 patient medication context and authoritative drug reference APIs via MCP/A2A."],"limitation":"Data access only; no-hallucination and clinical reconciliation claims not independently validated.","url":"https://github.com/rayyan9477/fhir-agent","primarySourceURLs":["https://raw.githubusercontent.com/Rayyan9477/FHIR-Agent/main/README.md","https://github.com/Rayyan9477/FHIR-Agent"],"id":"RWE-4055","relevance":{"id":"RWE-4055","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Accesses FHIR R4 patient medication context and authoritative drug reference APIs via MCP/A2A.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Rayyan9477/FHIR-Agent/main/README.md","https://github.com/Rayyan9477/FHIR-Agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"boldbastion/fda-intelligence-mcp","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"Searches drug approvals, adverse events, recalls, device clearances/PMA/MAUDE and food safety records.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"boldbastion/fda-intelligence-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Searches drug approvals, adverse events, recalls, device clearances/PMA/MAUDE and food safety records."],"limitation":"Advertised record counts unverified; reports and regulatory decisions have different evidentiary meaning.","url":"https://github.com/boldbastion/fda-intelligence-mcp","primarySourceURLs":["https://raw.githubusercontent.com/BoldBastion/fda-intelligence-mcp/main/README.md","https://github.com/BoldBastion/fda-intelligence-mcp"],"id":"RWE-4058","relevance":{"id":"RWE-4058","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Searches drug approvals, adverse events, recalls, device clearances/PMA/MAUDE and food safety records.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/BoldBastion/fda-intelligence-mcp/main/README.md","https://github.com/BoldBastion/fda-intelligence-mcp"],"reviewGroup":"health-product-and-safety-data"}},{"name":"agents100x/clinicaltrials-mcp","kind":"MCP component","category":"Trials & Study Design","summary":"Queries ClinicalTrials.gov and returns structured trial records.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"agents100x/clinicaltrials-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Queries ClinicalTrials.gov and returns structured trial records."],"limitation":"Registrations are not complete results or disease prevalence; advertised count is not verified.","url":"https://github.com/agents100x/clinicaltrials-mcp","primarySourceURLs":["https://raw.githubusercontent.com/agents100x/clinicaltrials-mcp/main/README.md","https://github.com/agents100x/clinicaltrials-mcp"],"id":"RWE-4060","relevance":{"id":"RWE-4060","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Queries ClinicalTrials.gov and returns structured trial records.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/agents100x/clinicaltrials-mcp/main/README.md","https://github.com/agents100x/clinicaltrials-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"aws-samples/sample-medical-content-review-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Cross-checks medical content against PubMed, openFDA, ClinicalTrials.gov and optional reference documents.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aws-samples/sample-medical-content-review-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Cross-checks medical content against PubMed, openFDA, ClinicalTrials.gov and optional reference documents."],"limitation":"Sample system; adherence output is not regulatory or methodological certification.","url":"https://github.com/aws-samples/sample-medical-content-review-agent","primarySourceURLs":["https://raw.githubusercontent.com/aws-samples/sample-medical-content-review-agent/main/README.md","https://github.com/aws-samples/sample-medical-content-review-agent"],"id":"RWE-4061","relevance":{"id":"RWE-4061","decision":"Core","rationale":"Retain the documented evidence function: Cross-checks medical content against PubMed, openFDA, ClinicalTrials.gov and optional reference documents. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Cross-checks medical content against PubMed, openFDA, ClinicalTrials.gov and optional reference documents.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aws-samples/sample-medical-content-review-agent","https://raw.githubusercontent.com/aws-samples/sample-medical-content-review-agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mark64oswald/healthsim-workspace","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Generates synthetic FHIR/HL7/C-CDA clinical records through skills and MCP.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mark64oswald/healthsim-workspace","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Generates synthetic FHIR/HL7/C-CDA clinical records through skills and MCP."],"limitation":"Consolidate with HealthSim Agent where same project family; generated data do not establish empirical validity.","url":"https://github.com/mark64oswald/healthsim-workspace","primarySourceURLs":["https://raw.githubusercontent.com/mark64oswald/healthsim-workspace/main/README.md","https://github.com/mark64oswald/healthsim-workspace"],"id":"RWE-4062","relevance":{"id":"RWE-4062","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Generates synthetic FHIR/HL7/C-CDA clinical records through skills and MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mark64oswald/healthsim-workspace/main/README.md","https://github.com/mark64oswald/healthsim-workspace"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"imadreamerboy/ade-explorer-mcp","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"Explores and visualizes FDA adverse-event records through agent access.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"imadreamerboy/ade-explorer-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Explores and visualizes FDA adverse-event records through agent access."],"limitation":"Spontaneous reports cannot establish incidence or causality; visual associations are exploratory.","url":"https://github.com/imadreamerboy/ade-explorer-mcp","primarySourceURLs":["https://raw.githubusercontent.com/imadreamerboy/ADE-Explorer-MCP/main/README.md","https://github.com/imadreamerboy/ADE-Explorer-MCP"],"id":"RWE-4063","relevance":{"id":"RWE-4063","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Explores and visualizes FDA adverse-event records through agent access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/imadreamerboy/ADE-Explorer-MCP/main/README.md","https://github.com/imadreamerboy/ADE-Explorer-MCP"],"reviewGroup":"health-product-and-safety-data"}},{"name":"buzzgomax/healthcare-compliance-mcp","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"MAUDE adverse events, 510(k), device recalls and ClinicalTrials.gov retrieval.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"buzzgomax/healthcare-compliance-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["MAUDE adverse events, 510(k), device recalls and ClinicalTrials.gov retrieval."],"limitation":"Regulatory records and reports do not establish device comparative safety; resolve red-cars duplicate.","url":"https://github.com/buzzgomax/healthcare-compliance-mcp","primarySourceURLs":["https://raw.githubusercontent.com/BuzzGoMax/healthcare-compliance-mcp/main/README.md","https://github.com/BuzzGoMax/healthcare-compliance-mcp"],"id":"RWE-4064","relevance":{"id":"RWE-4064","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"MAUDE adverse events, 510(k), device recalls and ClinicalTrials.gov retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/BuzzGoMax/healthcare-compliance-mcp/main/README.md","https://github.com/BuzzGoMax/healthcare-compliance-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"petrefiedthunder/mcp-fda","kind":"MCP component","category":"RWE Data & Analytics","summary":"Searches drug/device/food records and aggregates fields.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"petrefiedthunder/mcp-fda","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Searches drug/device/food records and aggregates fields."],"limitation":"Report counts are not incidence or causal effects; access limits apply.","url":"https://github.com/petrefiedthunder/mcp-fda","primarySourceURLs":["https://raw.githubusercontent.com/PetrefiedThunder/mcp-fda/main/README.md","https://github.com/PetrefiedThunder/mcp-fda"],"id":"RWE-4065","relevance":{"id":"RWE-4065","decision":"Core","rationale":"Searches drug/device/food records and aggregates fields. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Searches drug/device/food records and aggregates fields. Limits: Report counts are not incidence or causal effects; access limits apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/PetrefiedThunder/mcp-fda/main/README.md","https://github.com/PetrefiedThunder/mcp-fda"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"red-cars-io/fda-maude-intelligence-mcp","kind":"MCP component","category":"Regulatory & Product Data","summary":"Retrieves MAUDE events and 510(k) records for device/product-code comparisons.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"red-cars-io/fda-maude-intelligence-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Retrieves MAUDE events and 510(k) records for device/product-code comparisons."],"limitation":"Peer-normalized reporting comparisons are not validated comparative safety or incidence estimates.","url":"https://github.com/red-cars-io/fda-maude-intelligence-mcp","primarySourceURLs":["https://raw.githubusercontent.com/red-cars-io/fda-maude-intelligence-mcp/master/README.md","https://github.com/red-cars-io/fda-maude-intelligence-mcp"],"id":"RWE-4066","relevance":{"id":"RWE-4066","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Retrieves MAUDE events and 510(k) records for device/product-code comparisons.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/red-cars-io/fda-maude-intelligence-mcp/master/README.md","https://github.com/red-cars-io/fda-maude-intelligence-mcp"],"reviewGroup":"health-product-and-safety-data"}},{"name":"mymedi-ai/mymedi-ai-mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"CMS datasets, medical codes and government-source reference retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mymedi-ai/mymedi-ai-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CMS datasets, medical codes and government-source reference retrieval."],"limitation":"Include research-enabling reference/data subset; billing operations and privacy claims not validated.","url":"https://github.com/mymedi-ai/mymedi-ai-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/MyMedi-AI/mymedi-ai-mcp-server/main/README.md","https://github.com/MyMedi-AI/mymedi-ai-mcp-server"],"id":"RWE-4067","relevance":{"id":"RWE-4067","decision":"Core","rationale":"CMS datasets, medical codes and government-source reference retrieval. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"CMS datasets, medical codes and government-source reference retrieval. Limits: Include research-enabling reference/data subset; billing operations and privacy claims not validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/MyMedi-AI/mymedi-ai-mcp-server/main/README.md","https://github.com/MyMedi-AI/mymedi-ai-mcp-server"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"aditya-damerla128/certus_server","kind":"MCP component","category":"Regulatory & Product Data","summary":"Searches FDA drug identifiers and related drug information.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aditya-damerla128/certus_server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Searches FDA drug identifiers and related drug information."],"limitation":"Consolidate Certus/Certus_server packaging; freshness and clinical interpretation require checking.","url":"https://github.com/aditya-damerla128/certus_server","primarySourceURLs":["https://raw.githubusercontent.com/aditya-damerla128/Certus_server/main/README.md","https://github.com/aditya-damerla128/Certus_server"],"id":"RWE-4068","relevance":{"id":"RWE-4068","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Searches FDA drug identifiers and related drug information.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aditya-damerla128/Certus_server/main/README.md","https://github.com/aditya-damerla128/Certus_server"],"reviewGroup":"health-product-and-safety-data"}},{"name":"alexandriashai/mcp-clinical-evidence","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"PubMed, ClinicalTrials.gov and openFDA aggregation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alexandriashai/mcp-clinical-evidence","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed, ClinicalTrials.gov and openFDA aggregation."],"limitation":"Medical necessity and litigation claims are not validated by retrieval alone.","url":"https://github.com/alexandriashai/mcp-clinical-evidence","primarySourceURLs":["https://raw.githubusercontent.com/alexandriashai/mcp-clinical-evidence/main/README.md","https://github.com/alexandriashai/mcp-clinical-evidence"],"id":"RWE-4069","relevance":{"id":"RWE-4069","decision":"Core","rationale":"Retain the documented evidence function: PubMed, ClinicalTrials.gov and openFDA aggregation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed, ClinicalTrials.gov and openFDA aggregation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alexandriashai/mcp-clinical-evidence","https://raw.githubusercontent.com/alexandriashai/mcp-clinical-evidence/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zavora-ai/skill-pharmacy-intelligence","kind":"Research tool","category":"Trials & Study Design","summary":"OpenFDA, DailyMed, RxNorm, PubChem, Health Canada, EMA, MHRA and ClinicalTrials.gov workflows.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zavora-ai/skill-pharmacy-intelligence","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["OpenFDA, DailyMed, RxNorm, PubChem, Health Canada, EMA, MHRA and ClinicalTrials.gov workflows."],"limitation":"Consolidate with zavora pharmacy MCP as alternate packaging where equivalent; jurisdiction-specific caveats apply.","url":"https://github.com/zavora-ai/skill-pharmacy-intelligence","primarySourceURLs":["https://raw.githubusercontent.com/zavora-ai/skill-pharmacy-intelligence/main/README.md","https://github.com/zavora-ai/skill-pharmacy-intelligence"],"id":"RWE-4070","relevance":{"id":"RWE-4070","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"OpenFDA, DailyMed, RxNorm, PubChem, Health Canada, EMA, MHRA and ClinicalTrials.gov workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zavora-ai/skill-pharmacy-intelligence/main/README.md","https://github.com/zavora-ai/skill-pharmacy-intelligence"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ari-davis-debug/fda-mcp-server","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"Drug adverse events, labels, recalls, approvals, shortages/NDC and device regulatory data.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ari-davis-debug/fda-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Drug adverse events, labels, recalls, approvals, shortages/NDC and device regulatory data."],"limitation":"Unofficial adapter; source records are not individual risk or causal findings.","url":"https://github.com/ari-davis-debug/fda-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/ari-davis-debug/fda-mcp-server/main/README.md","https://github.com/ari-davis-debug/fda-mcp-server"],"id":"RWE-4071","relevance":{"id":"RWE-4071","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Drug adverse events, labels, recalls, approvals, shortages/NDC and device regulatory data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ari-davis-debug/fda-mcp-server/main/README.md","https://github.com/ari-davis-debug/fda-mcp-server"],"reviewGroup":"health-product-and-safety-data"}},{"name":"shinegami-2002/mcp-healthcare-server","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"ICD-10, FDA adverse events, Medicare statistics and guideline/reference access.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shinegami-2002/mcp-healthcare-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["ICD-10, FDA adverse events, Medicare statistics and guideline/reference access."],"limitation":"Drug interactions and guideline applicability need verification; scope sources individually.","url":"https://github.com/shinegami-2002/mcp-healthcare-server","primarySourceURLs":["https://raw.githubusercontent.com/shinegami-2002/mcp-healthcare-server/main/README.md","https://github.com/shinegami-2002/mcp-healthcare-server"],"id":"RWE-4072","relevance":{"id":"RWE-4072","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"ICD-10, FDA adverse events, Medicare statistics and guideline/reference access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/shinegami-2002/mcp-healthcare-server/main/README.md","https://github.com/shinegami-2002/mcp-healthcare-server"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"omi1811/clinicalops-agent","kind":"Research tool","category":"Trials & Study Design","summary":"Query configured trial data and draft regulatory evidence summaries.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"omi1811/clinicalops-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Query configured trial data and draft regulatory evidence summaries."],"limitation":"Uses generic upstream MongoDB MCP; actual corpus not bundled and clinical/regulatory correctness unverified.","url":"https://github.com/omi1811/clinicalops-agent","primarySourceURLs":["https://raw.githubusercontent.com/omi1811/clinicalOps-Agent/master/README.md","https://github.com/omi1811/clinicalOps-Agent"],"id":"RWE-4073","relevance":{"id":"RWE-4073","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Query configured trial data and draft regulatory evidence summaries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/omi1811/clinicalOps-Agent/master/README.md","https://github.com/omi1811/clinicalOps-Agent"],"reviewGroup":"clinical-trial-workflow"}},{"name":"vrushabh-rajaghatta/fda-apis-mcp-server","kind":"MCP component","category":"Regulatory & Product Data","summary":"Sixteen tools over eight FDA device databases.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vrushabh-rajaghatta/fda-apis-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Sixteen tools over eight FDA device databases."],"limitation":"Regulatory retrieval only; counts and compatibility claims unverified.","url":"https://github.com/vrushabh-rajaghatta/fda-apis-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/vrushabh-rajaghatta/fda-apis-mcp-server/main/README.md","https://github.com/vrushabh-rajaghatta/fda-apis-mcp-server"],"id":"RWE-4074","relevance":{"id":"RWE-4074","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Sixteen tools over eight FDA device databases.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vrushabh-rajaghatta/fda-apis-mcp-server/main/README.md","https://github.com/vrushabh-rajaghatta/fda-apis-mcp-server"],"reviewGroup":"health-product-and-safety-data"}},{"name":"ishaansd/chembot","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed literature and FDA reference/safety retrieval via LangGraph and MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ishaansd/chembot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed literature and FDA reference/safety retrieval via LangGraph and MCP."],"limitation":"Generated biomedical answers require source verification.","url":"https://github.com/ishaansd/chembot","primarySourceURLs":["https://raw.githubusercontent.com/IshaanSD/ChemBot/main/README.md","https://github.com/IshaanSD/ChemBot"],"id":"RWE-4075","relevance":{"id":"RWE-4075","decision":"Core","rationale":"Retain the documented evidence function: PubMed literature and FDA reference/safety retrieval via LangGraph and MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed literature and FDA reference/safety retrieval via LangGraph and MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ishaansd/chembot","https://raw.githubusercontent.com/IshaanSD/ChemBot/main/README.md","https://github.com/IshaanSD/ChemBot"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"h179922/openfda-pp-cli","kind":"Research tool","category":"Regulatory & Product Data","summary":"Local synchronization/search of openFDA safety records, labels and trends.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"h179922/openfda-pp-cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Local synchronization/search of openFDA safety records, labels and trends."],"limitation":"Sync completeness and trend validity unverified; spontaneous reports are not incidence.","url":"https://github.com/h179922/openfda-pp-cli","primarySourceURLs":["https://raw.githubusercontent.com/H179922/openfda-pp-cli/main/README.md","https://github.com/H179922/openfda-pp-cli"],"id":"RWE-4076","relevance":{"id":"RWE-4076","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Local synchronization/search of openFDA safety records, labels and trends.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/H179922/openfda-pp-cli/main/README.md","https://github.com/H179922/openfda-pp-cli"],"reviewGroup":"health-product-and-safety-data"}},{"name":"aditya-khadye/mcp-clinical-doc-agent","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"Ingest protocols, extract entities, cluster adverse events and produce summaries.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aditya-khadye/mcp-clinical-doc-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Ingest protocols, extract entities, cluster adverse events and produce summaries."],"limitation":"Ten synthetic FDA-style protocols; extraction/evaluation heuristics unvalidated on real trial documents.","url":"https://github.com/aditya-khadye/mcp-clinical-doc-agent","primarySourceURLs":["https://raw.githubusercontent.com/Aditya-Khadye/mcp-clinical-doc-agent/main/README.md","https://github.com/Aditya-Khadye/mcp-clinical-doc-agent"],"id":"RWE-4077","relevance":{"id":"RWE-4077","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Ingest protocols, extract entities, cluster adverse events and produce summaries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Aditya-Khadye/mcp-clinical-doc-agent/main/README.md","https://github.com/Aditya-Khadye/mcp-clinical-doc-agent"],"reviewGroup":"clinical-trial-workflow"}},{"name":"aiagentkarl/health-mcp-server","kind":"MCP component","category":"Trials & Study Design","summary":"openFDA drug information, ClinicalTrials.gov and WHO statistics.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aiagentkarl/health-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["openFDA drug information, ClinicalTrials.gov and WHO statistics."],"limitation":"Source limitations apply; no clinical safety or study-validity claim.","url":"https://github.com/aiagentkarl/health-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/AiAgentKarl/health-mcp-server/master/README.md","https://github.com/AiAgentKarl/health-mcp-server"],"id":"RWE-4078","relevance":{"id":"RWE-4078","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"openFDA drug information, ClinicalTrials.gov and WHO statistics.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AiAgentKarl/health-mcp-server/master/README.md","https://github.com/AiAgentKarl/health-mcp-server"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"prahlaadr/fda-devices-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Queries device classifications, 510(k) clearances and PMA information.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"prahlaadr/fda-devices-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Queries device classifications, 510(k) clearances and PMA information."],"limitation":"Clearance/approval records are not comparative effectiveness evidence.","url":"https://github.com/prahlaadr/fda-devices-mcp","primarySourceURLs":["https://raw.githubusercontent.com/prahlaadr/fda-devices-mcp/main/README.md","https://github.com/prahlaadr/fda-devices-mcp"],"id":"RWE-4079","relevance":{"id":"RWE-4079","decision":"Core","rationale":"Queries device classifications, 510(k) clearances and PMA information. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Queries device classifications, 510(k) clearances and PMA information. Limits: Clearance/approval records are not comparative effectiveness evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/prahlaadr/fda-devices-mcp/main/README.md","https://github.com/prahlaadr/fda-devices-mcp"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"benedict-weiss/drug-interaction-agent","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"Retrieves local FDA label passages and queries openFDA labels/adverse events.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"benedict-weiss/drug-interaction-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Retrieves local FDA label passages and queries openFDA labels/adverse events."],"limitation":"Course implementation; interaction interpretations need source review and are not validated safety judgments.","url":"https://github.com/benedict-weiss/drug-interaction-agent","primarySourceURLs":["https://raw.githubusercontent.com/benedict-weiss/drug-interaction-agent/master/README.md","https://github.com/benedict-weiss/drug-interaction-agent"],"id":"RWE-4080","relevance":{"id":"RWE-4080","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Retrieves local FDA label passages and queries openFDA labels/adverse events.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/benedict-weiss/drug-interaction-agent/master/README.md","https://github.com/benedict-weiss/drug-interaction-agent"],"reviewGroup":"health-product-and-safety-data"}},{"name":"mmanjula12/fda-competitive-intelligence-agent","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"Queries openFDA drug approvals and adverse events and drafts source-informed summaries.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mmanjula12/fda-competitive-intelligence-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Queries openFDA drug approvals and adverse events and drafts source-informed summaries."],"limitation":"Verify claimed trial-submission coverage separately; competitive analysis is not clinical evidence appraisal.","url":"https://github.com/mmanjula12/fda-competitive-intelligence-agent","primarySourceURLs":["https://raw.githubusercontent.com/mmanjula12/fda-competitive-intelligence-agent/master/README.md","https://github.com/mmanjula12/fda-competitive-intelligence-agent"],"id":"RWE-4081","relevance":{"id":"RWE-4081","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Queries openFDA drug approvals and adverse events and drafts source-informed summaries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mmanjula12/fda-competitive-intelligence-agent/master/README.md","https://github.com/mmanjula12/fda-competitive-intelligence-agent"],"reviewGroup":"health-product-and-safety-data"}},{"name":"thomastx05/govmcp","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"Searches FDA recalls, labels and adverse events alongside regulatory documents.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thomastx05/govmcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Searches FDA recalls, labels and adverse events alongside regulatory documents."],"limitation":"One collection; spontaneous-report and regulatory-source limitations apply.","url":"https://github.com/thomastx05/govmcp","primarySourceURLs":["https://raw.githubusercontent.com/thomastx05/govmcp/master/README.md","https://github.com/thomastx05/govmcp"],"id":"RWE-4082","relevance":{"id":"RWE-4082","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Searches FDA recalls, labels and adverse events alongside regulatory documents.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/thomastx05/govmcp/master/README.md","https://github.com/thomastx05/govmcp"],"reviewGroup":"health-product-and-safety-data"}},{"name":"aldian/saferx-companion","kind":"MCP server","category":"Pharmacovigilance & safety","summary":"Retrieves openFDA adverse-event data through MCP.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aldian/saferx-companion","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Retrieves openFDA adverse-event data through MCP."],"limitation":"Tool named interaction_check does not establish validated drug interactions or patient-specific safety.","url":"https://github.com/aldian/saferx-companion","primarySourceURLs":["https://raw.githubusercontent.com/aldian/saferx-companion/main/README.md","https://github.com/aldian/saferx-companion"],"id":"RWE-4083","relevance":{"id":"RWE-4083","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Retrieves openFDA adverse-event data through MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aldian/saferx-companion/main/README.md","https://github.com/aldian/saferx-companion"],"reviewGroup":"health-product-and-safety-data"}},{"name":"maxforgan/clinicaltrials-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"ClinicalTrials.gov, openFDA, PubMed and USPTO retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"maxforgan/clinicaltrials-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ClinicalTrials.gov, openFDA, PubMed and USPTO retrieval."],"limitation":"Different evidence types must remain distinct; patents do not establish clinical efficacy.","url":"https://github.com/maxforgan/clinicaltrials-mcp","primarySourceURLs":["https://raw.githubusercontent.com/maxforgan/clinicaltrials-mcp/main/README.md","https://github.com/maxforgan/clinicaltrials-mcp"],"id":"RWE-4084","relevance":{"id":"RWE-4084","decision":"Core","rationale":"Retain the documented evidence function: ClinicalTrials, openFDA and PubMed retrieval only; generic patent search excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ClinicalTrials, openFDA and PubMed retrieval only; generic patent search excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/maxforgan/clinicaltrials-mcp","https://raw.githubusercontent.com/maxforgan/clinicaltrials-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"saurav16997/pharma-mcp-server","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"Drug label and FAERS report retrieval.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"saurav16997/pharma-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Drug label and FAERS report retrieval."],"limitation":"Label content and reports serve different roles; neither directly establishes individual risk.","url":"https://github.com/saurav16997/pharma-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/saurav16997/pharma-mcp-server/main/README.md","https://github.com/saurav16997/pharma-mcp-server"],"id":"RWE-4088","relevance":{"id":"RWE-4088","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Drug label and FAERS report retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/saurav16997/pharma-mcp-server/main/README.md","https://github.com/saurav16997/pharma-mcp-server"],"reviewGroup":"health-product-and-safety-data"}},{"name":"samyama-ai/druginteractions-kg","kind":"Research tool","category":"Regulatory & Product Data","summary":"Combines DrugBank, DGIdb, SIDER, ChEMBL and openFDA relationships.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"samyama-ai/druginteractions-kg","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Combines DrugBank, DGIdb, SIDER, ChEMBL and openFDA relationships."],"limitation":"License claims, graph linkage and node/edge counts need verification; relationships are not causal interactions.","url":"https://github.com/samyama-ai/druginteractions-kg","primarySourceURLs":["https://raw.githubusercontent.com/samyama-ai/druginteractions-kg/main/README.md","https://github.com/samyama-ai/druginteractions-kg"],"id":"RWE-4089","relevance":{"id":"RWE-4089","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Combines DrugBank, DGIdb, SIDER, ChEMBL and openFDA relationships.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/samyama-ai/druginteractions-kg/main/README.md","https://github.com/samyama-ai/druginteractions-kg"],"reviewGroup":"health-product-and-safety-data"}},{"name":"shaddyt/clinical-reference-mcp","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"openFDA labels/adverse events and RxNorm/RxNav naming/class lookup.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shaddyt/clinical-reference-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["openFDA labels/adverse events and RxNorm/RxNav naming/class lookup."],"limitation":"Reference access only; no patient-specific prescribing or interaction assurance.","url":"https://github.com/shaddyt/clinical-reference-mcp","primarySourceURLs":["https://raw.githubusercontent.com/shaddyt/clinical-reference-mcp/main/README.md","https://github.com/shaddyt/clinical-reference-mcp"],"id":"RWE-4090","relevance":{"id":"RWE-4090","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"openFDA labels/adverse events and RxNorm/RxNav naming/class lookup.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/shaddyt/clinical-reference-mcp/main/README.md","https://github.com/shaddyt/clinical-reference-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"harinik90/claude_plugin_healthcare","kind":"Research tool","category":"RWE Data & Analytics","summary":"NPI provider lookup, ICD-10 validation and CMS national coverage document search.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"harinik90/claude_plugin_healthcare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["NPI provider lookup, ICD-10 validation and CMS national coverage document search."],"limitation":"Include reference component; prior-authorization conclusions are not binding coverage determinations.","url":"https://github.com/harinik90/claude_plugin_healthcare","primarySourceURLs":["https://raw.githubusercontent.com/harinik90/claude_plugin_healthcare/main/README.md","https://github.com/harinik90/claude_plugin_healthcare"],"id":"RWE-4091","relevance":{"id":"RWE-4091","decision":"Core","rationale":"NPI provider lookup, ICD-10 validation and CMS national coverage document search. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"NPI provider lookup, ICD-10 validation and CMS national coverage document search. Limits: Include reference component; prior-authorization conclusions are not binding coverage determinations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/harinik90/claude_plugin_healthcare/main/README.md","https://github.com/harinik90/claude_plugin_healthcare"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"tamas54/medicaldatabasemcp","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"Europe PMC literature and openFDA FAERS/reference lookup among seven advertised sources.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tamas54/medicaldatabasemcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Europe PMC literature and openFDA FAERS/reference lookup among seven advertised sources."],"limitation":"Include source retrieval; diagnostic support not independently validated.","url":"https://github.com/tamas54/medicaldatabasemcp","primarySourceURLs":["https://raw.githubusercontent.com/Tamas54/MedicaldatabaseMCP/main/README.md","https://github.com/Tamas54/MedicaldatabaseMCP"],"id":"RWE-4092","relevance":{"id":"RWE-4092","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Europe PMC literature and openFDA FAERS/reference lookup among seven advertised sources.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Tamas54/MedicaldatabaseMCP/main/README.md","https://github.com/Tamas54/MedicaldatabaseMCP"],"reviewGroup":"health-product-and-safety-data"}},{"name":"myashwanthreddy/medbridge-mcp","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"ClinicalTrials.gov, FDA recalls/adverse events/labels and drug-name normalization.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"myashwanthreddy/medbridge-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["ClinicalTrials.gov, FDA recalls/adverse events/labels and drug-name normalization."],"limitation":"Informational records only; reports and registrations do not establish clinical outcomes.","url":"https://github.com/myashwanthreddy/medbridge-mcp","primarySourceURLs":["https://raw.githubusercontent.com/MYASHWANTHREDDY/medbridge-mcp/main/README.md","https://github.com/MYASHWANTHREDDY/medbridge-mcp"],"id":"RWE-4093","relevance":{"id":"RWE-4093","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"ClinicalTrials.gov, FDA recalls/adverse events/labels and drug-name normalization.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/MYASHWANTHREDDY/medbridge-mcp/main/README.md","https://github.com/MYASHWANTHREDDY/medbridge-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"benjamin-jhou/junscience","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed/arXiv/bioRxiv, UniProt/PDB/ChEMBL/PubChem, CTgov, openFDA, RxNorm and DailyMed retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"benjamin-jhou/junscience","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed/arXiv/bioRxiv, UniProt/PDB/ChEMBL/PubChem, CTgov, openFDA, RxNorm and DailyMed retrieval."],"limitation":"Hypothesis confidence and synthesized conclusions need independent verification.","url":"https://github.com/benjamin-jhou/junscience","primarySourceURLs":["https://raw.githubusercontent.com/Benjamin-JHou/JunScience/main/README.md","https://github.com/Benjamin-JHou/JunScience"],"id":"RWE-4094","relevance":{"id":"RWE-4094","decision":"Core","rationale":"Retain the documented evidence function: Scholarly literature, clinical trials, openFDA, RxNorm and DailyMed only; molecular UniProt/PDB/ChEMBL/PubChem excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly literature, clinical trials, openFDA, RxNorm and DailyMed only; molecular UniProt/PDB/ChEMBL/PubChem excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/benjamin-jhou/junscience","https://raw.githubusercontent.com/Benjamin-JHou/JunScience/main/README.md","https://github.com/Benjamin-JHou/JunScience"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"apifyforge/product-safety-consumer-risk-mcp","kind":"MCP component","category":"Regulatory & Product Data","summary":"Retrieves product recalls and public safety records.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"apifyforge/product-safety-consumer-risk-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Retrieves product recalls and public safety records."],"limitation":"Composite risk scores and pre-recall warning claims are not validated exposure or health-risk estimates.","url":"https://github.com/apifyforge/product-safety-consumer-risk-mcp","primarySourceURLs":["https://raw.githubusercontent.com/apifyforge/product-safety-consumer-risk-mcp/main/README.md","https://github.com/apifyforge/product-safety-consumer-risk-mcp"],"id":"RWE-4095","relevance":{"id":"RWE-4095","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Retrieves product recalls and public safety records.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/apifyforge/product-safety-consumer-risk-mcp/main/README.md","https://github.com/apifyforge/product-safety-consumer-risk-mcp"],"reviewGroup":"health-product-and-safety-data"}},{"name":"athril/agentic-target-evidence","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"DepMap, gnomAD, ClinicalTrials.gov, Open Targets, PubMed and FAERS retrieval via read-only tools.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"athril/agentic-target-evidence","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["DepMap, gnomAD, ClinicalTrials.gov, Open Targets, PubMed and FAERS retrieval via read-only tools."],"limitation":"Database associations and integrated target scores are hypothesis-support evidence, not target validation.","url":"https://github.com/athril/agentic-target-evidence","primarySourceURLs":["https://raw.githubusercontent.com/athril/agentic-target-evidence/main/README.md","https://github.com/athril/agentic-target-evidence"],"id":"RWE-4096","relevance":{"id":"RWE-4096","decision":"Core","rationale":"Retain the explicit PubMed, trial and FAERS read-only source retrieval; molecular target scores and target validation are outside the core basis.","relevanceBasis":"DepMap, gnomAD, ClinicalTrials.gov, Open Targets, PubMed and FAERS retrieval via read-only tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/athril/agentic-target-evidence/main/README.md","https://github.com/athril/agentic-target-evidence"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"jagan666/openbio-intel","kind":"Research tool","category":"Trials & Study Design","summary":"Queries trial, approval and biomedical records with NCT/PMCID/accession references.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jagan666/openbio-intel","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Queries trial, approval and biomedical records with NCT/PMCID/accession references."],"limitation":"Citations and landscape summaries require verification; source coverage unverified.","url":"https://github.com/jagan666/openbio-intel","primarySourceURLs":["https://raw.githubusercontent.com/JAGAN666/OpenBio-Intel/main/README.md","https://github.com/JAGAN666/OpenBio-Intel"],"id":"RWE-4097","relevance":{"id":"RWE-4097","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Queries trial, approval and biomedical records with NCT/PMCID/accession references.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JAGAN666/OpenBio-Intel/main/README.md","https://github.com/JAGAN666/OpenBio-Intel"],"reviewGroup":"clinical-trial-workflow"}},{"name":"bateoriginal/mcp-fda","kind":"MCP component","category":"Regulatory & Product Data","summary":"Searches FDA drug/device/food records via twenty-six advertised tools and guided prompts.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bateoriginal/mcp-fda","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Searches FDA drug/device/food records via twenty-six advertised tools and guided prompts."],"limitation":"FDA data are not clinically validated; prompt outputs require checking.","url":"https://github.com/bateoriginal/mcp-fda","primarySourceURLs":["https://raw.githubusercontent.com/Bateoriginal/mcp-fda/main/README.md","https://github.com/Bateoriginal/mcp-fda"],"id":"RWE-4099","relevance":{"id":"RWE-4099","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Searches FDA drug/device/food records via twenty-six advertised tools and guided prompts.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Bateoriginal/mcp-fda/main/README.md","https://github.com/Bateoriginal/mcp-fda"],"reviewGroup":"health-product-and-safety-data"}},{"name":"tyhouch/fda-mcp","kind":"MCP component","category":"Trials & Study Design","summary":"FDA-approved drug lookup and ClinicalTrials.gov search.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tyhouch/fda-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["FDA-approved drug lookup and ClinicalTrials.gov search."],"limitation":"Records are not comparative efficacy findings or trial outcomes.","url":"https://github.com/tyhouch/fda-mcp","primarySourceURLs":["https://raw.githubusercontent.com/tyhouch/fda-mcp/main/README.md","https://github.com/tyhouch/fda-mcp"],"id":"RWE-4100","relevance":{"id":"RWE-4100","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"FDA-approved drug lookup and ClinicalTrials.gov search.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tyhouch/fda-mcp/main/README.md","https://github.com/tyhouch/fda-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"thomascros/pharma-mcp-agent","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"PubMed, ChEMBL, UniProt, Open Targets and ClinicalTrials.gov access.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thomascros/pharma-mcp-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed, ChEMBL, UniProt, Open Targets and ClinicalTrials.gov access."],"limitation":"Attribute MCP adaptation; deduplicate upstream where same collection, tool counts unverified.","url":"https://github.com/thomascros/pharma-mcp-agent","primarySourceURLs":["https://raw.githubusercontent.com/thomascros/pharma-mcp-agent/main/README.md","https://github.com/thomascros/pharma-mcp-agent"],"id":"RWE-4101","relevance":{"id":"RWE-4101","decision":"Core","rationale":"Retain the documented evidence function: PubMed and ClinicalTrials retrieval only; molecular ChEMBL/UniProt/OpenTargets excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed and ClinicalTrials retrieval only; molecular ChEMBL/UniProt/OpenTargets excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/thomascros/pharma-mcp-agent","https://raw.githubusercontent.com/thomascros/pharma-mcp-agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"scharithakodumagulla/prism","kind":"MCP component","category":"Regulatory & Product Data","summary":"Drug-label retrieval and structured drug/substance evidence context.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scharithakodumagulla/prism","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Drug-label retrieval and structured drug/substance evidence context."],"limitation":"Limit inclusion to documented retrieval; compound-risk synthesis is not clinically validated.","url":"https://github.com/scharithakodumagulla/prism","primarySourceURLs":["https://raw.githubusercontent.com/SCharithaKodumagulla/PRISM/main/README.md","https://github.com/SCharithaKodumagulla/PRISM"],"id":"RWE-4102","relevance":{"id":"RWE-4102","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Drug-label retrieval and structured drug/substance evidence context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SCharithaKodumagulla/PRISM/main/README.md","https://github.com/SCharithaKodumagulla/PRISM"],"reviewGroup":"health-product-and-safety-data"}},{"name":"mohye24k/alphaskills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Clinical trials, PubMed/bioRxiv/arXiv, NIH grants and FDA recall workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mohye24k/alphaskills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Clinical trials, PubMed/bioRxiv/arXiv, NIH grants and FDA recall workflows."],"limitation":"Include research subset; financial/legal tools are separate scope and scores not validated.","url":"https://github.com/mohye24k/alphaskills","primarySourceURLs":["https://raw.githubusercontent.com/Mohye24k/alphaskills/main/README.md","https://github.com/Mohye24k/alphaskills"],"id":"RWE-4103","relevance":{"id":"RWE-4103","decision":"Core","rationale":"Retain the documented evidence function: Clinical-trial, scholarly literature and FDA recall retrieval only; grant administration and financial/legal functions excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinical-trial, scholarly literature and FDA recall retrieval only; grant administration and financial/legal functions excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mohye24k/alphaskills","https://raw.githubusercontent.com/Mohye24k/alphaskills/main/README.md","https://github.com/Mohye24k/alphaskills"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"harragi/cellag","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Queries KEGG, Ensembl, Europe PMC and arXiv plus curated bibliography.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"harragi/cellag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Queries KEGG, Ensembl, Europe PMC and arXiv plus curated bibliography."],"limitation":"Adjacent preclinical/food research; no claims about human nutrition or clinical outcomes.","url":"https://github.com/harragi/cellag","primarySourceURLs":["https://raw.githubusercontent.com/harragi/CellAg/main/README.md","https://github.com/harragi/CellAg"],"id":"RWE-4104","relevance":{"id":"RWE-4104","decision":"Core","rationale":"Retain the documented evidence function: Europe PMC/arXiv scholarly retrieval only; molecular KEGG/Ensembl and preclinical food functions excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Europe PMC/arXiv scholarly retrieval only; molecular KEGG/Ensembl and preclinical food functions excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/harragi/cellag","https://raw.githubusercontent.com/harragi/CellAg/main/README.md","https://github.com/harragi/CellAg"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ngwam/clinical-trial-and-vital-matching-monitor-","kind":"Research tool","category":"Trials & Study Design","summary":"Search trials and drug evidence; inspect synthetic vitals datasets.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ngwam/clinical-trial-and-vital-matching-monitor-","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Search trials and drug evidence; inspect synthetic vitals datasets."],"limitation":"External synthetic dataset absent; no enrollment/appointment capability or clinically validated anomaly model.","url":"https://github.com/ngwam/clinical-trial-and-vital-matching-monitor-","primarySourceURLs":["https://raw.githubusercontent.com/ngwam/Clinical-Trial-and-Vital-Matching-Monitor-/main/README.md","https://github.com/ngwam/Clinical-Trial-and-Vital-Matching-Monitor-"],"id":"RWE-4105","relevance":{"id":"RWE-4105","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Search trials and drug evidence; inspect synthetic vitals datasets.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ngwam/Clinical-Trial-and-Vital-Matching-Monitor-/main/README.md","https://github.com/ngwam/Clinical-Trial-and-Vital-Matching-Monitor-"],"reviewGroup":"clinical-trial-workflow"}},{"name":"nrs2130/foundry-medical-research-agents","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"PubMed literature/citations and ClinicalTrials.gov search/analysis endpoints.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nrs2130/foundry-medical-research-agents","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed literature/citations and ClinicalTrials.gov search/analysis endpoints."],"limitation":"Consolidate original upstream implementations where reused; deployment availability not runtime-tested.","url":"https://github.com/nrs2130/foundry-medical-research-agents","primarySourceURLs":["https://raw.githubusercontent.com/nrs2130/foundry-medical-research-agents/master/README.md","https://github.com/nrs2130/foundry-medical-research-agents"],"id":"RWE-4106","relevance":{"id":"RWE-4106","decision":"Core","rationale":"Retain the documented evidence function: PubMed literature/citations and ClinicalTrials.gov search/analysis endpoints. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed literature/citations and ClinicalTrials.gov search/analysis endpoints.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nrs2130/foundry-medical-research-agents","https://raw.githubusercontent.com/nrs2130/foundry-medical-research-agents/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"danirodao/clinical-trail-agentic-platform","kind":"Research tool","category":"Trials & Study Design","summary":"Natural-language trial-data querying across relational/graph/vector stores with tool orchestration.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"danirodao/clinical-trail-agentic-platform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Natural-language trial-data querying across relational/graph/vector stores with tool orchestration."],"limitation":"Requires configured data and access control; clinically precise/security claims unverified.","url":"https://github.com/danirodao/clinical-trail-agentic-platform","primarySourceURLs":["https://raw.githubusercontent.com/danirodao/clinical-trail-agentic-platform/main/README.md","https://github.com/danirodao/clinical-trail-agentic-platform"],"id":"RWE-4109","relevance":{"id":"RWE-4109","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Natural-language trial-data querying across relational/graph/vector stores with tool orchestration.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/danirodao/clinical-trail-agentic-platform/main/README.md","https://github.com/danirodao/clinical-trail-agentic-platform"],"reviewGroup":"clinical-trial-workflow"}},{"name":"chetankumart/protocol-to-data","kind":"Research tool","category":"Trials & Study Design","summary":"Extracts protocol design, generates synthetic analysis data and compares phase/arms against ClinicalTrials.gov.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chetankumart/protocol-to-data","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Extracts protocol design, generates synthetic analysis data and compares phase/arms against ClinicalTrials.gov."],"limitation":"Synthetic datasets are not real evidence; automated design extraction needs verification.","url":"https://github.com/chetankumart/protocol-to-data","primarySourceURLs":["https://raw.githubusercontent.com/chetankumart/protocol-to-data/main/README.md","https://github.com/chetankumart/protocol-to-data"],"id":"RWE-4110","relevance":{"id":"RWE-4110","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Extracts protocol design, generates synthetic analysis data and compares phase/arms against ClinicalTrials.gov.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/chetankumart/protocol-to-data/main/README.md","https://github.com/chetankumart/protocol-to-data"],"reviewGroup":"clinical-trial-workflow"}},{"name":"cyanheads/openalex-mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"Searches works and traverses cites/cited-by/related relationships from a seed work.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cyanheads/openalex-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Searches works and traverses cites/cited-by/related relationships from a seed work.","Canonical cyanheads OpenAlex repository documents academic works retrieval through stdio or Streamable HTTP MCP."],"limitation":"Graph completeness and metadata quality are source dependent. Canonical cyanheads OpenAlex repository documents academic works retrieval through stdio or Streamable HTTP MCP. Bibliographic coverage and ranking do not establish systematic-search completeness or study validity.","url":"https://github.com/cyanheads/openalex-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/cyanheads/openalex-mcp-server/main/README.md","https://openalex.caseyjhand.com/mcp","https://github.com/cyanheads/openalex-mcp-server"],"id":"RWE-4111","relevance":{"id":"RWE-4111","decision":"Core","rationale":"Searches works and traverses cites/cited-by/related relationships from a seed work. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Searches works and traverses cites/cited-by/related relationships from a seed work. Limits: Graph completeness and metadata quality are source dependent. Canonical cyanheads OpenAlex repository documents academic works retrieval through stdio or Streamable HTTP MCP. Bibliographic coverage and ranking do not establish systematic-search completeness or study validity.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cyanheads/openalex-mcp-server/main/README.md","https://openalex.caseyjhand.com/mcp","https://github.com/cyanheads/openalex-mcp-server"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"reetp14/openalex-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Searches and retrieves OpenAlex academic entities with native JSON envelopes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"reetp14/openalex-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Searches and retrieves OpenAlex academic entities with native JSON envelopes."],"limitation":"Metadata counts and source coverage vary; retrieval is not claim verification.","url":"https://github.com/reetp14/openalex-mcp","primarySourceURLs":["https://raw.githubusercontent.com/reetp14/openalex-mcp/main/README.md","https://github.com/reetp14/openalex-mcp"],"id":"RWE-4112","relevance":{"id":"RWE-4112","decision":"Core","rationale":"Searches and retrieves OpenAlex academic entities with native JSON envelopes. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Searches and retrieves OpenAlex academic entities with native JSON envelopes. Limits: Metadata counts and source coverage vary; retrieval is not claim verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/reetp14/openalex-mcp/main/README.md","https://github.com/reetp14/openalex-mcp"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"mmgeorge/papers","kind":"MCP component","category":"RWE Data & Analytics","summary":"OpenAlex entity search and identifier resolution across DOI/ORCID/ROR/PMID/ISSN.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mmgeorge/papers","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["OpenAlex entity search and identifier resolution across DOI/ORCID/ROR/PMID/ISSN."],"limitation":"Metadata resolution and citation counts are not claim verification.","url":"https://github.com/mmgeorge/papers","primarySourceURLs":["https://raw.githubusercontent.com/mmgeorge/papers/main/README.md","https://github.com/mmgeorge/papers"],"id":"RWE-4114","relevance":{"id":"RWE-4114","decision":"Core","rationale":"OpenAlex entity search and identifier resolution across DOI/ORCID/ROR/PMID/ISSN. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"OpenAlex entity search and identifier resolution across DOI/ORCID/ROR/PMID/ISSN. Limits: Metadata resolution and citation counts are not claim verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mmgeorge/papers/main/README.md","https://github.com/mmgeorge/papers"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"neuroanalytics/data-science-harness","kind":"Research tool","category":"OMOP & terminology","summary":"Research configurations/skills and agent-callable methods with BIDS, Neurobagel, SNOMED and research-reporting context.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"neuroanalytics/data-science-harness","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Research configurations/skills and agent-callable methods with BIDS, Neurobagel, SNOMED and research-reporting context."],"limitation":"Configuration collection, not independently validated scientific methods; component provenance matters.","url":"https://github.com/neuroanalytics/data-science-harness","primarySourceURLs":["https://raw.githubusercontent.com/neuroanalytics/data-science-harness/main/README.md","https://github.com/neuroanalytics/data-science-harness"],"id":"RWE-4115","relevance":{"id":"RWE-4115","decision":"Core","rationale":"Retain the explicit analysis-preregistration procedure: record the hypothesis, primary outcome, exclusions and analysis plan before execution, then track the assigned registration reference. Generic repository administration and proposed BIDS/SNOMED integrations do not establish additional Core functionality.","relevanceBasis":"Research configurations/skills and agent-callable methods with BIDS, Neurobagel, SNOMED and research-reporting context. Primary clarification: Exact preregister and propose-comparison instructions read at tree-pinned source. The former defines a frozen analysis specification and external registry handoff; the latter explicitly leaves scientific analysis to the user. Proposed capability-plane implementations are not treated as available.","evidenceLevel":"fresh-primary","evidenceRefs":["https://raw.githubusercontent.com/neuroanalytics/data-science-harness/main/README.md","https://github.com/neuroanalytics/data-science-harness","https://raw.githubusercontent.com/neuroanalytics/data-science-harness/HEAD/README.md","https://api.github.com/repos/neuroanalytics/data-science-harness/git/trees/HEAD?recursive=1","https://raw.githubusercontent.com/neuroanalytics/data-science-harness/5ae697019a32f10c56899d65b4fb73c643b76e9c/plugins/govern/skills/preregister/SKILL.md","https://raw.githubusercontent.com/neuroanalytics/data-science-harness/5ae697019a32f10c56899d65b4fb73c643b76e9c/plugins/analyze/skills/propose-comparison/SKILL.md"],"reviewGroup":"study-design-preregistration"}},{"name":"smaboundless/openalex-mcp-server","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Searches works/authors and traverses citation networks.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"smaboundless/openalex-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Searches works/authors and traverses citation networks."],"limitation":"Bibliometrics do not establish study quality or complete coverage.","url":"https://github.com/smaboundless/openalex-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/SMABoundless/openalex-mcp-server/main/README.md","https://github.com/SMABoundless/openalex-mcp-server"],"id":"RWE-4116","relevance":{"id":"RWE-4116","decision":"Core","rationale":"Retain the documented evidence function: Searches works/authors and traverses citation networks. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Searches works/authors and traverses citation networks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/smaboundless/openalex-mcp-server","https://raw.githubusercontent.com/SMABoundless/openalex-mcp-server/main/README.md","https://github.com/SMABoundless/openalex-mcp-server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bach-ai-tools/bach-openalex-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Searches and retrieves OpenAlex records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bach-ai-tools/bach-openalex-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Searches and retrieves OpenAlex records."],"limitation":"Compare provenance with reetp14 implementation before separate card.","url":"https://github.com/bach-ai-tools/bach-openalex-mcp","primarySourceURLs":["https://raw.githubusercontent.com/BACH-AI-Tools/bach-openalex-mcp/main/README.md","https://github.com/BACH-AI-Tools/bach-openalex-mcp"],"id":"RWE-4117","relevance":{"id":"RWE-4117","decision":"Core","rationale":"Searches and retrieves OpenAlex records. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Searches and retrieves OpenAlex records. Limits: Compare provenance with reetp14 implementation before separate card.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/BACH-AI-Tools/bach-openalex-mcp/main/README.md","https://github.com/BACH-AI-Tools/bach-openalex-mcp"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"cyanheads/crossref-mcp-server","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Resolves DOIs, searches scholarly metadata and retrieves deposited references, journals/funders/publishers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cyanheads/crossref-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Resolves DOIs, searches scholarly metadata and retrieves deposited references, journals/funders/publishers.","Canonical cyanheads Crossref repository documents DOI resolution, work search, references and publisher lookup over MCP."],"limitation":"Crossref metadata search is not full-paper text search; deposited references may be incomplete. Canonical cyanheads Crossref repository documents DOI resolution, work search, references and publisher lookup over MCP. Registered metadata may be incomplete; DOI existence is not study quality or claim support.","url":"https://github.com/cyanheads/crossref-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/cyanheads/crossref-mcp-server/main/README.md","https://crossref.caseyjhand.com/mcp","https://github.com/cyanheads/crossref-mcp-server"],"id":"RWE-4118","relevance":{"id":"RWE-4118","decision":"Core","rationale":"Retain the documented evidence function: Resolves DOIs, searches scholarly metadata and retrieves deposited references, journals/funders/publishers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Resolves DOIs, searches scholarly metadata and retrieves deposited references, journals/funders/publishers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cyanheads/crossref-mcp-server","https://raw.githubusercontent.com/cyanheads/crossref-mcp-server/main/README.md","https://crossref.caseyjhand.com/mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"quentincody/scholarly-graph-mcp-server","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Scholarly graph access with code-mode requests and large-result SQL staging.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"quentincody/scholarly-graph-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly graph access with code-mode requests and large-result SQL staging."],"limitation":"Attribute within QuentinCody collection; endpoint semantics and source coverage require care.","url":"https://github.com/quentincody/scholarly-graph-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/QuentinCody/scholarly-graph-mcp-server/main/README.md","https://github.com/QuentinCody/scholarly-graph-mcp-server"],"id":"RWE-4119","relevance":{"id":"RWE-4119","decision":"Core","rationale":"Retain the documented evidence function: Scholarly graph access with code-mode requests and large-result SQL staging. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly graph access with code-mode requests and large-result SQL staging.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/quentincody/scholarly-graph-mcp-server","https://raw.githubusercontent.com/QuentinCody/scholarly-graph-mcp-server/main/README.md","https://github.com/QuentinCody/scholarly-graph-mcp-server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"elumya/openalex-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Searches works, authors and institutions with filtered details.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"elumya/openalex-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Searches works, authors and institutions with filtered details."],"limitation":"API access/metadata limitations apply.","url":"https://github.com/elumya/openalex-mcp","primarySourceURLs":["https://raw.githubusercontent.com/ELumya/openalex-mcp/master/README.md","https://github.com/ELumya/openalex-mcp"],"id":"RWE-4120","relevance":{"id":"RWE-4120","decision":"Core","rationale":"Searches works, authors and institutions with filtered details. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Searches works, authors and institutions with filtered details. Limits: API access/metadata limitations apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ELumya/openalex-mcp/master/README.md","https://github.com/ELumya/openalex-mcp"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"dam2452/openalex-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieves primary scholarly entities and secondary dictionary records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dam2452/openalex-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieves primary scholarly entities and secondary dictionary records."],"limitation":"Metadata access is not evidence appraisal.","url":"https://github.com/dam2452/openalex-mcp","primarySourceURLs":["https://raw.githubusercontent.com/dam2452/openalex-mcp/master/README.md","https://github.com/dam2452/openalex-mcp"],"id":"RWE-4121","relevance":{"id":"RWE-4121","decision":"Core","rationale":"Retain the documented evidence function: Retrieves primary scholarly entities and secondary dictionary records. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieves primary scholarly entities and secondary dictionary records.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dam2452/openalex-mcp","https://raw.githubusercontent.com/dam2452/openalex-mcp/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aula-id/mcp-openalex","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Searches works by year/type/OA status/author/institution/topic and explores citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aula-id/mcp-openalex","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Searches works by year/type/OA status/author/institution/topic and explores citations."],"limitation":"Credit/entitlement limits apply; metadata counts unverified.","url":"https://github.com/aula-id/mcp-openalex","primarySourceURLs":["https://raw.githubusercontent.com/aula-id/mcp-openalex/master/README.md","https://github.com/aula-id/mcp-openalex"],"id":"RWE-4122","relevance":{"id":"RWE-4122","decision":"Core","rationale":"Retain the documented evidence function: Searches works by year/type/OA status/author/institution/topic and explores citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Searches works by year/type/OA status/author/institution/topic and explores citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aula-id/mcp-openalex","https://raw.githubusercontent.com/aula-id/mcp-openalex/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nac-codes/open-alex-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Searches academic works and associated entities.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nac-codes/open-alex-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Searches academic works and associated entities."],"limitation":"Source metadata and index coverage constrain results.","url":"https://github.com/nac-codes/open-alex-mcp","primarySourceURLs":["https://raw.githubusercontent.com/nac-codes/open-alex-mcp/main/README.md","https://github.com/nac-codes/open-alex-mcp"],"id":"RWE-4123","relevance":{"id":"RWE-4123","decision":"Core","rationale":"Searches academic works and associated entities. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Searches academic works and associated entities. Limits: Source metadata and index coverage constrain results.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nac-codes/open-alex-mcp/main/README.md","https://github.com/nac-codes/open-alex-mcp"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"lkrcharon/field-current","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"DBLP/arXiv metadata lookup, discovery inbox, reviewer decisions and bidirectional citation checks.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lkrcharon/field-current","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["DBLP/arXiv metadata lookup, discovery inbox, reviewer decisions and bidirectional citation checks."],"limitation":"Narrow-field curated library; completeness and author disambiguation require human review.","url":"https://github.com/lkrcharon/field-current","primarySourceURLs":["https://raw.githubusercontent.com/LKRCharon/field-current/main/README.md","https://github.com/LKRCharon/field-current"],"id":"RWE-4124","relevance":{"id":"RWE-4124","decision":"Core","rationale":"Retain the documented evidence function: DBLP/arXiv metadata lookup, discovery inbox, reviewer decisions and bidirectional citation checks. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"DBLP/arXiv metadata lookup, discovery inbox, reviewer decisions and bidirectional citation checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lkrcharon/field-current","https://raw.githubusercontent.com/LKRCharon/field-current/main/README.md","https://github.com/LKRCharon/field-current"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"apifyforge/academic-commercialization-pipeline-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"OpenAlex, Semantic Scholar, arXiv, NIH grants and ClinicalTrials.gov evidence access.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"apifyforge/academic-commercialization-pipeline-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenAlex, Semantic Scholar, arXiv, NIH grants and ClinicalTrials.gov evidence access."],"limitation":"Commercialization probability and technology-readiness scores are not validated scientific or investment outcomes.","url":"https://github.com/apifyforge/academic-commercialization-pipeline-mcp","primarySourceURLs":["https://raw.githubusercontent.com/apifyforge/academic-commercialization-pipeline-mcp/main/README.md","https://github.com/apifyforge/academic-commercialization-pipeline-mcp"],"id":"RWE-4125","relevance":{"id":"RWE-4125","decision":"Core","rationale":"Retain the documented evidence function: Scholarly literature and clinical-trial evidence access only; commercialization/grant ranking excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly literature and clinical-trial evidence access only; commercialization/grant ranking excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/apifyforge/academic-commercialization-pipeline-mcp","https://raw.githubusercontent.com/apifyforge/academic-commercialization-pipeline-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"eduardpetraeus/healthreporting","kind":"MCP server","category":"RWE Data & Analytics","summary":"Wearable, nutrition, laboratory/genetic data ingestion with seventeen MCP tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eduardpetraeus/healthreporting","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Wearable, nutrition, laboratory/genetic data ingestion with seventeen MCP tools."],"limitation":"Personal-data infrastructure; anomaly detection and recommendations unvalidated, source counts not verified.","url":"https://github.com/eduardpetraeus/healthreporting","primarySourceURLs":["https://raw.githubusercontent.com/EduardPetraeus/HealthReporting/main/README.md","https://github.com/EduardPetraeus/HealthReporting"],"id":"RWE-4127","relevance":{"id":"RWE-4127","decision":"Core","rationale":"Wearable, nutrition, laboratory/genetic data ingestion with seventeen MCP tools. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Wearable, nutrition, laboratory/genetic data ingestion with seventeen MCP tools. Limits: Personal-data infrastructure; anomaly detection and recommendations unvalidated, source counts not verified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/EduardPetraeus/HealthReporting/main/README.md","https://github.com/EduardPetraeus/HealthReporting"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"polya20/agentcare-mcp","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"EMR FHIR data access plus PubMed, clinical-trial and FDA reference tools.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"polya20/agentcare-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["EMR FHIR data access plus PubMed, clinical-trial and FDA reference tools."],"limitation":"Authorized backend required; no clinical/privacy validation.","url":"https://github.com/polya20/agentcare-mcp","primarySourceURLs":["https://raw.githubusercontent.com/polya20/agentcare-mcp/main/README.md","https://github.com/polya20/agentcare-mcp"],"id":"RWE-4128","relevance":{"id":"RWE-4128","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"EMR FHIR data access plus PubMed, clinical-trial and FDA reference tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/polya20/agentcare-mcp/main/README.md","https://github.com/polya20/agentcare-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"msathiyakeerthi/google-cloud-healthcare-api-mcp","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Google Cloud Healthcare FHIR via SMART/Firebase gateway and PubMed research access.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"msathiyakeerthi/google-cloud-healthcare-api-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Google Cloud Healthcare FHIR via SMART/Firebase gateway and PubMed research access."],"limitation":"Requires configured cloud/authentication; verify canonical Kartha-AI ancestry and credentials boundaries.","url":"https://github.com/msathiyakeerthi/google-cloud-healthcare-api-mcp","primarySourceURLs":["https://raw.githubusercontent.com/msathiyakeerthi/google-cloud-healthcare-api-mcp/main/README.md","https://github.com/msathiyakeerthi/google-cloud-healthcare-api-mcp"],"id":"RWE-4130","relevance":{"id":"RWE-4130","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Google Cloud Healthcare FHIR via SMART/Firebase gateway and PubMed research access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/msathiyakeerthi/google-cloud-healthcare-api-mcp/main/README.md","https://github.com/msathiyakeerthi/google-cloud-healthcare-api-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"pooja-k-swamy/clinical-protocol-review","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Drafts and reviews clinical-trial protocols using orchestrated language-model agents.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pooja-k-swamy/clinical-protocol-review","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Drafts and reviews clinical-trial protocols using orchestrated language-model agents."],"limitation":"Generated protocols require expert methodological, clinical and regulatory review.","url":"https://github.com/pooja-k-swamy/clinical-protocol-review","primarySourceURLs":["https://raw.githubusercontent.com/pooja-k-swamy/clinical-protocol-review/main/README.md","https://github.com/pooja-k-swamy/clinical-protocol-review"],"id":"RWE-4132","relevance":{"id":"RWE-4132","decision":"Core","rationale":"Retain the documented evidence function: Drafts and reviews clinical-trial protocols using orchestrated language-model agents. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Drafts and reviews clinical-trial protocols using orchestrated language-model agents.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pooja-k-swamy/clinical-protocol-review","https://raw.githubusercontent.com/pooja-k-swamy/clinical-protocol-review/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"slfarleymsft/healthcaremcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Retrieves biomedical research and healthcare reference data through MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"slfarleymsft/healthcaremcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieves biomedical research and healthcare reference data through MCP."],"limitation":"Include specific source tools; generalized accurate/up-to-date claims unverified.","url":"https://github.com/slfarleymsft/healthcaremcp","primarySourceURLs":["https://raw.githubusercontent.com/slfarleymsft/healthcaremcp/main/README.md","https://github.com/slfarleymsft/healthcaremcp"],"id":"RWE-4134","relevance":{"id":"RWE-4134","decision":"Core","rationale":"Retrieves biomedical research and healthcare reference data through MCP. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Retrieves biomedical research and healthcare reference data through MCP. Limits: Include specific source tools; generalized accurate/up-to-date claims unverified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/slfarleymsft/healthcaremcp/main/README.md","https://github.com/slfarleymsft/healthcaremcp"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"alea4jacta6est/drug-interaction-checker-agent","kind":"Research tool","category":"Regulatory & Product Data","summary":"FDA reference, WHOOP biometrics and configured MySQL health-context access.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alea4jacta6est/drug-interaction-checker-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["FDA reference, WHOOP biometrics and configured MySQL health-context access."],"limitation":"Personal data permissions required; interaction judgments and privacy claims not validated.","url":"https://github.com/alea4jacta6est/drug-interaction-checker-agent","primarySourceURLs":["https://raw.githubusercontent.com/Alea4jacta6est/drug-interaction-checker-agent/main/README.md","https://github.com/Alea4jacta6est/drug-interaction-checker-agent"],"id":"RWE-4135","relevance":{"id":"RWE-4135","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"FDA reference, WHOOP biometrics and configured MySQL health-context access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Alea4jacta6est/drug-interaction-checker-agent/main/README.md","https://github.com/Alea4jacta6est/drug-interaction-checker-agent"],"reviewGroup":"health-product-and-safety-data"}},{"name":"david3951445/foodnutritiondatabasemcpserver","kind":"MCP component","category":"RWE Data & Analytics","summary":"Queries and analyzes food-nutrition SQLite data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"david3951445/foodnutritiondatabasemcpserver","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Queries and analyzes food-nutrition SQLite data."],"limitation":"Nutrition values depend on supplied dataset/version; no personalized dietary efficacy claim.","url":"https://github.com/david3951445/foodnutritiondatabasemcpserver","primarySourceURLs":["https://raw.githubusercontent.com/david3951445/FoodNutritionDatabaseMcpServer/master/README.md","https://github.com/david3951445/FoodNutritionDatabaseMcpServer"],"id":"RWE-4137","relevance":{"id":"RWE-4137","decision":"Core","rationale":"Queries and analyzes food-nutrition SQLite data. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Queries and analyzes food-nutrition SQLite data. Limits: Nutrition values depend on supplied dataset/version; no personalized dietary efficacy claim.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/david3951445/FoodNutritionDatabaseMcpServer/master/README.md","https://github.com/david3951445/FoodNutritionDatabaseMcpServer"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"healthymind-tech/taiwan-health-mcp","kind":"MCP component","category":"OMOP & terminology","summary":"ICD-10, SNOMED CT, LOINC, TFDA reference and FHIR R4 tooling.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"healthymind-tech/taiwan-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["ICD-10, SNOMED CT, LOINC, TFDA reference and FHIR R4 tooling."],"limitation":"Terminology licenses/version compatibility and mapping validation apply.","url":"https://github.com/healthymind-tech/taiwan-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/healthymind-tech/Taiwan-Health-MCP/main/README.md","https://github.com/healthymind-tech/Taiwan-Health-MCP"],"id":"RWE-4138","relevance":{"id":"RWE-4138","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"ICD-10, SNOMED CT, LOINC, TFDA reference and FHIR R4 tooling.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/healthymind-tech/Taiwan-Health-MCP/main/README.md","https://github.com/healthymind-tech/Taiwan-Health-MCP"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"augmented-nature/clinicaltrials-mcp-server","kind":"MCP component","category":"Trials & Study Design","summary":"Eighteen advertised tools for trial search, analysis and detailed records.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"augmented-nature/clinicaltrials-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Eighteen advertised tools for trial search, analysis and detailed records."],"limitation":"Trial registrations are not complete outcome evidence; preserve independent attribution.","url":"https://github.com/augmented-nature/clinicaltrials-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/Augmented-Nature/ClinicalTrials-MCP-Server/main/README.md","https://github.com/Augmented-Nature/ClinicalTrials-MCP-Server"],"id":"RWE-4139","relevance":{"id":"RWE-4139","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Eighteen advertised tools for trial search, analysis and detailed records.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Augmented-Nature/ClinicalTrials-MCP-Server/main/README.md","https://github.com/Augmented-Nature/ClinicalTrials-MCP-Server"],"reviewGroup":"clinical-trial-workflow"}},{"name":"biocontext-ai/knowledgebase-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Search Europe PMC, preprints and locally Google Scholar through biomedical resource tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"biocontext-ai/knowledgebase-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search Europe PMC, preprints and locally Google Scholar through biomedical resource tools."],"limitation":"Remote server testing/fair-use only; individual upstream source limits apply.","url":"https://github.com/biocontext-ai/knowledgebase-mcp","primarySourceURLs":["https://raw.githubusercontent.com/biocontext-ai/knowledgebase-mcp/main/README.md","https://github.com/biocontext-ai/knowledgebase-mcp"],"id":"RWE-4140","relevance":{"id":"RWE-4140","decision":"Core","rationale":"Retain the documented evidence function: Search Europe PMC, preprints and locally Google Scholar through biomedical resource tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search Europe PMC, preprints and locally Google Scholar through biomedical resource tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/biocontext-ai/knowledgebase-mcp","https://raw.githubusercontent.com/biocontext-ai/knowledgebase-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bach-ai-tools/clinicaltrials-mcp-server","kind":"Research tool","category":"Trials & Study Design","summary":"Trial search and detailed registry data retrieval.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bach-ai-tools/clinicaltrials-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Trial search and detailed registry data retrieval."],"limitation":"Compare Augmented-Nature origin/added components before a separate card.","url":"https://github.com/bach-ai-tools/clinicaltrials-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/BACH-AI-Tools/ClinicalTrials-MCP-Server/main/README.md","https://github.com/BACH-AI-Tools/ClinicalTrials-MCP-Server"],"id":"RWE-4142","relevance":{"id":"RWE-4142","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Trial search and detailed registry data retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/BACH-AI-Tools/ClinicalTrials-MCP-Server/main/README.md","https://github.com/BACH-AI-Tools/ClinicalTrials-MCP-Server"],"reviewGroup":"clinical-trial-workflow"}},{"name":"rdwj/fda-mcp","kind":"MCP component","category":"Regulatory & Product Data","summary":"Searches FDA 510(k) clearance by identifiers and descriptive fields.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rdwj/fda-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Searches FDA 510(k) clearance by identifiers and descriptive fields."],"limitation":"Clearance status is not prior-authorization approval or clinical effectiveness.","url":"https://github.com/rdwj/fda-mcp","primarySourceURLs":["https://raw.githubusercontent.com/rdwj/fda-mcp/main/README.md","https://github.com/rdwj/fda-mcp"],"id":"RWE-4143","relevance":{"id":"RWE-4143","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Searches FDA 510(k) clearance by identifiers and descriptive fields.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rdwj/fda-mcp/main/README.md","https://github.com/rdwj/fda-mcp"],"reviewGroup":"health-product-and-safety-data"}},{"name":"plainyogurt21/fda-drugs-mcp","kind":"MCP component","category":"Regulatory & Product Data","summary":"Retrieves FDA drug records with optional API key configuration.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"plainyogurt21/fda-drugs-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Retrieves FDA drug records with optional API key configuration."],"limitation":"Source limitations apply; availability of API does not validate clinical use.","url":"https://github.com/plainyogurt21/fda-drugs-mcp","primarySourceURLs":["https://raw.githubusercontent.com/plainyogurt21/fda-drugs-mcp/main/README.md","https://github.com/plainyogurt21/fda-drugs-mcp"],"id":"RWE-4144","relevance":{"id":"RWE-4144","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Retrieves FDA drug records with optional API key configuration.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/plainyogurt21/fda-drugs-mcp/main/README.md","https://github.com/plainyogurt21/fda-drugs-mcp"],"reviewGroup":"health-product-and-safety-data"}},{"name":"aws-samples/sample-target-identification-agent-using-kiro","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed, ClinicalTrials.gov, openFDA and other target-research adapters through AgentCore.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aws-samples/sample-target-identification-agent-using-kiro","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed, ClinicalTrials.gov, openFDA and other target-research adapters through AgentCore."],"limitation":"Sample implementation; target/risk assessments require independent scientific validation.","url":"https://github.com/aws-samples/sample-target-identification-agent-using-kiro","primarySourceURLs":["https://raw.githubusercontent.com/aws-samples/sample-target-identification-agent-using-kiro/main/README.md","https://github.com/aws-samples/sample-target-identification-agent-using-kiro"],"id":"RWE-4145","relevance":{"id":"RWE-4145","decision":"Core","rationale":"Retain the documented evidence function: PubMed, ClinicalTrials and openFDA retrieval only; molecular target-identification/risk functions excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed, ClinicalTrials and openFDA retrieval only; molecular target-identification/risk functions excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aws-samples/sample-target-identification-agent-using-kiro","https://raw.githubusercontent.com/aws-samples/sample-target-identification-agent-using-kiro/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"angietd94/healthcare-mcp-demo","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"FDA drug lookup, PubMed, clinical trials and ICD-10 reference tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"angietd94/healthcare-mcp-demo","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["FDA drug lookup, PubMed, clinical trials and ICD-10 reference tools."],"limitation":"Demo deployment has documented transport repair; runtime not tested and source interpretation needs review.","url":"https://github.com/angietd94/healthcare-mcp-demo","primarySourceURLs":["https://raw.githubusercontent.com/angietd94/Healthcare-MCP-Demo/main/README.md","https://github.com/angietd94/Healthcare-MCP-Demo"],"id":"RWE-4146","relevance":{"id":"RWE-4146","decision":"Core","rationale":"Retain the documented evidence function: FDA drug lookup, PubMed, clinical trials and ICD-10 reference tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"FDA drug lookup, PubMed, clinical trials and ICD-10 reference tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/angietd94/healthcare-mcp-demo","https://raw.githubusercontent.com/angietd94/Healthcare-MCP-Demo/main/README.md","https://github.com/angietd94/Healthcare-MCP-Demo"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rdwj/cdc-tavily-restricted-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Tavily search restricted to approved government-health domains.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rdwj/cdc-tavily-restricted-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Tavily search restricted to approved government-health domains."],"limitation":"Domain restriction does not guarantee accuracy, complete coverage or claim support.","url":"https://github.com/rdwj/cdc-tavily-restricted-mcp","primarySourceURLs":["https://raw.githubusercontent.com/rdwj/cdc-tavily-restricted-mcp/main/README.md","https://github.com/rdwj/cdc-tavily-restricted-mcp"],"id":"RWE-4147","relevance":{"id":"RWE-4147","decision":"Core","rationale":"Tavily search restricted to approved government-health domains. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Tavily search restricted to approved government-health domains. Limits: Domain restriction does not guarantee accuracy, complete coverage or claim support.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rdwj/cdc-tavily-restricted-mcp/main/README.md","https://github.com/rdwj/cdc-tavily-restricted-mcp"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"rdwj/fhir-mcp","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Patient demographics, audiograms, device requests and timelines from HAPI FHIR.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rdwj/fhir-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Patient demographics, audiograms, device requests and timelines from HAPI FHIR."],"limitation":"Requires authorized patient data; prior-authorization workflow is not a coverage determination.","url":"https://github.com/rdwj/fhir-mcp","primarySourceURLs":["https://raw.githubusercontent.com/rdwj/fhir-mcp/main/README.md","https://github.com/rdwj/fhir-mcp"],"id":"RWE-4148","relevance":{"id":"RWE-4148","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Patient demographics, audiograms, device requests and timelines from HAPI FHIR.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rdwj/fhir-mcp/main/README.md","https://github.com/rdwj/fhir-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"tanayanand12/medical-research-agent","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed, FDA, ClinicalTrials.gov and local FAISS retrieval with schema-validated MCP tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tanayanand12/medical-research-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed, FDA, ClinicalTrials.gov and local FAISS retrieval with schema-validated MCP tools."],"limitation":"Confidence scores are not calibrated evidence strength; synthesis requires source review.","url":"https://github.com/tanayanand12/medical-research-agent","primarySourceURLs":["https://raw.githubusercontent.com/tanayanand12/Medical-Research-Agent/main/README.md","https://github.com/tanayanand12/Medical-Research-Agent"],"id":"RWE-4149","relevance":{"id":"RWE-4149","decision":"Core","rationale":"Retain the documented evidence function: PubMed, FDA, ClinicalTrials.gov and local FAISS retrieval with schema-validated MCP tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed, FDA, ClinicalTrials.gov and local FAISS retrieval with schema-validated MCP tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tanayanand12/medical-research-agent","https://raw.githubusercontent.com/tanayanand12/Medical-Research-Agent/main/README.md","https://github.com/tanayanand12/Medical-Research-Agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cykj40/dexcom-mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieves personal Dexcom CGM context through agent tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cykj40/dexcom-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieves personal Dexcom CGM context through agent tools."],"limitation":"Authorized personal data only; assistive analytics are not treatment recommendations.","url":"https://github.com/cykj40/dexcom-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/cykj40/dexcom-mcp-server/main/README.md","https://github.com/cykj40/dexcom-mcp-server"],"id":"RWE-4151","relevance":{"id":"RWE-4151","decision":"Core","rationale":"Retrieves personal Dexcom CGM context through agent tools. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Retrieves personal Dexcom CGM context through agent tools. Limits: Authorized personal data only; assistive analytics are not treatment recommendations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cykj40/dexcom-mcp-server/main/README.md","https://github.com/cykj40/dexcom-mcp-server"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"theodoremui/bioreasoning","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"BioMCP variants/literature/biomedical data plus document-index retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"theodoremui/bioreasoning","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["BioMCP variants/literature/biomedical data plus document-index retrieval."],"limitation":"Dependent on upstream servers/corpus; generated reasoning and mindmaps require verification.","url":"https://github.com/theodoremui/bioreasoning","primarySourceURLs":["https://raw.githubusercontent.com/theodoremui/bioreasoning/main/README.md","https://github.com/theodoremui/bioreasoning"],"id":"RWE-4152","relevance":{"id":"RWE-4152","decision":"Core","rationale":"Retain the documented evidence function: Literature/document evidence retrieval only; molecular variant reasoning excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature/document evidence retrieval only; molecular variant reasoning excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/theodoremui/bioreasoning","https://raw.githubusercontent.com/theodoremui/bioreasoning/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"openpharma-org/ct-gov-mcp","kind":"MCP component","category":"OMOP & terminology","summary":"Clinical trial searches and terminology suggestions from registry dictionaries.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openpharma-org/ct-gov-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Clinical trial searches and terminology suggestions from registry dictionaries."],"limitation":"Registrations and suggestions are not complete results or eligibility determinations.","url":"https://github.com/openpharma-org/ct-gov-mcp","primarySourceURLs":["https://raw.githubusercontent.com/openpharma-org/ct-gov-mcp/main/README.md","https://github.com/openpharma-org/ct-gov-mcp"],"id":"RWE-4153","relevance":{"id":"RWE-4153","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Clinical trial searches and terminology suggestions from registry dictionaries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/openpharma-org/ct-gov-mcp/main/README.md","https://github.com/openpharma-org/ct-gov-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"franosei/flynnmed","kind":"MCP component","category":"Trials & Study Design","summary":"Retrieve permissively licensed biomedical evidence and search recruiting trials.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"franosei/flynnmed","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Retrieve permissively licensed biomedical evidence and search recruiting trials."],"limitation":"FHIR provider is non-connected stub; no EHR writeback; MCP includes sensitive/communication operations.","url":"https://github.com/franosei/flynnmed","primarySourceURLs":["https://raw.githubusercontent.com/Franosei/FlynnMed/main/README.md","https://github.com/Franosei/FlynnMed"],"id":"RWE-4154","relevance":{"id":"RWE-4154","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Retrieve permissively licensed biomedical evidence and search recruiting trials.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Franosei/FlynnMed/main/README.md","https://github.com/Franosei/FlynnMed"],"reviewGroup":"clinical-trial-workflow"}},{"name":"kevinkawchak/national-mcp-pai-oncology-trials","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Trial FHIR read/search, patient lookup and study-status interfaces.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kevinkawchak/national-mcp-pai-oncology-trials","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Trial FHIR read/search, patient lookup and study-status interfaces."],"limitation":"Proposed reference standard is not an adopted national standard; privacy/de-identification claims unvalidated.","url":"https://github.com/kevinkawchak/national-mcp-pai-oncology-trials","primarySourceURLs":["https://raw.githubusercontent.com/kevinkawchak/national-mcp-pai-oncology-trials/main/README.md","https://github.com/kevinkawchak/national-mcp-pai-oncology-trials"],"id":"RWE-4155","relevance":{"id":"RWE-4155","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Trial FHIR read/search, patient lookup and study-status interfaces.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kevinkawchak/national-mcp-pai-oncology-trials/main/README.md","https://github.com/kevinkawchak/national-mcp-pai-oncology-trials"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"yesc97/biopharma-catalyst-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"ClinicalTrials.gov, PubMed and openFDA research context alongside financial sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yesc97/biopharma-catalyst-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ClinicalTrials.gov, PubMed and openFDA research context alongside financial sources."],"limitation":"Deterministic catalyst verdicts are not validated clinical or investment conclusions.","url":"https://github.com/yesc97/biopharma-catalyst-mcp","primarySourceURLs":["https://raw.githubusercontent.com/yesc97/biopharma-catalyst-mcp/master/README.md","https://github.com/yesc97/biopharma-catalyst-mcp"],"id":"RWE-4156","relevance":{"id":"RWE-4156","decision":"Core","rationale":"Retain the documented evidence function: ClinicalTrials, PubMed and openFDA evidence only; financial catalyst signals/verdicts excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ClinicalTrials, PubMed and openFDA evidence only; financial catalyst signals/verdicts excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yesc97/biopharma-catalyst-mcp","https://raw.githubusercontent.com/yesc97/biopharma-catalyst-mcp/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"drugclaw/drugclaw","kind":"Research tool","category":"Biomedical & Bioinformatics","summary":"PubMed searches, molecular/database workflows, cohort profiling and survival analysis support.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drugclaw/drugclaw","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["PubMed searches, molecular/database workflows, cohort profiling and survival analysis support."],"limitation":"Large skill collection; method implementations and scientific outputs not audited.","url":"https://github.com/drugclaw/drugclaw","primarySourceURLs":["https://raw.githubusercontent.com/DrugClaw/DrugClaw/main/README.md","https://github.com/DrugClaw/DrugClaw"],"id":"RWE-4157","relevance":{"id":"RWE-4157","decision":"Core","rationale":"Explicit cohort profiling, survival analysis and PubMed workflows provide the core basis; the wider molecular skill collection is not retained by association.","relevanceBasis":"PubMed searches, molecular/database workflows, cohort profiling and survival analysis support.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DrugClaw/DrugClaw/main/README.md","https://github.com/DrugClaw/DrugClaw"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"colaberry/worldoftaxonomy","kind":"MCP component","category":"OMOP & terminology","summary":"ICD, LOINC, MeSH, SNOMED, NDC and NCI terminology/code crosswalk access.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"colaberry/worldoftaxonomy","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["ICD, LOINC, MeSH, SNOMED, NDC and NCI terminology/code crosswalk access."],"limitation":"Licensing, code versions and crosswalk validity require care; advertised scale not independently verified.","url":"https://github.com/colaberry/worldoftaxonomy","primarySourceURLs":["https://raw.githubusercontent.com/colaberry/WorldOfTaxonomy/main/README.md","https://github.com/colaberry/WorldOfTaxonomy"],"id":"RWE-4158","relevance":{"id":"RWE-4158","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"ICD, LOINC, MeSH, SNOMED, NDC and NCI terminology/code crosswalk access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/colaberry/WorldOfTaxonomy/main/README.md","https://github.com/colaberry/WorldOfTaxonomy"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"hypersniper05/mcp-medlookup","kind":"MCP component","category":"Regulatory & Product Data","summary":"Medical keyword lookup with RxNorm and openFDA drug-reference retrieval.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hypersniper05/mcp-medlookup","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Medical keyword lookup with RxNorm and openFDA drug-reference retrieval."],"limitation":"Clinical definitions and labels are not individualized treatment or interaction validation.","url":"https://github.com/hypersniper05/mcp-medlookup","primarySourceURLs":["https://raw.githubusercontent.com/hypersniper05/MCP-MedLookup/main/README.md","https://github.com/hypersniper05/MCP-MedLookup"],"id":"RWE-4159","relevance":{"id":"RWE-4159","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Medical keyword lookup with RxNorm and openFDA drug-reference retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hypersniper05/MCP-MedLookup/main/README.md","https://github.com/hypersniper05/MCP-MedLookup"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"medley/fda-data-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieve inspections, citations, warning letters, OII/import risk, recalls and facility/company timelines.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"medley/fda-data-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve inspections, citations, warning letters, OII/import risk, recalls and facility/company timelines."],"limitation":"Hosted private backend and API key; summaries are not regulatory determinations.","url":"https://github.com/medley/fda-data-mcp","primarySourceURLs":["https://raw.githubusercontent.com/medley/fda-data-mcp/main/README.md","https://www.regdatalab.com/connect.md","https://github.com/medley/fda-data-mcp"],"id":"RWE-4160","relevance":{"id":"RWE-4160","decision":"Core","rationale":"Retain the documented evidence function: FDA recall and source inspection/warning records relevant to product safety only; company/import-risk scoring excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"FDA recall and source inspection/warning records relevant to product safety only; company/import-risk scoring excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/medley/fda-data-mcp","https://raw.githubusercontent.com/medley/fda-data-mcp/main/README.md","https://www.regdatalab.com/connect.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"shin13/opentaimed","kind":"MCP component","category":"Regulatory & Product Data","summary":"TFDA public drug-information lookup.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shin13/opentaimed","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["TFDA public drug-information lookup."],"limitation":"Taiwan source scope; planned web backend excluded from current capabilities.","url":"https://github.com/shin13/opentaimed","primarySourceURLs":["https://raw.githubusercontent.com/shin13/opentaimed/main/README.md","https://github.com/shin13/opentaimed"],"id":"RWE-4161","relevance":{"id":"RWE-4161","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"TFDA public drug-information lookup.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/shin13/opentaimed/main/README.md","https://github.com/shin13/opentaimed"],"reviewGroup":"health-product-and-safety-data"}},{"name":"rozeta-labs-ai/fda-devices-pp-cli","kind":"Research tool","category":"RWE Data & Analytics","summary":"Mirrors 510(k), PMA, recalls, MAUDE, classification and establishment data for queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rozeta-labs-ai/fda-devices-pp-cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Mirrors 510(k), PMA, recalls, MAUDE, classification and establishment data for queries."],"limitation":"Mirror freshness/completeness matter; safety-pattern comparisons are not causal risk estimates.","url":"https://github.com/rozeta-labs-ai/fda-devices-pp-cli","primarySourceURLs":["https://raw.githubusercontent.com/Rozeta-Labs-AI/fda-devices-pp-cli/main/README.md","https://github.com/Rozeta-Labs-AI/fda-devices-pp-cli"],"id":"RWE-4162","relevance":{"id":"RWE-4162","decision":"Core","rationale":"Mirrors 510(k), PMA, recalls, MAUDE, classification and establishment data for queries. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Mirrors 510(k), PMA, recalls, MAUDE, classification and establishment data for queries. Limits: Mirror freshness/completeness matter; safety-pattern comparisons are not causal risk estimates.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Rozeta-Labs-AI/fda-devices-pp-cli/main/README.md","https://github.com/Rozeta-Labs-AI/fda-devices-pp-cli"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"simonliu-moltbot/mcp-tw-drug-lookup","kind":"MCP component","category":"Regulatory & Product Data","summary":"TFDA Western medicine license lookup.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"simonliu-moltbot/mcp-tw-drug-lookup","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["TFDA Western medicine license lookup."],"limitation":"License records are not clinical effectiveness or current prescribing guidance.","url":"https://github.com/simonliu-moltbot/mcp-tw-drug-lookup","primarySourceURLs":["https://raw.githubusercontent.com/simonliu-moltbot/mcp-tw-drug-lookup/main/README.md","https://github.com/simonliu-moltbot/mcp-tw-drug-lookup"],"id":"RWE-4164","relevance":{"id":"RWE-4164","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"TFDA Western medicine license lookup.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/simonliu-moltbot/mcp-tw-drug-lookup/main/README.md","https://github.com/simonliu-moltbot/mcp-tw-drug-lookup"],"reviewGroup":"health-product-and-safety-data"}},{"name":"cancerdao/oncology-db-mcp","kind":"MCP component","category":"Trials & Study Design","summary":"Queries gene targets, approved drugs, clinical trials and treatment-reference evidence.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cancerdao/oncology-db-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Queries gene targets, approved drugs, clinical trials and treatment-reference evidence."],"limitation":"Research reference only; integrated target-treatment links require appraisal.","url":"https://github.com/cancerdao/oncology-db-mcp","primarySourceURLs":["https://raw.githubusercontent.com/CancerDAO/oncology-db-mcp/main/README.md","https://github.com/CancerDAO/oncology-db-mcp"],"id":"RWE-4165","relevance":{"id":"RWE-4165","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Queries gene targets, approved drugs, clinical trials and treatment-reference evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/CancerDAO/oncology-db-mcp/main/README.md","https://github.com/CancerDAO/oncology-db-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"hosmanikirankumar/medpilot","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed research and openFDA/RxNav reference retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hosmanikirankumar/medpilot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed research and openFDA/RxNav reference retrieval."],"limitation":"Include evidence/reference component only; emergency/medication recommendations not validated.","url":"https://github.com/hosmanikirankumar/medpilot","primarySourceURLs":["https://raw.githubusercontent.com/hosmanikirankumar/medpilot/main/README.md","https://github.com/hosmanikirankumar/medpilot"],"id":"RWE-4167","relevance":{"id":"RWE-4167","decision":"Core","rationale":"Retain the documented evidence function: PubMed research and openFDA/RxNav reference retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed research and openFDA/RxNav reference retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hosmanikirankumar/medpilot","https://raw.githubusercontent.com/hosmanikirankumar/medpilot/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"easysolutions906/mcp-healthcare","kind":"MCP component","category":"RWE Data & Analytics","summary":"ICD-10-CM lookup/search/validation and NDC drug reference access.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"easysolutions906/mcp-healthcare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ICD-10-CM lookup/search/validation and NDC drug reference access."],"limitation":"Static CMS 2025 code version and local dataset freshness matter; validation is syntactic/reference-level.","url":"https://github.com/easysolutions906/mcp-healthcare","primarySourceURLs":["https://raw.githubusercontent.com/easysolutions906/mcp-healthcare/main/README.md","https://github.com/easysolutions906/mcp-healthcare"],"id":"RWE-4169","relevance":{"id":"RWE-4169","decision":"Core","rationale":"ICD-10-CM lookup/search/validation and NDC drug reference access. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"ICD-10-CM lookup/search/validation and NDC drug reference access. Limits: Static CMS 2025 code version and local dataset freshness matter; validation is syntactic/reference-level.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/easysolutions906/mcp-healthcare/main/README.md","https://github.com/easysolutions906/mcp-healthcare"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"eijex/eijex-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"PubMed queries and in-silico synonymous CDS design/review metrics.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eijex/eijex-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed queries and in-silico synonymous CDS design/review metrics."],"limitation":"Include reference/computational research scope; design metrics do not validate synthesis or clinical benefit.","url":"https://github.com/eijex/eijex-mcp","primarySourceURLs":["https://raw.githubusercontent.com/eijex/eijex-mcp/master/README.md","https://github.com/eijex/eijex-mcp"],"id":"RWE-4170","relevance":{"id":"RWE-4170","decision":"Core","rationale":"Retain the documented evidence function: PubMed query retrieval only; synonymous CDS design excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed query retrieval only; synonymous CDS design excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/eijex/eijex-mcp","https://raw.githubusercontent.com/eijex/eijex-mcp/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"monster13liar/neurophrax","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"RxNorm/openFDA/ClinicalTables/RxClass/MedlinePlus/DailyMed/CTgov/PubMed access.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"monster13liar/neurophrax","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["RxNorm/openFDA/ClinicalTables/RxClass/MedlinePlus/DailyMed/CTgov/PubMed access."],"limitation":"Rule packs and clinical-risk outputs require validation; API provenance does not assure safe decisions.","url":"https://github.com/monster13liar/neurophrax","primarySourceURLs":["https://raw.githubusercontent.com/MONSTER13LIAR/Neurophrax/main/README.md","https://github.com/MONSTER13LIAR/Neurophrax"],"id":"RWE-4171","relevance":{"id":"RWE-4171","decision":"Core","rationale":"Retain the documented evidence function: RxNorm/openFDA/ClinicalTables/RxClass/MedlinePlus/DailyMed/CTgov/PubMed access. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"RxNorm/openFDA/ClinicalTables/RxClass/MedlinePlus/DailyMed/CTgov/PubMed access.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/monster13liar/neurophrax","https://raw.githubusercontent.com/MONSTER13LIAR/Neurophrax/main/README.md","https://github.com/MONSTER13LIAR/Neurophrax"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ronit22203/clinical-graphrag-agents","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Configure research retrieval and evidence synthesis with human approval gate.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ronit22203/clinical-graphrag-agents","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Configure research retrieval and evidence synthesis with human approval gate."],"limitation":"Requires data/tools configuration; internal-source priority is policy not evidence-quality validation.","url":"https://github.com/ronit22203/clinical-graphrag-agents","primarySourceURLs":["https://raw.githubusercontent.com/ronit22203/clinical-graphrag-agents/main/README.md","https://github.com/ronit22203/clinical-graphrag-agents"],"id":"RWE-4172","relevance":{"id":"RWE-4172","decision":"Core","rationale":"Retain the documented evidence function: Configure research retrieval and evidence synthesis with human approval gate. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Configure research retrieval and evidence synthesis with human approval gate.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ronit22203/clinical-graphrag-agents","https://raw.githubusercontent.com/ronit22203/clinical-graphrag-agents/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ansvar-systems/healthcare-mcp","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Healthcare interoperability and medical-software standards reference mapping across FHIR/DICOM and related frameworks.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ansvar-systems/healthcare-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Healthcare interoperability and medical-software standards reference mapping across FHIR/DICOM and related frameworks."],"limitation":"Reference mapping is not certification, conformance testing or legal compliance.","url":"https://github.com/ansvar-systems/healthcare-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Ansvar-Systems/Healthcare-mcp/main/README.md","https://github.com/Ansvar-Systems/Healthcare-mcp"],"id":"RWE-4173","relevance":{"id":"RWE-4173","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Healthcare interoperability and medical-software standards reference mapping across FHIR/DICOM and related frameworks.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Ansvar-Systems/Healthcare-mcp/main/README.md","https://github.com/Ansvar-Systems/Healthcare-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sahilmdeshmukh/india-rx-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"CDSCO drug approvals and NPPA ceiling-price retrieval via seven advertised tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sahilmdeshmukh/india-rx-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CDSCO drug approvals and NPPA ceiling-price retrieval via seven advertised tools."],"limitation":"Scraped data freshness matters; planned detailed approval-letter functions excluded.","url":"https://github.com/sahilmdeshmukh/india-rx-mcp","primarySourceURLs":["https://raw.githubusercontent.com/sahilmdeshmukh/india-rx-mcp/main/README.md","https://github.com/sahilmdeshmukh/india-rx-mcp"],"id":"RWE-4174","relevance":{"id":"RWE-4174","decision":"Core","rationale":"CDSCO drug approvals and NPPA ceiling-price retrieval via seven advertised tools. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"CDSCO drug approvals and NPPA ceiling-price retrieval via seven advertised tools. Limits: Scraped data freshness matters; planned detailed approval-letter functions excluded.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sahilmdeshmukh/india-rx-mcp/main/README.md","https://github.com/sahilmdeshmukh/india-rx-mcp"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"astraedus/medrecon","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieves medication lists across care settings and builds discrepancy reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"astraedus/medrecon","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieves medication lists across care settings and builds discrepancy reports."],"limitation":"Data-access component only; interaction checking and reconciliation safety are not validated.","url":"https://github.com/astraedus/medrecon","primarySourceURLs":["https://raw.githubusercontent.com/astraedus/medrecon/main/README.md","https://github.com/astraedus/medrecon"],"id":"RWE-4175","relevance":{"id":"RWE-4175","decision":"Core","rationale":"Retrieves medication lists across care settings and builds discrepancy reports. The selected function retrieves clinical/health records, terminology, scholarly evidence or health-regulatory/reference data, supporting explicit RWE evidence access without validity claims.","relevanceBasis":"Retrieves medication lists across care settings and builds discrepancy reports. Limits: Data-access component only; interaction checking and reconciliation safety are not validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/astraedus/medrecon/main/README.md","https://github.com/astraedus/medrecon"],"reviewGroup":"clinical-scholarly-data-access"}},{"name":"aiagentkarl/nutrition-mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieves food nutrient/reference data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aiagentkarl/nutrition-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieves food nutrient/reference data."],"limitation":"Database coverage/version matters; retrieval is not personalized dietary guidance.","url":"https://github.com/aiagentkarl/nutrition-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/AiAgentKarl/nutrition-mcp-server/master/README.md","https://github.com/AiAgentKarl/nutrition-mcp-server"],"id":"RWE-4176","relevance":{"id":"RWE-4176","decision":"Core","rationale":"Retrieves food nutrient/reference data. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Retrieves food nutrient/reference data. Limits: Database coverage/version matters; retrieval is not personalized dietary guidance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AiAgentKarl/nutrition-mcp-server/master/README.md","https://github.com/AiAgentKarl/nutrition-mcp-server"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"haseeb1511/med-vision-ai","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed, openFDA and ClinicalTrials.gov access alongside document RAG.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"haseeb1511/med-vision-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed, openFDA and ClinicalTrials.gov access alongside document RAG."],"limitation":"Include evidence retrieval; medical-grade and clinical reasoning claims unverified.","url":"https://github.com/haseeb1511/med-vision-ai","primarySourceURLs":["https://raw.githubusercontent.com/Haseeb1511/med-vision-ai/main/README.md","https://github.com/Haseeb1511/med-vision-ai"],"id":"RWE-4177","relevance":{"id":"RWE-4177","decision":"Core","rationale":"Retain the documented evidence function: PubMed, openFDA and ClinicalTrials.gov access alongside document RAG. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed, openFDA and ClinicalTrials.gov access alongside document RAG.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/haseeb1511/med-vision-ai","https://raw.githubusercontent.com/Haseeb1511/med-vision-ai/main/README.md","https://github.com/Haseeb1511/med-vision-ai"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sueinchoi/pbpk-mcp-server","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"PBPK workflow tools with PubChem/ChEMBL/PubMed retrieval and provenance/citation checks.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sueinchoi/pbpk-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PBPK workflow tools with PubChem/ChEMBL/PubMed retrieval and provenance/citation checks."],"limitation":"Model predictions depend on parameters/assumptions and are not clinical dose validation.","url":"https://github.com/sueinchoi/pbpk-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/sueinchoi/pbpk-mcp-server/main/README.md","https://github.com/sueinchoi/pbpk-mcp-server"],"id":"RWE-4178","relevance":{"id":"RWE-4178","decision":"Core","rationale":"Retain the documented evidence function: PBPK workflow tools with PubChem/ChEMBL/PubMed retrieval and provenance/citation checks. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PBPK workflow tools with PubChem/ChEMBL/PubMed retrieval and provenance/citation checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sueinchoi/pbpk-mcp-server","https://raw.githubusercontent.com/sueinchoi/pbpk-mcp-server/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pranitdeshpande98/drug-interaction-checker","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed retrieval and source-grounded FDA label citations within agent workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pranitdeshpande98/drug-interaction-checker","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed retrieval and source-grounded FDA label citations within agent workflows."],"limitation":"Severity/confidence scores are not validated drug-interaction risk; portfolio status not independent validation.","url":"https://github.com/pranitdeshpande98/drug-interaction-checker","primarySourceURLs":["https://raw.githubusercontent.com/pranitdeshpande98/drug-interaction-checker/main/README.md","https://github.com/pranitdeshpande98/drug-interaction-checker"],"id":"RWE-4179","relevance":{"id":"RWE-4179","decision":"Core","rationale":"Retain the documented evidence function: PubMed retrieval and source-grounded FDA label citations within agent workflows. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed retrieval and source-grounded FDA label citations within agent workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pranitdeshpande98/drug-interaction-checker","https://raw.githubusercontent.com/pranitdeshpande98/drug-interaction-checker/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"red-cars-io/clinical-trials-mcp","kind":"MCP component","category":"Trials & Study Design","summary":"Queries trial sites, eligibility and enrollment records through CTgov API v2.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"red-cars-io/clinical-trials-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Queries trial sites, eligibility and enrollment records through CTgov API v2."],"limitation":"Enrollment velocity and feasibility benchmarks may be inferred; registry records alone do not establish actual site capacity.","url":"https://github.com/red-cars-io/clinical-trials-mcp","primarySourceURLs":["https://raw.githubusercontent.com/red-cars-io/clinical-trials-mcp/master/README.md","https://github.com/red-cars-io/clinical-trials-mcp"],"id":"RWE-4180","relevance":{"id":"RWE-4180","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Queries trial sites, eligibility and enrollment records through CTgov API v2.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/red-cars-io/clinical-trials-mcp/master/README.md","https://github.com/red-cars-io/clinical-trials-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"vyomkulshrestha/medreconcile-mcp","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Retrieve active FHIR medications and reconcile record lists.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vyomkulshrestha/medreconcile-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Retrieve active FHIR medications and reconcile record lists."],"limitation":"Demo default has two synthetic patients; generated interaction and clinical safety claims not validated.","url":"https://github.com/vyomkulshrestha/medreconcile-mcp","primarySourceURLs":["https://raw.githubusercontent.com/VyomKulshrestha/MedReconcile-MCP/master/README.md","https://github.com/VyomKulshrestha/MedReconcile-MCP"],"id":"RWE-4181","relevance":{"id":"RWE-4181","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Retrieve active FHIR medications and reconcile record lists.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/VyomKulshrestha/MedReconcile-MCP/master/README.md","https://github.com/VyomKulshrestha/MedReconcile-MCP"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"cyntrica/gov-data-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Query PubMed literature and NIH research awards within broad government toolkit.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cyntrica/gov-data-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Query PubMed literature and NIH research awards within broad government toolkit."],"limitation":"Attribute health modules only; AI-scaffolded endpoint coverage explicitly may be incomplete.","url":"https://github.com/cyntrica/gov-data-mcp","primarySourceURLs":["https://raw.githubusercontent.com/cyntrica/gov-data-mcp/main/README.md","https://github.com/cyntrica/gov-data-mcp"],"id":"RWE-4184","relevance":{"id":"RWE-4184","decision":"Core","rationale":"Retain the documented evidence function: PubMed literature retrieval only; NIH award and broad government tools excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed literature retrieval only; NIH award and broad government tools excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cyntrica/gov-data-mcp","https://raw.githubusercontent.com/cyntrica/gov-data-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"angleto/bitvision","kind":"MCP component","category":"RWE Data & Analytics","summary":"Search and annotate medical imaging metadata with agent access.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"angleto/bitvision","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search and annotate medical imaging metadata with agent access."],"limitation":"Prototype/research posture; includes writes and needs authorized configured data.","url":"https://github.com/angleto/bitvision","primarySourceURLs":["https://raw.githubusercontent.com/angleto/bitvision/v4.4/README.md","https://github.com/angleto/bitvision"],"id":"RWE-4185","relevance":{"id":"RWE-4185","decision":"Core","rationale":"Search and annotate medical imaging metadata with agent access. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Search and annotate medical imaging metadata with agent access. Limits: Prototype/research posture; includes writes and needs authorized configured data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/angleto/bitvision/v4.4/README.md","https://github.com/angleto/bitvision"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"tamaladebisi/phasefolio-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieves cited evidence entries/supporting documents and configured development scenarios.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tamaladebisi/phasefolio-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieves cited evidence entries/supporting documents and configured development scenarios."],"limitation":"Financial rNPV/probability-of-success models are not validated clinical success predictions; include evidence component.","url":"https://github.com/tamaladebisi/phasefolio-mcp","primarySourceURLs":["https://raw.githubusercontent.com/TamalAdebisi/phasefolio-mcp/main/README.md","https://github.com/TamalAdebisi/phasefolio-mcp"],"id":"RWE-4186","relevance":{"id":"RWE-4186","decision":"Core","rationale":"Retrieves cited evidence entries/supporting documents and configured development scenarios. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Retrieves cited evidence entries/supporting documents and configured development scenarios. Limits: Financial rNPV/probability-of-success models are not validated clinical success predictions; include evidence component.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/TamalAdebisi/phasefolio-mcp/main/README.md","https://github.com/TamalAdebisi/phasefolio-mcp"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"kussika/clinical-agentic-rag","kind":"MCP server","category":"RWE Data & Analytics","summary":"CDISC-oriented clinical programming assistance with MCP integration.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kussika/clinical-agentic-rag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CDISC-oriented clinical programming assistance with MCP integration."],"limitation":"Research framework; CDISC compliance and hallucination reduction are not independently validated.","url":"https://github.com/kussika/clinical-agentic-rag","primarySourceURLs":["https://raw.githubusercontent.com/KussiKa/clinical-agentic-rag/main/README.md","https://github.com/KussiKa/clinical-agentic-rag"],"id":"RWE-4187","relevance":{"id":"RWE-4187","decision":"Core","rationale":"CDISC-oriented clinical programming assistance with MCP integration. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"CDISC-oriented clinical programming assistance with MCP integration. Limits: Research framework; CDISC compliance and hallucination reduction are not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/KussiKa/clinical-agentic-rag/main/README.md","https://github.com/KussiKa/clinical-agentic-rag"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"drmoony/koregx","kind":"MCP component","category":"RWE Data & Analytics","summary":"Korean health laws, interpretations, administrative rules and HIRA decisions via nine tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drmoony/koregx","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Korean health laws, interpretations, administrative rules and HIRA decisions via nine tools."],"limitation":"Generated Q&A/citation checks are not legal determinations; TODO scraping/enhancements excluded.","url":"https://github.com/drmoony/koregx","primarySourceURLs":["https://raw.githubusercontent.com/DrMoony/koregx/master/README.md","https://github.com/DrMoony/koregx"],"id":"RWE-4188","relevance":{"id":"RWE-4188","decision":"Core","rationale":"Korean health laws, interpretations, administrative rules and HIRA decisions via nine tools. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Korean health laws, interpretations, administrative rules and HIRA decisions via nine tools. Limits: Generated Q&A/citation checks are not legal determinations; TODO scraping/enhancements excluded.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DrMoony/koregx/master/README.md","https://github.com/DrMoony/koregx"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"cjgoodmaker/lemniscus_open","kind":"MCP component","category":"RWE Data & Analytics","summary":"Semantic and keyword retrieval over personal health files.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cjgoodmaker/lemniscus_open","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Semantic and keyword retrieval over personal health files."],"limitation":"Local macOS data; retrieved/model outputs not clinical conclusions.","url":"https://github.com/cjgoodmaker/lemniscus_open","primarySourceURLs":["https://raw.githubusercontent.com/cjgoodmaker/lemniscus_open/main/README.md","https://github.com/cjgoodmaker/lemniscus_open"],"id":"RWE-4189","relevance":{"id":"RWE-4189","decision":"Core","rationale":"Semantic and keyword retrieval over personal health files. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Semantic and keyword retrieval over personal health files. Limits: Local macOS data; retrieved/model outputs not clinical conclusions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cjgoodmaker/lemniscus_open/main/README.md","https://github.com/cjgoodmaker/lemniscus_open"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"ceavinrufus/discharge-guard","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Retrieves demographics, medications, allergies, conditions and laboratory data from HAPI FHIR R4.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ceavinrufus/discharge-guard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Retrieves demographics, medications, allergies, conditions and laboratory data from HAPI FHIR R4."],"limitation":"RxNav interaction availability needs verification; clinical discharge documents are not validated.","url":"https://github.com/ceavinrufus/discharge-guard","primarySourceURLs":["https://raw.githubusercontent.com/ceavinrufus/discharge-guard/main/README.md","https://github.com/ceavinrufus/discharge-guard"],"id":"RWE-4190","relevance":{"id":"RWE-4190","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Retrieves demographics, medications, allergies, conditions and laboratory data from HAPI FHIR R4.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ceavinrufus/discharge-guard/main/README.md","https://github.com/ceavinrufus/discharge-guard"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"farhan89082/hannah_agentic_ai","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Voice-mediated PubMed/bioRxiv/arXiv search for life-science research.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"farhan89082/hannah_agentic_ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Voice-mediated PubMed/bioRxiv/arXiv search for life-science research."],"limitation":"Voice answers and synthesis require source review; same underlying sources not new evidence.","url":"https://github.com/farhan89082/hannah_agentic_ai","primarySourceURLs":["https://raw.githubusercontent.com/Farhan89082/Hannah_Agentic_AI/main/README.md","https://github.com/Farhan89082/Hannah_Agentic_AI"],"id":"RWE-4191","relevance":{"id":"RWE-4191","decision":"Core","rationale":"Retain the documented evidence function: Voice-mediated PubMed/bioRxiv/arXiv search for life-science research. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Voice-mediated PubMed/bioRxiv/arXiv search for life-science research.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/farhan89082/hannah_agentic_ai","https://raw.githubusercontent.com/Farhan89082/Hannah_Agentic_AI/main/README.md","https://github.com/Farhan89082/Hannah_Agentic_AI"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"unnit/clinical-research-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Searches PubMed, CTgov and FDA; screens/reports evidence with PMID/NCT links.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"unnit/clinical-research-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Searches PubMed, CTgov and FDA; screens/reports evidence with PMID/NCT links."],"limitation":"Automated GRADE labels and citation verification are not expert evidence appraisal or complete review.","url":"https://github.com/unnit/clinical-research-agent","primarySourceURLs":["https://raw.githubusercontent.com/unnit/clinical-research-agent/main/README.md","https://github.com/unnit/clinical-research-agent"],"id":"RWE-4192","relevance":{"id":"RWE-4192","decision":"Core","rationale":"Retain the documented evidence function: Searches PubMed, CTgov and FDA; screens/reports evidence with PMID/NCT links. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Searches PubMed, CTgov and FDA; screens/reports evidence with PMID/NCT links.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/unnit/clinical-research-agent","https://raw.githubusercontent.com/unnit/clinical-research-agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cjgoodmaker/lemniscus_light","kind":"MCP component","category":"RWE Data & Analytics","summary":"Exposes personal wearable context and agent memory locally.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cjgoodmaker/lemniscus_light","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Exposes personal wearable context and agent memory locally."],"limitation":"Personal-data permissions and synchronization limits apply; not a clinical decision tool.","url":"https://github.com/cjgoodmaker/lemniscus_light","primarySourceURLs":["https://raw.githubusercontent.com/cjgoodmaker/lemniscus_light/main/README.md","https://github.com/cjgoodmaker/lemniscus_light"],"id":"RWE-4193","relevance":{"id":"RWE-4193","decision":"Core","rationale":"Exposes personal wearable context and agent memory locally. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Exposes personal wearable context and agent memory locally. Limits: Personal-data permissions and synchronization limits apply; not a clinical decision tool.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cjgoodmaker/lemniscus_light/main/README.md","https://github.com/cjgoodmaker/lemniscus_light"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"junyu-boston/research-agent","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Retrieves scholarly excerpts, citation context and editorial/retraction notices through scite alongside PDF tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"junyu-boston/research-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieves scholarly excerpts, citation context and editorial/retraction notices through scite alongside PDF tools."],"limitation":"Requires upstream service access; tutorial integration is not independent scite validation.","url":"https://github.com/junyu-boston/research-agent","primarySourceURLs":["https://raw.githubusercontent.com/junyu-boston/research-agent/main/README.md","https://github.com/junyu-boston/research-agent"],"id":"RWE-4194","relevance":{"id":"RWE-4194","decision":"Core","rationale":"Retain the documented evidence function: Retrieves scholarly excerpts, citation context and editorial/retraction notices through scite alongside PDF tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieves scholarly excerpts, citation context and editorial/retraction notices through scite alongside PDF tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/junyu-boston/research-agent","https://raw.githubusercontent.com/junyu-boston/research-agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"paraqualis/paraqualis-gxp","kind":"Research tool","category":"Regulatory & Product Data","summary":"Live eCFR and openFDA retrieval plus computer-system validation documentation workflows.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"paraqualis/paraqualis-gxp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Live eCFR and openFDA retrieval plus computer-system validation documentation workflows."],"limitation":"Templates and generators do not establish GxP/Part 11 compliance; qualified review required.","url":"https://github.com/paraqualis/paraqualis-gxp","primarySourceURLs":["https://raw.githubusercontent.com/paraqualis/paraqualis-gxp/main/README.md","https://github.com/paraqualis/paraqualis-gxp"],"id":"RWE-4195","relevance":{"id":"RWE-4195","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Live eCFR and openFDA retrieval plus computer-system validation documentation workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/paraqualis/paraqualis-gxp/main/README.md","https://github.com/paraqualis/paraqualis-gxp"],"reviewGroup":"health-product-and-safety-data"}},{"name":"mathixx/clinicaltrialsimulator","kind":"Research tool","category":"RWE Data & Analytics","summary":"Orchestrates in-silico PK, safety, recruitment and visualization simulations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mathixx/clinicaltrialsimulator","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Orchestrates in-silico PK, safety, recruitment and visualization simulations."],"limitation":"Virtual trial results are model outputs, not observed clinical evidence; parameters and algorithms require validation.","url":"https://github.com/mathixx/clinicaltrialsimulator","primarySourceURLs":["https://raw.githubusercontent.com/Mathixx/ClinicalTrialSimulator/master/README.md","https://github.com/Mathixx/ClinicalTrialSimulator"],"id":"RWE-4196","relevance":{"id":"RWE-4196","decision":"Core","rationale":"Orchestrates in-silico PK, safety, recruitment and visualization simulations. The selected PK/recruitment/safety simulation is an explicit clinical-trial research method; virtual outputs are not observed clinical evidence.","relevanceBasis":"Orchestrates in-silico PK, safety, recruitment and visualization simulations. Limits: Virtual trial results are model outputs, not observed clinical evidence; parameters and algorithms require validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Mathixx/ClinicalTrialSimulator/master/README.md","https://github.com/Mathixx/ClinicalTrialSimulator"],"reviewGroup":"clinical-trial-simulation-method"}},{"name":"fujilab-2026/genomics-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"PubMed, ClinVar, CIViC, OncoKB, Semantic Scholar and ClinicalTrials.gov retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fujilab-2026/genomics-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed, ClinVar, CIViC, OncoKB, Semantic Scholar and ClinicalTrials.gov retrieval."],"limitation":"Source entitlements and variant-evidence interpretation constraints apply; not validated tumor-board advice.","url":"https://github.com/fujilab-2026/genomics-mcp","primarySourceURLs":["https://raw.githubusercontent.com/FujiLab-2026/genomics-mcp/main/README.md","https://github.com/FujiLab-2026/genomics-mcp"],"id":"RWE-4197","relevance":{"id":"RWE-4197","decision":"Core","rationale":"Retain the documented evidence function: PubMed, Semantic Scholar and ClinicalTrials retrieval only; molecular ClinVar/CIViC/OncoKB interpretations excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed, Semantic Scholar and ClinicalTrials retrieval only; molecular ClinVar/CIViC/OncoKB interpretations excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fujilab-2026/genomics-mcp","https://raw.githubusercontent.com/FujiLab-2026/genomics-mcp/main/README.md","https://github.com/FujiLab-2026/genomics-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"alexdomnikov/healthcare-rag-agent","kind":"Research tool","category":"Regulatory & Product Data","summary":"Queries CMS rule PDFs, CMS Star Ratings tables and openFDA labels/events/recalls.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alexdomnikov/healthcare-rag-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Queries CMS rule PDFs, CMS Star Ratings tables and openFDA labels/events/recalls."],"limitation":"Rule interpretation and SQL results require checking; stars are not causal comparative quality measures.","url":"https://github.com/alexdomnikov/healthcare-rag-agent","primarySourceURLs":["https://raw.githubusercontent.com/alexdomnikov/healthcare-rag-agent/main/README.md","https://github.com/alexdomnikov/healthcare-rag-agent"],"id":"RWE-4198","relevance":{"id":"RWE-4198","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Queries CMS rule PDFs, CMS Star Ratings tables and openFDA labels/events/recalls.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/alexdomnikov/healthcare-rag-agent/main/README.md","https://github.com/alexdomnikov/healthcare-rag-agent"],"reviewGroup":"health-product-and-safety-data"}},{"name":"elonmasai7/codeblueai","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Searches patients/observations and retrieves clinical context from HAPI FHIR R4.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"elonmasai7/codeblueai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Searches patients/observations and retrieves clinical context from HAPI FHIR R4."],"limitation":"Include data-access component only; deterioration/safety scoring and alerts are unvalidated.","url":"https://github.com/elonmasai7/codeblueai","primarySourceURLs":["https://raw.githubusercontent.com/elonmasai7/CodeBlueAi/main/README.md","https://github.com/elonmasai7/CodeBlueAi"],"id":"RWE-4199","relevance":{"id":"RWE-4199","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Searches patients/observations and retrieves clinical context from HAPI FHIR R4.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/elonmasai7/CodeBlueAi/main/README.md","https://github.com/elonmasai7/CodeBlueAi"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"gagle/ncbijs","kind":"MCP component","category":"Biomedical & Bioinformatics","summary":"Retrieve PubMed/PMC, MeSH, ClinVar, PubChem and genomic data.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gagle/ncbijs","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Retrieve PubMed/PMC, MeSH, ClinVar, PubChem and genomic data."],"limitation":"Unofficial monorepo; distinguish SDK packages from MCP tool count.","url":"https://github.com/gagle/ncbijs","primarySourceURLs":["https://raw.githubusercontent.com/gagle/ncbijs/main/README.md","https://github.com/gagle/ncbijs"],"id":"RWE-4200","relevance":{"id":"RWE-4200","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Retrieve PubMed/PMC, MeSH, ClinVar, PubChem and genomic data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gagle/ncbijs/main/README.md","https://github.com/gagle/ncbijs"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"anthonys051105/unified-patient-context-mcp","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Retrieve longitudinal FHIR patient context and changes.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anthonys051105/unified-patient-context-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Retrieve longitudinal FHIR patient context and changes."],"limitation":"External radiology/pharmacy defaults mocked; deterioration/synthesis not validated clinical inference.","url":"https://github.com/anthonys051105/unified-patient-context-mcp","primarySourceURLs":["https://raw.githubusercontent.com/AnthonyS051105/unified-patient-context-mcp/main/README.md","https://github.com/AnthonyS051105/unified-patient-context-mcp"],"id":"RWE-4201","relevance":{"id":"RWE-4201","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Retrieve longitudinal FHIR patient context and changes.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AnthonyS051105/unified-patient-context-mcp/main/README.md","https://github.com/AnthonyS051105/unified-patient-context-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"lluisdtu/public-amass-prototype-kit-v1","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Resolve scholarly/trial identifiers, assemble evidence and create review/export artifacts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lluisdtu/public-amass-prototype-kit-v1","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Resolve scholarly/trial identifiers, assemble evidence and create review/export artifacts."],"limitation":"Build skills require Amass credentials; journal/citation prefilter may bias systematic reviews and does not establish evidence quality.","url":"https://github.com/lluisdtu/public-amass-prototype-kit-v1","primarySourceURLs":["https://raw.githubusercontent.com/lluisDTU/public-amass-prototype-kit-v1/main/README.md","https://github.com/lluisDTU/public-amass-prototype-kit-v1"],"id":"RWE-4202","relevance":{"id":"RWE-4202","decision":"Core","rationale":"Retain the documented evidence function: Resolve scholarly/trial identifiers, assemble evidence and create review/export artifacts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Resolve scholarly/trial identifiers, assemble evidence and create review/export artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lluisdtu/public-amass-prototype-kit-v1","https://raw.githubusercontent.com/lluisDTU/public-amass-prototype-kit-v1/main/README.md","https://github.com/lluisDTU/public-amass-prototype-kit-v1"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"uab-sparc/agentictherapyresponsepredictor","kind":"Research tool","category":"RWE Data & Analytics","summary":"Builds multi-source evidence tables per biomarker and supports oncology benchmarking.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"uab-sparc/agentictherapyresponsepredictor","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Builds multi-source evidence tables per biomarker and supports oncology benchmarking."],"limitation":"Predicted therapy response/lead rankings require independent validation.","url":"https://github.com/uab-sparc/agentictherapyresponsepredictor","primarySourceURLs":["https://raw.githubusercontent.com/UAB-SPARC/AgenticTherapyResponsePredictor/main/README.md","https://github.com/UAB-SPARC/AgenticTherapyResponsePredictor"],"id":"RWE-4203","relevance":{"id":"RWE-4203","decision":"Core","rationale":"Builds multi-source evidence tables per biomarker and supports oncology benchmarking. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Builds multi-source evidence tables per biomarker and supports oncology benchmarking. Limits: Predicted therapy response/lead rankings require independent validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/UAB-SPARC/AgenticTherapyResponsePredictor/main/README.md","https://github.com/UAB-SPARC/AgenticTherapyResponsePredictor"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"xcircl/healthcare-provider-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieves timestamped US regulated-care provider facts via three tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xcircl/healthcare-provider-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieves timestamped US regulated-care provider facts via three tools."],"limitation":"Provider records do not establish quality or suitability; API entitlement/source freshness apply.","url":"https://github.com/xcircl/healthcare-provider-mcp","primarySourceURLs":["https://raw.githubusercontent.com/xcircl/healthcare-provider-mcp/main/README.md","https://github.com/xcircl/healthcare-provider-mcp"],"id":"RWE-4205","relevance":{"id":"RWE-4205","decision":"Core","rationale":"Retrieves timestamped US regulated-care provider facts via three tools. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Retrieves timestamped US regulated-care provider facts via three tools. Limits: Provider records do not establish quality or suitability; API entitlement/source freshness apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/xcircl/healthcare-provider-mcp/main/README.md","https://github.com/xcircl/healthcare-provider-mcp"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"chinanooooo1/clinical-trial-protocol-writer","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Searches similar CTgov trials, PubMed/Europe PMC and FDA pathways for protocol drafting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chinanooooo1/clinical-trial-protocol-writer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Searches similar CTgov trials, PubMed/Europe PMC and FDA pathways for protocol drafting."],"limitation":"Depends on external MCP and database access; generated protocol requires scientific/regulatory review.","url":"https://github.com/chinanooooo1/clinical-trial-protocol-writer","primarySourceURLs":["https://raw.githubusercontent.com/chinanooooo1/clinical-trial-protocol-writer/main/README.md","https://github.com/chinanooooo1/clinical-trial-protocol-writer"],"id":"RWE-4206","relevance":{"id":"RWE-4206","decision":"Core","rationale":"Retain the documented evidence function: Searches similar CTgov trials, PubMed/Europe PMC and FDA pathways for protocol drafting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Searches similar CTgov trials, PubMed/Europe PMC and FDA pathways for protocol drafting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chinanooooo1/clinical-trial-protocol-writer","https://raw.githubusercontent.com/chinanooooo1/clinical-trial-protocol-writer/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"quentincody/fda-purple-book-mcp-server","kind":"Research tool","category":"Regulatory & Product Data","summary":"Queries biologic products, BLA/license types, reference products and date fields.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"quentincody/fda-purple-book-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Queries biologic products, BLA/license types, reference products and date fields."],"limitation":"Within QuentinCody collection; regulatory status is not comparative clinical evidence.","url":"https://github.com/quentincody/fda-purple-book-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/QuentinCody/fda-purple-book-mcp-server/main/README.md","https://github.com/QuentinCody/fda-purple-book-mcp-server"],"id":"RWE-4208","relevance":{"id":"RWE-4208","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"Queries biologic products, BLA/license types, reference products and date fields.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/QuentinCody/fda-purple-book-mcp-server/main/README.md","https://github.com/QuentinCody/fda-purple-book-mcp-server"],"reviewGroup":"bounded-research-method"}},{"name":"ramyavelaga9/pharmaflow","kind":"Research tool","category":"Regulatory & Product Data","summary":"Retrieves openFDA shortage and recall feeds for medication supply context.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ramyavelaga9/pharmaflow","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Retrieves openFDA shortage and recall feeds for medication supply context."],"limitation":"Other patient/inventory data may be configured/demo; recommendations and interaction rules unvalidated.","url":"https://github.com/ramyavelaga9/pharmaflow","primarySourceURLs":["https://raw.githubusercontent.com/ramyavelaga9/pharmaflow/main/README.md","https://github.com/ramyavelaga9/pharmaflow"],"id":"RWE-4209","relevance":{"id":"RWE-4209","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Retrieves openFDA shortage and recall feeds for medication supply context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ramyavelaga9/pharmaflow/main/README.md","https://github.com/ramyavelaga9/pharmaflow"],"reviewGroup":"health-product-and-safety-data"}},{"name":"thehealthai/fda-risk-radar-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Search device clearances, postmarket signals and reimbursement pathways.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thehealthai/fda-risk-radar-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search device clearances, postmarket signals and reimbursement pathways."],"limitation":"Hosted metered corpus; observational signals and payment pathways not causal or regulatory conclusions.","url":"https://github.com/thehealthai/fda-risk-radar-mcp","primarySourceURLs":["https://raw.githubusercontent.com/thehealthai/fda-risk-radar-mcp/main/README.md","https://github.com/thehealthai/fda-risk-radar-mcp"],"id":"RWE-4210","relevance":{"id":"RWE-4210","decision":"Core","rationale":"Search device clearances, postmarket signals and reimbursement pathways. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Search device clearances, postmarket signals and reimbursement pathways. Limits: Hosted metered corpus; observational signals and payment pathways not causal or regulatory conclusions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/thehealthai/fda-risk-radar-mcp/main/README.md","https://github.com/thehealthai/fda-risk-radar-mcp"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"ckqbuilds/open-core","kind":"MCP component","category":"Regulatory & Product Data","summary":"Retrieves FDA recalls and CDC outbreak context with source links.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ckqbuilds/open-core","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Retrieves FDA recalls and CDC outbreak context with source links."],"limitation":"Some outbreak data require manual update; named companies are those in official records, not independent fault findings.","url":"https://github.com/ckqbuilds/open-core","primarySourceURLs":["https://raw.githubusercontent.com/ckqbuilds/open-core/main/README.md","https://github.com/ckqbuilds/open-core"],"id":"RWE-4212","relevance":{"id":"RWE-4212","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Retrieves FDA recalls and CDC outbreak context with source links.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ckqbuilds/open-core/main/README.md","https://github.com/ckqbuilds/open-core"],"reviewGroup":"health-product-and-safety-data"}},{"name":"travis-clement-dev/rx-shortage-mcp","kind":"MCP component","category":"Regulatory & Product Data","summary":"RxNorm normalization, openFDA shortages and RxClass class comparisons.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"travis-clement-dev/rx-shortage-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["RxNorm normalization, openFDA shortages and RxClass class comparisons."],"limitation":"Same-class availability does not establish therapeutic substitutability; tests not independently repeated.","url":"https://github.com/travis-clement-dev/rx-shortage-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Travis-Clement-Dev/rx-shortage-mcp/main/README.md","https://github.com/Travis-Clement-Dev/rx-shortage-mcp"],"id":"RWE-4215","relevance":{"id":"RWE-4215","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"RxNorm normalization, openFDA shortages and RxClass class comparisons.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Travis-Clement-Dev/rx-shortage-mcp/main/README.md","https://github.com/Travis-Clement-Dev/rx-shortage-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"eternalblissard/carebridge","kind":"Research tool","category":"Regulatory & Product Data","summary":"Builds timelines/medication lists and retrieves openFDA label context.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eternalblissard/carebridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Builds timelines/medication lists and retrieves openFDA label context."],"limitation":"Extraction and deterministic safety rules require validation; not a clinical reconciliation guarantee.","url":"https://github.com/eternalblissard/carebridge","primarySourceURLs":["https://raw.githubusercontent.com/EternalBlissard/CareBridge/main/README.md","https://github.com/EternalBlissard/CareBridge"],"id":"RWE-4216","relevance":{"id":"RWE-4216","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Builds timelines/medication lists and retrieves openFDA label context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/EternalBlissard/CareBridge/main/README.md","https://github.com/EternalBlissard/CareBridge"],"reviewGroup":"health-product-and-safety-data"}},{"name":"leanaraque/medimate","kind":"Research tool","category":"Regulatory & Product Data","summary":"openFDA and RxNorm reference retrieval with local medication organization.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"leanaraque/medimate","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["openFDA and RxNorm reference retrieval with local medication organization."],"limitation":"Local interaction base and recommendations unvalidated; include source-access component only.","url":"https://github.com/leanaraque/medimate","primarySourceURLs":["https://raw.githubusercontent.com/leanaraque/MediMate/main/README.md","https://github.com/leanaraque/MediMate"],"id":"RWE-4218","relevance":{"id":"RWE-4218","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"openFDA and RxNorm reference retrieval with local medication organization.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/leanaraque/MediMate/main/README.md","https://github.com/leanaraque/MediMate"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"elcoryel/scern-mcp","kind":"MCP component","category":"Regulatory & Product Data","summary":"Barcode-based product context and openFDA recall checks.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"elcoryel/scern-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Barcode-based product context and openFDA recall checks."],"limitation":"Health scores/verdicts are publisher algorithms, not validated clinical risk or proof that unlisted products are safe.","url":"https://github.com/elcoryel/scern-mcp","primarySourceURLs":["https://raw.githubusercontent.com/elcoryel/scern-mcp/main/README.md","https://github.com/elcoryel/scern-mcp"],"id":"RWE-4219","relevance":{"id":"RWE-4219","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Barcode-based product context and openFDA recall checks.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/elcoryel/scern-mcp/main/README.md","https://github.com/elcoryel/scern-mcp"],"reviewGroup":"health-product-and-safety-data"}},{"name":"jason-n-tran/evidence-lens","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Literature, trials, regulatory filings and conflict-of-interest record search.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jason-n-tran/evidence-lens","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature, trials, regulatory filings and conflict-of-interest record search."],"limitation":"COI badges and hybrid rankings require identity/source verification; zero-cost claims unverified.","url":"https://github.com/jason-n-tran/evidence-lens","primarySourceURLs":["https://raw.githubusercontent.com/jason-n-tran/evidence-lens/main/README.md","https://github.com/jason-n-tran/evidence-lens"],"id":"RWE-4220","relevance":{"id":"RWE-4220","decision":"Core","rationale":"Retain the documented evidence function: Literature, trials, regulatory filings and conflict-of-interest record search. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature, trials, regulatory filings and conflict-of-interest record search.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jason-n-tran/evidence-lens","https://raw.githubusercontent.com/jason-n-tran/evidence-lens/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"odanree/clinical-mcp-server","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"PubMed literature and openFDA drug-label search.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"odanree/clinical-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed literature and openFDA drug-label search."],"limitation":"No full evidence appraisal or patient-specific recommendations established.","url":"https://github.com/odanree/clinical-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/odanree/clinical-mcp-server/master/README.md","https://github.com/odanree/clinical-mcp-server"],"id":"RWE-4221","relevance":{"id":"RWE-4221","decision":"Core","rationale":"Retain the documented evidence function: PubMed literature and openFDA drug-label search. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed literature and openFDA drug-label search.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/odanree/clinical-mcp-server","https://raw.githubusercontent.com/odanree/clinical-mcp-server/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"merediver/pharma-market-financial-intelligence-capstone","kind":"Research tool","category":"Regulatory & Product Data","summary":"CMS Medicaid State Drug Utilization, openFDA metadata and label retrieval through governed data pipelines.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"merediver/pharma-market-financial-intelligence-capstone","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["CMS Medicaid State Drug Utilization, openFDA metadata and label retrieval through governed data pipelines."],"limitation":"Small product set/public-data prototype; utilization/reimbursement patterns do not establish causal effectiveness.","url":"https://github.com/merediver/pharma-market-financial-intelligence-capstone","primarySourceURLs":["https://raw.githubusercontent.com/MereDiver/pharma-market-financial-intelligence-capstone/main/README.md","https://github.com/MereDiver/pharma-market-financial-intelligence-capstone"],"id":"RWE-4222","relevance":{"id":"RWE-4222","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"CMS Medicaid State Drug Utilization, openFDA metadata and label retrieval through governed data pipelines.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/MereDiver/pharma-market-financial-intelligence-capstone/main/README.md","https://github.com/MereDiver/pharma-market-financial-intelligence-capstone"],"reviewGroup":"health-product-and-safety-data"}},{"name":"voidstackloop/modelforge","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Query literature/trials, evidence graphs and imaging metadata with tool approvals.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"voidstackloop/modelforge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Query literature/trials, evidence graphs and imaging metadata with tool approvals."],"limitation":"Wrapper around external canonical servers; no autonomous image interpretation; dependencies require separate setup.","url":"https://github.com/voidstackloop/modelforge","primarySourceURLs":["https://raw.githubusercontent.com/voidstackloop/modelforge/main/README.md","https://github.com/voidstackloop/modelforge"],"id":"RWE-4223","relevance":{"id":"RWE-4223","decision":"Core","rationale":"Retain the documented evidence function: Literature/trial and research imaging metadata retrieval only; generic approval orchestration excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature/trial and research imaging metadata retrieval only; generic approval orchestration excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/voidstackloop/modelforge","https://raw.githubusercontent.com/voidstackloop/modelforge/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"diribsa-bedada/sdtm-automation-suite","kind":"MCP server","category":"RWE Data & Analytics","summary":"Maps raw clinical data into SDTM-oriented datasets via R and four MCP tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"diribsa-bedada/sdtm-automation-suite","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Maps raw clinical data into SDTM-oriented datasets via R and four MCP tools."],"limitation":"Mock study demonstration; submission-ready claims unvalidated and mapping requires expert checks.","url":"https://github.com/diribsa-bedada/sdtm-automation-suite","primarySourceURLs":["https://raw.githubusercontent.com/Diribsa-Bedada/sdtm-automation-suite/main/README.md","https://github.com/Diribsa-Bedada/sdtm-automation-suite"],"id":"RWE-4224","relevance":{"id":"RWE-4224","decision":"Core","rationale":"Maps raw clinical data into SDTM-oriented datasets via R and four MCP tools. The selected component supplies clinical mapping/measurement, cohort/indicator queries, explicit score computation or evidence appraisal/statistical methods, with stated validity limits.","relevanceBasis":"Maps raw clinical data into SDTM-oriented datasets via R and four MCP tools. Limits: Mock study demonstration; submission-ready claims unvalidated and mapping requires expert checks.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Diribsa-Bedada/sdtm-automation-suite/main/README.md","https://github.com/Diribsa-Bedada/sdtm-automation-suite"],"reviewGroup":"clinical-data-statistical-method"}},{"name":"mohithjaitej/auto-research-scientist","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Searches scientific literature, compares findings/contradictions and drafts reports with human approval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mohithjaitej/auto-research-scientist","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Searches scientific literature, compares findings/contradictions and drafts reports with human approval."],"limitation":"Peer-review-ready claims unverified; automated contradiction detection needs source review.","url":"https://github.com/mohithjaitej/auto-research-scientist","primarySourceURLs":["https://raw.githubusercontent.com/Mohithjaitej/Auto-Research-Scientist/main/README.md","https://github.com/Mohithjaitej/Auto-Research-Scientist"],"id":"RWE-4227","relevance":{"id":"RWE-4227","decision":"Core","rationale":"Retain the documented evidence function: Searches scientific literature, compares findings/contradictions and drafts reports with human approval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Searches scientific literature, compares findings/contradictions and drafts reports with human approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mohithjaitej/auto-research-scientist","https://raw.githubusercontent.com/Mohithjaitej/Auto-Research-Scientist/main/README.md","https://github.com/Mohithjaitej/Auto-Research-Scientist"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jonathansolvesproblems/unsay","kind":"Research tool","category":"Regulatory & Product Data","summary":"Tracks openFDA medication evidence and revises earlier source-dependent responses.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jonathansolvesproblems/unsay","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Tracks openFDA medication evidence and revises earlier source-dependent responses."],"limitation":"README identifies unattended-use gaps; revisions do not establish clinical medication safety.","url":"https://github.com/jonathansolvesproblems/unsay","primarySourceURLs":["https://raw.githubusercontent.com/JonathanSolvesProblems/unsay/main/README.md","https://github.com/JonathanSolvesProblems/unsay"],"id":"RWE-4228","relevance":{"id":"RWE-4228","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Tracks openFDA medication evidence and revises earlier source-dependent responses.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JonathanSolvesProblems/unsay/main/README.md","https://github.com/JonathanSolvesProblems/unsay"],"reviewGroup":"health-product-and-safety-data"}},{"name":"yemaytrix/palis","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reconciles study actions with signed authority logs/credential timelines and cited regulations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yemaytrix/palis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Reconciles study actions with signed authority logs/credential timelines and cited regulations."],"limitation":"Configured institutional records required; findings are review aids, not legal compliance determinations.","url":"https://github.com/yemaytrix/palis","primarySourceURLs":["https://raw.githubusercontent.com/Yemaytrix/palis/main/README.md","https://github.com/Yemaytrix/palis"],"id":"RWE-4229","relevance":{"id":"RWE-4229","decision":"Core","rationale":"Reconciles study actions with signed authority logs/credential timelines and cited regulations. Reconciliation of study actions and research authority records is an explicit clinical-study provenance workflow; it does not certify legal compliance.","relevanceBasis":"Reconciles study actions with signed authority logs/credential timelines and cited regulations. Limits: Configured institutional records required; findings are review aids, not legal compliance determinations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Yemaytrix/palis/main/README.md","https://github.com/Yemaytrix/palis"],"reviewGroup":"clinical-study-provenance"}},{"name":"williambolton/clinical-development-agent","kind":"Research tool","category":"Trials & Study Design","summary":"ClinicalTrials.gov/CMS retrieval and comparison of generated trial designs with registry records.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"williambolton/clinical-development-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["ClinicalTrials.gov/CMS retrieval and comparison of generated trial designs with registry records."],"limitation":"Mocked tests are not live validation; proposed designs require expert review.","url":"https://github.com/williambolton/clinical-development-agent","primarySourceURLs":["https://raw.githubusercontent.com/WilliamBolton/clinical-development-agent/main/README.md","https://github.com/WilliamBolton/clinical-development-agent"],"id":"RWE-4230","relevance":{"id":"RWE-4230","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"ClinicalTrials.gov/CMS retrieval and comparison of generated trial designs with registry records.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/WilliamBolton/clinical-development-agent/main/README.md","https://github.com/WilliamBolton/clinical-development-agent"],"reviewGroup":"clinical-trial-workflow"}},{"name":"suriya-prakash-murugan/agentos-knowledge","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Hybrid RAG over public FDA guidance and synthetic pharma documents with citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"suriya-prakash-murugan/agentos-knowledge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Hybrid RAG over public FDA guidance and synthetic pharma documents with citations."],"limitation":"Separate synthetic protocols/reports from real regulatory documents; answers need source checks.","url":"https://github.com/suriya-prakash-murugan/agentos-knowledge","primarySourceURLs":["https://raw.githubusercontent.com/suriya-prakash-murugan/AgentOS-Knowledge/main/README.md","https://github.com/suriya-prakash-murugan/AgentOS-Knowledge"],"id":"RWE-4231","relevance":{"id":"RWE-4231","decision":"Core","rationale":"Retain the documented evidence function: Hybrid RAG over public FDA guidance and synthetic pharma documents with citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Hybrid RAG over public FDA guidance and synthetic pharma documents with citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/suriya-prakash-murugan/agentos-knowledge","https://raw.githubusercontent.com/suriya-prakash-murugan/AgentOS-Knowledge/main/README.md","https://github.com/suriya-prakash-murugan/AgentOS-Knowledge"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mangokiko/mediminder","kind":"Research tool","category":"Regulatory & Product Data","summary":"NIH RxNorm and openFDA drug-label lookup.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mangokiko/mediminder","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["NIH RxNorm and openFDA drug-label lookup."],"limitation":"Label-based interaction checks and privacy claims not validated; no patient-specific safety assurance.","url":"https://github.com/mangokiko/mediminder","primarySourceURLs":["https://raw.githubusercontent.com/Mangokiko/Mediminder/main/README.md","https://github.com/Mangokiko/Mediminder"],"id":"RWE-4233","relevance":{"id":"RWE-4233","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"NIH RxNorm and openFDA drug-label lookup.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Mangokiko/Mediminder/main/README.md","https://github.com/Mangokiko/Mediminder"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"kartikeya788/pharma-rag-mcp","kind":"MCP component","category":"Trials & Study Design","summary":"Indexes supplied drug labels and clinical-trial documents for local agent RAG.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kartikeya788/pharma-rag-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Indexes supplied drug labels and clinical-trial documents for local agent RAG."],"limitation":"Sales notes/general-knowledge fallback must be distinguished from sourced evidence; corpus-dependent.","url":"https://github.com/kartikeya788/pharma-rag-mcp","primarySourceURLs":["https://raw.githubusercontent.com/kartikeya788/pharma-rag-mcp/main/README.md","https://github.com/kartikeya788/pharma-rag-mcp"],"id":"RWE-4234","relevance":{"id":"RWE-4234","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Indexes supplied drug labels and clinical-trial documents for local agent RAG.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kartikeya788/pharma-rag-mcp/main/README.md","https://github.com/kartikeya788/pharma-rag-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"tomnguyen103/stopgap","kind":"Research tool","category":"Regulatory & Product Data","summary":"openFDA/ASHP shortage context and RxNorm reference lookup.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tomnguyen103/stopgap","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["openFDA/ASHP shortage context and RxNorm reference lookup."],"limitation":"Patient backend is synthetic/mock; substitutions require clinician review and source access verification.","url":"https://github.com/tomnguyen103/stopgap","primarySourceURLs":["https://raw.githubusercontent.com/tomnguyen103/stopgap/main/README.md","https://github.com/tomnguyen103/stopgap"],"id":"RWE-4235","relevance":{"id":"RWE-4235","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"openFDA/ASHP shortage context and RxNorm reference lookup.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tomnguyen103/stopgap/main/README.md","https://github.com/tomnguyen103/stopgap"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"cloud-sean/science-agent-ge","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Biomedical literature retrieval through Paperclip/scientific tool dependencies and diagram artifacts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cloud-sean/science-agent-ge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical literature retrieval through Paperclip/scientific tool dependencies and diagram artifacts."],"limitation":"Dependency installation/exports may limit functionality; diagrams and answers require source review.","url":"https://github.com/cloud-sean/science-agent-ge","primarySourceURLs":["https://raw.githubusercontent.com/cloud-sean/science-agent-ge/main/README.md","https://github.com/cloud-sean/science-agent-ge"],"id":"RWE-4238","relevance":{"id":"RWE-4238","decision":"Core","rationale":"Retain the documented evidence function: Biomedical literature retrieval only; diagram generation excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biomedical literature retrieval only; diagram generation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cloud-sean/science-agent-ge","https://raw.githubusercontent.com/cloud-sean/science-agent-ge/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"thibaudlepan77-svg/stillshort","kind":"MCP component","category":"RWE Data & Analytics","summary":"Tracks medicine shortage records and changes since prior checks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thibaudlepan77-svg/stillshort","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Tracks medicine shortage records and changes since prior checks."],"limitation":"Source freshness matters; not medical substitution advice or shortage prediction.","url":"https://github.com/thibaudlepan77-svg/stillshort","primarySourceURLs":["https://raw.githubusercontent.com/thibaudlepan77-svg/stillshort/main/README.md","https://github.com/thibaudlepan77-svg/stillshort"],"id":"RWE-4239","relevance":{"id":"RWE-4239","decision":"Core","rationale":"Tracks medicine shortage records and changes since prior checks. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Tracks medicine shortage records and changes since prior checks. Limits: Source freshness matters; not medical substitution advice or shortage prediction.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/thibaudlepan77-svg/stillshort/main/README.md","https://github.com/thibaudlepan77-svg/stillshort"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"archanachetan07/clinisight-medical-ai-assistant","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Extract symptoms and retrieve NCBI literature for human-reviewed evidence gathering.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"archanachetan07/clinisight-medical-ai-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Extract symptoms and retrieve NCBI literature for human-reviewed evidence gathering."],"limitation":"Reported metrics derive from small synthetic/stub tests; not clinical diagnostic validation.","url":"https://github.com/archanachetan07/clinisight-medical-ai-assistant","primarySourceURLs":["https://raw.githubusercontent.com/ArchanaChetan07/Clinisight-medical-AI-assistant/main/README.md","https://github.com/ArchanaChetan07/Clinisight-medical-AI-assistant"],"id":"RWE-4240","relevance":{"id":"RWE-4240","decision":"Core","rationale":"Retain the documented evidence function: NCBI literature evidence retrieval only; symptom diagnosis excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"NCBI literature evidence retrieval only; symptom diagnosis excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/archanachetan07/clinisight-medical-ai-assistant","https://raw.githubusercontent.com/ArchanaChetan07/Clinisight-medical-AI-assistant/main/README.md","https://github.com/ArchanaChetan07/Clinisight-medical-AI-assistant"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wolfecooney/virtual-biotech-openclaw","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"openFDA/DailyMed/IMPC safety context and ClinicalTrials.gov/PubMed trial evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wolfecooney/virtual-biotech-openclaw","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["openFDA/DailyMed/IMPC safety context and ClinicalTrials.gov/PubMed trial evidence."],"limitation":"Attribute adaptation to Virtual Biotech family; generated safety/target judgments unvalidated.","url":"https://github.com/wolfecooney/virtual-biotech-openclaw","primarySourceURLs":["https://raw.githubusercontent.com/WolfeCooney/virtual-biotech-openclaw/main/README.md","https://github.com/WolfeCooney/virtual-biotech-openclaw"],"id":"RWE-4241","relevance":{"id":"RWE-4241","decision":"Core","rationale":"Retain the documented evidence function: ClinicalTrials/PubMed and FDA/DailyMed evidence only; mouse-target and generated molecular safety judgments excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ClinicalTrials/PubMed and FDA/DailyMed evidence only; mouse-target and generated molecular safety judgments excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wolfecooney/virtual-biotech-openclaw","https://raw.githubusercontent.com/WolfeCooney/virtual-biotech-openclaw/main/README.md","https://github.com/WolfeCooney/virtual-biotech-openclaw"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hamzaouadid/mcp-health-coach","kind":"MCP component","category":"RWE Data & Analytics","summary":"Nutrient, supplement-reference and screening-source retrieval with deterministic local tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hamzaouadid/mcp-health-coach","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Nutrient, supplement-reference and screening-source retrieval with deterministic local tools."],"limitation":"Reference retrieval does not validate coaching/screening recommendations; separate demo computations.","url":"https://github.com/hamzaouadid/mcp-health-coach","primarySourceURLs":["https://raw.githubusercontent.com/HamzaOuadid/mcp-health-coach/main/README.md","https://github.com/HamzaOuadid/mcp-health-coach"],"id":"RWE-4242","relevance":{"id":"RWE-4242","decision":"Core","rationale":"Nutrient, supplement-reference and screening-source retrieval with deterministic local tools. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Nutrient, supplement-reference and screening-source retrieval with deterministic local tools. Limits: Reference retrieval does not validate coaching/screening recommendations; separate demo computations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/HamzaOuadid/mcp-health-coach/main/README.md","https://github.com/HamzaOuadid/mcp-health-coach"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"23f1002571/trialsense-ai","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Extracts patient narratives and compares structured criteria for eligibility review.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"23f1002571/trialsense-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Extracts patient narratives and compares structured criteria for eligibility review."],"limitation":"Prototype decisions require trial-team confirmation; not clinical enrollment authorization.","url":"https://github.com/23f1002571/trialsense-ai","primarySourceURLs":["https://raw.githubusercontent.com/23f1002571/TrialSense-AI/main/README.md","https://github.com/23f1002571/TrialSense-AI"],"id":"RWE-4247","relevance":{"id":"RWE-4247","decision":"Core","rationale":"Retain the documented evidence function: Extracts patient narratives and compares structured criteria for eligibility review. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Extracts patient narratives and compares structured criteria for eligibility review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/23f1002571/trialsense-ai","https://raw.githubusercontent.com/23f1002571/TrialSense-AI/main/README.md","https://github.com/23f1002571/TrialSense-AI"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"crossread/scholion","kind":"Research tool","category":"Biomedical & Bioinformatics","summary":"Queries genome, labs, prescriptions and wearable context through shared tools.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"crossread/scholion","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Queries genome, labs, prescriptions and wearable context through shared tools."],"limitation":"Demo files synthetic; personal-data analytic outputs require verification and are not diagnosis.","url":"https://github.com/crossread/scholion","primarySourceURLs":["https://raw.githubusercontent.com/CrossRead/scholion/main/README.md","https://github.com/CrossRead/scholion"],"id":"RWE-4248","relevance":{"id":"RWE-4248","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Queries genome, labs, prescriptions and wearable context through shared tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/CrossRead/scholion/main/README.md","https://github.com/CrossRead/scholion"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"petrsovadina/czechmedmcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"SUKL/MKN-10, PubMed/PubTator/Europe PMC/bioRxiv and clinical-trial retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"petrsovadina/czechmedmcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["SUKL/MKN-10, PubMed/PubTator/Europe PMC/bioRxiv and clinical-trial retrieval."],"limitation":"Jurisdiction/source scope and versioning apply; no clinical interpretation guarantee.","url":"https://github.com/petrsovadina/czechmedmcp","primarySourceURLs":["https://raw.githubusercontent.com/petrsovadina/CzechMedMCP/main/README.md","https://github.com/petrsovadina/CzechMedMCP"],"id":"RWE-4249","relevance":{"id":"RWE-4249","decision":"Core","rationale":"Retain the documented evidence function: SUKL/MKN-10, PubMed/PubTator/Europe PMC/bioRxiv and clinical-trial retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"SUKL/MKN-10, PubMed/PubTator/Europe PMC/bioRxiv and clinical-trial retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/petrsovadina/czechmedmcp","https://raw.githubusercontent.com/petrsovadina/CzechMedMCP/main/README.md","https://github.com/petrsovadina/CzechMedMCP"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"heyiamnotacoder/dosagecalc","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed and openFDA adult pharmacokinetic evidence retrieval through FastMCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"heyiamnotacoder/dosagecalc","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed and openFDA adult pharmacokinetic evidence retrieval through FastMCP."],"limitation":"Include retrieval only; adult-to-pediatric dose extrapolation is not clinically validated and must not become dosing guidance.","url":"https://github.com/heyiamnotacoder/dosagecalc","primarySourceURLs":["https://raw.githubusercontent.com/heyiamnotacoder/dosagecalc/master/README.md","https://github.com/heyiamnotacoder/dosagecalc"],"id":"RWE-4250","relevance":{"id":"RWE-4250","decision":"Core","rationale":"Retain the documented evidence function: PubMed and openFDA adult pharmacokinetic evidence retrieval through FastMCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed and openFDA adult pharmacokinetic evidence retrieval through FastMCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/heyiamnotacoder/dosagecalc","https://raw.githubusercontent.com/heyiamnotacoder/dosagecalc/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"u9401066/pharmacy-mcp","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"TFDA/NHI reference, FHIR and organization database queries in structured responses.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"u9401066/pharmacy-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["TFDA/NHI reference, FHIR and organization database queries in structured responses."],"limitation":"Backend permissions and source freshness apply; pharmacy decisions not validated.","url":"https://github.com/u9401066/pharmacy-mcp","primarySourceURLs":["https://raw.githubusercontent.com/u9401066/pharmacy-mcp/main/README.md","https://github.com/u9401066/pharmacy-mcp"],"id":"RWE-4251","relevance":{"id":"RWE-4251","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"TFDA/NHI reference, FHIR and organization database queries in structured responses.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/u9401066/pharmacy-mcp/main/README.md","https://github.com/u9401066/pharmacy-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"drvibeai/agent-tools","kind":"MCP server","category":"Trials & Study Design","summary":"ClinicalTrials.gov and other public biomedical APIs through MCP.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drvibeai/agent-tools","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["ClinicalTrials.gov and other public biomedical APIs through MCP."],"limitation":"Public-reference workflow infrastructure, not clinical or privacy validation; exact components should be retained.","url":"https://github.com/drvibeai/agent-tools","primarySourceURLs":["https://raw.githubusercontent.com/DrVibeAI/agent-tools/main/README.md","https://github.com/DrVibeAI/agent-tools"],"id":"RWE-4252","relevance":{"id":"RWE-4252","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"ClinicalTrials.gov and other public biomedical APIs through MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DrVibeAI/agent-tools/main/README.md","https://github.com/DrVibeAI/agent-tools"],"reviewGroup":"clinical-trial-workflow"}},{"name":"nasimpc/clinical-trial-intelligence-mcp-server","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"CTgov v2, PubMed E-utilities and openFDA regulatory context.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nasimpc/clinical-trial-intelligence-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["CTgov v2, PubMed E-utilities and openFDA regulatory context."],"limitation":"Source-grounded retrieval only; MVP not independently tested.","url":"https://github.com/nasimpc/clinical-trial-intelligence-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/nasimpc/Clinical-Trial-Intelligence-MCP-Server/master/README.md","https://github.com/nasimpc/Clinical-Trial-Intelligence-MCP-Server"],"id":"RWE-4253","relevance":{"id":"RWE-4253","decision":"Core","rationale":"Retain the documented evidence function: CTgov v2, PubMed E-utilities and openFDA regulatory context. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"CTgov v2, PubMed E-utilities and openFDA regulatory context.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nasimpc/clinical-trial-intelligence-mcp-server","https://raw.githubusercontent.com/nasimpc/Clinical-Trial-Intelligence-MCP-Server/master/README.md","https://github.com/nasimpc/Clinical-Trial-Intelligence-MCP-Server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aki894/mcp-rxnav","kind":"MCP component","category":"RWE Data & Analytics","summary":"Drug-name search and RxNorm standardized identifier lookup.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aki894/mcp-rxnav","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Drug-name search and RxNorm standardized identifier lookup."],"limitation":"Terminology mapping is not clinical equivalence or dosing guidance.","url":"https://github.com/aki894/mcp-rxnav","primarySourceURLs":["https://raw.githubusercontent.com/Aki894/mcp-RxNav/main/README.md","https://github.com/Aki894/mcp-RxNav"],"id":"RWE-4254","relevance":{"id":"RWE-4254","decision":"Core","rationale":"Drug-name search and RxNorm standardized identifier lookup. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Drug-name search and RxNorm standardized identifier lookup. Limits: Terminology mapping is not clinical equivalence or dosing guidance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Aki894/mcp-RxNav/main/README.md","https://github.com/Aki894/mcp-RxNav"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"sunnyshin8/ai-powered-healthcare-assistant-mcp-server","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Epic/Cerner FHIR, RxNorm and related clinical reference integrations.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sunnyshin8/ai-powered-healthcare-assistant-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Epic/Cerner FHIR, RxNorm and related clinical reference integrations."],"limitation":"Requires credentials; HIPAA compliance and security claims not independently established.","url":"https://github.com/sunnyshin8/ai-powered-healthcare-assistant-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/sunnyshin8/AI-Powered-Healthcare-Assistant-MCP-Server/main/README.md","https://github.com/sunnyshin8/AI-Powered-Healthcare-Assistant-MCP-Server"],"id":"RWE-4256","relevance":{"id":"RWE-4256","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Epic/Cerner FHIR, RxNorm and related clinical reference integrations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sunnyshin8/AI-Powered-Healthcare-Assistant-MCP-Server/main/README.md","https://github.com/sunnyshin8/AI-Powered-Healthcare-Assistant-MCP-Server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ganeshvummidi/agentic-mcp-healthcare","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieve drug references and institution documents with source checks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ganeshvummidi/agentic-mcp-healthcare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve drug references and institution documents with source checks."],"limitation":"Human escalation and immutable audit logger explicitly planned-only; confidence scores unvalidated.","url":"https://github.com/ganeshvummidi/agentic-mcp-healthcare","primarySourceURLs":["https://raw.githubusercontent.com/GaneshVummidi/agentic-mcp-healthcare/main/README.md","https://github.com/GaneshVummidi/agentic-mcp-healthcare"],"id":"RWE-4257","relevance":{"id":"RWE-4257","decision":"Core","rationale":"Retrieve drug references and institution documents with source checks. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Retrieve drug references and institution documents with source checks. Limits: Human escalation and immutable audit logger explicitly planned-only; confidence scores unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/GaneshVummidi/agentic-mcp-healthcare/main/README.md","https://github.com/GaneshVummidi/agentic-mcp-healthcare"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"vidyasreejayaprasad/drug-interaction-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"openFDA, PubMed and ClinicalTrials.gov medication/evidence context.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vidyasreejayaprasad/drug-interaction-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["openFDA, PubMed and ClinicalTrials.gov medication/evidence context."],"limitation":"Interaction detection and therapeutic alternatives are not validated; limit to retrieval component.","url":"https://github.com/vidyasreejayaprasad/drug-interaction-mcp","primarySourceURLs":["https://raw.githubusercontent.com/VidyasreeJayaprasad/drug-interaction-mcp/main/README.md","https://github.com/VidyasreeJayaprasad/drug-interaction-mcp"],"id":"RWE-4258","relevance":{"id":"RWE-4258","decision":"Core","rationale":"Retain the documented evidence function: openFDA, PubMed and ClinicalTrials.gov medication/evidence context. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"openFDA, PubMed and ClinicalTrials.gov medication/evidence context.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vidyasreejayaprasad/drug-interaction-mcp","https://raw.githubusercontent.com/VidyasreeJayaprasad/drug-interaction-mcp/main/README.md","https://github.com/VidyasreeJayaprasad/drug-interaction-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aki894/mcp-clinicaltrial","kind":"MCP component","category":"Pharmacovigilance & safety","summary":"Searches clinical trials and retrieves reported adverse-event context for comparison.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aki894/mcp-clinicaltrial","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Searches clinical trials and retrieves reported adverse-event context for comparison."],"limitation":"Trial results availability and denominators vary; comparisons need methodological review.","url":"https://github.com/aki894/mcp-clinicaltrial","primarySourceURLs":["https://raw.githubusercontent.com/Aki894/mcp-ClinicalTrial/main/README.md","https://github.com/Aki894/mcp-ClinicalTrial"],"id":"RWE-4260","relevance":{"id":"RWE-4260","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Searches clinical trials and retrieves reported adverse-event context for comparison.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Aki894/mcp-ClinicalTrial/main/README.md","https://github.com/Aki894/mcp-ClinicalTrial"],"reviewGroup":"clinical-trial-workflow"}},{"name":"yeyuan98/bioresearcher-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Downloads/parses PubMed weekly update files and supports citation-linked biomedical research tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yeyuan98/bioresearcher-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Downloads/parses PubMed weekly update files and supports citation-linked biomedical research tools."],"limitation":"One skill collection; update ingestion does not guarantee complete evidence coverage.","url":"https://github.com/yeyuan98/bioresearcher-skills","primarySourceURLs":["https://raw.githubusercontent.com/yeyuan98/bioresearcher-skills/main/README.md","https://github.com/yeyuan98/bioresearcher-skills"],"id":"RWE-4261","relevance":{"id":"RWE-4261","decision":"Core","rationale":"Retain the documented evidence function: Downloads/parses PubMed weekly update files and supports citation-linked biomedical research tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Downloads/parses PubMed weekly update files and supports citation-linked biomedical research tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yeyuan98/bioresearcher-skills","https://raw.githubusercontent.com/yeyuan98/bioresearcher-skills/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"godwin-88/reimagined-waffle","kind":"Research tool","category":"Trials & Study Design","summary":"Queries recruiting trials and organizes records in a knowledge graph.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"godwin-88/reimagined-waffle","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Queries recruiting trials and organizes records in a knowledge graph."],"limitation":"Eligibility scores are provisional and require study-team review.","url":"https://github.com/godwin-88/reimagined-waffle","primarySourceURLs":["https://raw.githubusercontent.com/Godwin-88/reimagined-waffle/main/README.md","https://github.com/Godwin-88/reimagined-waffle"],"id":"RWE-4262","relevance":{"id":"RWE-4262","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Queries recruiting trials and organizes records in a knowledge graph.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Godwin-88/reimagined-waffle/main/README.md","https://github.com/Godwin-88/reimagined-waffle"],"reviewGroup":"clinical-trial-workflow"}},{"name":"ardraradhakrishnan/health-research-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Searches PubMed and guidelines and drafts reports with source metadata and clinician questions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ardraradhakrishnan/health-research-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Searches PubMed and guidelines and drafts reports with source metadata and clinician questions."],"limitation":"Automated study-strength labels are not expert evidence appraisal.","url":"https://github.com/ardraradhakrishnan/health-research-agent","primarySourceURLs":["https://raw.githubusercontent.com/ardraradhakrishnan/Health-Research-Agent/master/README.md","https://github.com/ardraradhakrishnan/Health-Research-Agent"],"id":"RWE-4263","relevance":{"id":"RWE-4263","decision":"Core","rationale":"Retain the documented evidence function: Searches PubMed and guidelines and drafts reports with source metadata and clinician questions. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Searches PubMed and guidelines and drafts reports with source metadata and clinician questions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ardraradhakrishnan/health-research-agent","https://raw.githubusercontent.com/ardraradhakrishnan/Health-Research-Agent/master/README.md","https://github.com/ardraradhakrishnan/Health-Research-Agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"know-self/potential-medical-ai","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed/ClinicalTrials.gov knowledge synchronization and cited document retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"know-self/potential-medical-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed/ClinicalTrials.gov knowledge synchronization and cited document retrieval."],"limitation":"Source selection and medical output require verification; privacy/security claims unvalidated.","url":"https://github.com/know-self/potential-medical-ai","primarySourceURLs":["https://raw.githubusercontent.com/know-self/potential-medical-ai/main/README.md","https://github.com/know-self/potential-medical-ai"],"id":"RWE-4264","relevance":{"id":"RWE-4264","decision":"Core","rationale":"Retain the documented evidence function: PubMed/ClinicalTrials.gov knowledge synchronization and cited document retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed/ClinicalTrials.gov knowledge synchronization and cited document retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/know-self/potential-medical-ai","https://raw.githubusercontent.com/know-self/potential-medical-ai/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"menessss/medical-evidence-assistant","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Europe PMC literature search, PMID/DOI checks and retraction notices with local RAG.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"menessss/medical-evidence-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Europe PMC literature search, PMID/DOI checks and retraction notices with local RAG."],"limitation":"Tool named search_pubmed actually uses Europe PMC; preserve true provider and coverage caveat.","url":"https://github.com/menessss/medical-evidence-assistant","primarySourceURLs":["https://raw.githubusercontent.com/menessss/medical-evidence-assistant/main/README.md","https://github.com/menessss/medical-evidence-assistant"],"id":"RWE-4265","relevance":{"id":"RWE-4265","decision":"Core","rationale":"Retain the documented evidence function: Europe PMC literature search, PMID/DOI checks and retraction notices with local RAG. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Europe PMC literature search, PMID/DOI checks and retraction notices with local RAG.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/menessss/medical-evidence-assistant","https://raw.githubusercontent.com/menessss/medical-evidence-assistant/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"valyndsilva/consilium","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Retrieve specialty guideline evidence for medication review.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"valyndsilva/consilium","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve specialty guideline evidence for medication review."],"limitation":"Patient deliberation is synthetic-only and proposed regimens not clinically validated.","url":"https://github.com/valyndsilva/consilium","primarySourceURLs":["https://raw.githubusercontent.com/valyndsilva/consilium/main/README.md","https://github.com/valyndsilva/consilium"],"id":"RWE-4266","relevance":{"id":"RWE-4266","decision":"Core","rationale":"Retain the documented evidence function: Retrieve specialty guideline evidence for medication review. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve specialty guideline evidence for medication review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/valyndsilva/consilium","https://raw.githubusercontent.com/valyndsilva/consilium/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fariha548/mediguard-ai","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Generate structured evidence synthesis through researcher agent.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fariha548/mediguard-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Generate structured evidence synthesis through researcher agent."],"limitation":"Hackathon implementation; evidence retrieval provenance and clinical validity unverified; other operations out of scope.","url":"https://github.com/fariha548/mediguard-ai","primarySourceURLs":["https://raw.githubusercontent.com/fariha548/MediGuard-AI/main/README.md","https://github.com/fariha548/MediGuard-AI"],"id":"RWE-4268","relevance":{"id":"RWE-4268","decision":"Core","rationale":"Retain the documented evidence function: Generate structured evidence synthesis through researcher agent. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Generate structured evidence synthesis through researcher agent.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fariha548/mediguard-ai","https://raw.githubusercontent.com/fariha548/MediGuard-AI/main/README.md","https://github.com/fariha548/MediGuard-AI"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mihalistsiamitas/ema-idmp-mcp","kind":"MCP component","category":"Regulatory & Product Data","summary":"Retrieves product/authorization/ingredient/form/package details from EMA.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mihalistsiamitas/ema-idmp-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Retrieves product/authorization/ingredient/form/package details from EMA."],"limitation":"EU product reference scope; authentication and capped package data apply.","url":"https://github.com/mihalistsiamitas/ema-idmp-mcp","primarySourceURLs":["https://raw.githubusercontent.com/MihalisTsiamitas/ema-idmp-mcp/main/README.md","https://github.com/MihalisTsiamitas/ema-idmp-mcp"],"id":"RWE-4269","relevance":{"id":"RWE-4269","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Retrieves product/authorization/ingredient/form/package details from EMA.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/MihalisTsiamitas/ema-idmp-mcp/main/README.md","https://github.com/MihalisTsiamitas/ema-idmp-mcp"],"reviewGroup":"health-product-and-safety-data"}},{"name":"jyswee/adx-cli","kind":"Research tool","category":"RWE Data & Analytics","summary":"NHS/NICE/BNF/MHRA source-grounded reference retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jyswee/adx-cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["NHS/NICE/BNF/MHRA source-grounded reference retrieval."],"limitation":"Account access and source rights apply; guidance applicability needs clinical judgment.","url":"https://github.com/jyswee/adx-cli","primarySourceURLs":["https://raw.githubusercontent.com/jyswee/adx-cli/main/README.md","https://github.com/jyswee/adx-cli"],"id":"RWE-4270","relevance":{"id":"RWE-4270","decision":"Core","rationale":"NHS/NICE/BNF/MHRA source-grounded reference retrieval. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"NHS/NICE/BNF/MHRA source-grounded reference retrieval. Limits: Account access and source rights apply; guidance applicability needs clinical judgment.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jyswee/adx-cli/main/README.md","https://github.com/jyswee/adx-cli"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"laszlo75/literature-search","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed, Scholar Gateway and national guideline search with summary/reference outputs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"laszlo75/literature-search","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed, Scholar Gateway and national guideline search with summary/reference outputs."],"limitation":"Verified-reference claim not independently checked; complete search execution and appraisal remain human responsibilities.","url":"https://github.com/laszlo75/literature-search","primarySourceURLs":["https://raw.githubusercontent.com/Laszlo75/literature-search/main/README.md","https://github.com/Laszlo75/literature-search"],"id":"RWE-4271","relevance":{"id":"RWE-4271","decision":"Core","rationale":"Retain the documented evidence function: PubMed, Scholar Gateway and national guideline search with summary/reference outputs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed, Scholar Gateway and national guideline search with summary/reference outputs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/laszlo75/literature-search","https://raw.githubusercontent.com/Laszlo75/literature-search/main/README.md","https://github.com/Laszlo75/literature-search"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"laszlo75/protocol-reviewer","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reviews protocols against PubMed/Scholar Gateway and national guidance, producing evidence-linked recommendations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"laszlo75/protocol-reviewer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Reviews protocols against PubMed/Scholar Gateway and national guidance, producing evidence-linked recommendations."],"limitation":"Automated grading and full-text access not guaranteed; expert review required.","url":"https://github.com/laszlo75/protocol-reviewer","primarySourceURLs":["https://raw.githubusercontent.com/Laszlo75/protocol-reviewer/main/README.md","https://github.com/Laszlo75/protocol-reviewer"],"id":"RWE-4272","relevance":{"id":"RWE-4272","decision":"Core","rationale":"Retain the documented evidence function: Reviews protocols against PubMed/Scholar Gateway and national guidance, producing evidence-linked recommendations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviews protocols against PubMed/Scholar Gateway and national guidance, producing evidence-linked recommendations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/laszlo75/protocol-reviewer","https://raw.githubusercontent.com/Laszlo75/protocol-reviewer/main/README.md","https://github.com/Laszlo75/protocol-reviewer"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fc0web/med-lit-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"PubMed, clinical trials, drug information, guidance and fee-master lookup.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fc0web/med-lit-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed, clinical trials, drug information, guidance and fee-master lookup."],"limitation":"Jurisdiction and source versions matter; fee schedules are not clinical evidence.","url":"https://github.com/fc0web/med-lit-mcp","primarySourceURLs":["https://raw.githubusercontent.com/fc0web/med-lit-mcp/master/README.md","https://github.com/fc0web/med-lit-mcp"],"id":"RWE-4273","relevance":{"id":"RWE-4273","decision":"Core","rationale":"Retain the documented evidence function: Literature, trials and clinical/reference guidance only; fee lookup alone not a health-economic evaluation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature, trials and clinical/reference guidance only; fee lookup alone not a health-economic evaluation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fc0web/med-lit-mcp","https://raw.githubusercontent.com/fc0web/med-lit-mcp/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"reyemtech/mcp-canada","kind":"MCP component","category":"RWE Data & Analytics","summary":"Canadian recalls, drug information, food nutrition and public-data portals.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"reyemtech/mcp-canada","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Canadian recalls, drug information, food nutrition and public-data portals."],"limitation":"One collection with explicit health subset; province/time/source definitions vary.","url":"https://github.com/reyemtech/mcp-canada","primarySourceURLs":["https://raw.githubusercontent.com/ReyemTech/mcp-canada/main/README.md","https://github.com/ReyemTech/mcp-canada"],"id":"RWE-4274","relevance":{"id":"RWE-4274","decision":"Core","rationale":"Canadian recalls, drug information, food nutrition and public-data portals. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Canadian recalls, drug information, food nutrition and public-data portals. Limits: One collection with explicit health subset; province/time/source definitions vary.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ReyemTech/mcp-canada/main/README.md","https://github.com/ReyemTech/mcp-canada"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"aryan-jhaveri/mcp-foodguidecanada","kind":"MCP component","category":"RWE Data & Analytics","summary":"Health Canada food-reference lookup and EER/DRI/nutritional analysis tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aryan-jhaveri/mcp-foodguidecanada","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Health Canada food-reference lookup and EER/DRI/nutritional analysis tools."],"limitation":"HTTP and stdio expose different tool sets; dietary calculations are not personalized clinical advice.","url":"https://github.com/aryan-jhaveri/mcp-foodguidecanada","primarySourceURLs":["https://raw.githubusercontent.com/Aryan-Jhaveri/mcp-foodguidecanada/main/README.md","https://github.com/Aryan-Jhaveri/mcp-foodguidecanada"],"id":"RWE-4275","relevance":{"id":"RWE-4275","decision":"Core","rationale":"Health Canada food-reference lookup and EER/DRI/nutritional analysis tools. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Health Canada food-reference lookup and EER/DRI/nutritional analysis tools. Limits: HTTP and stdio expose different tool sets; dietary calculations are not personalized clinical advice.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Aryan-Jhaveri/mcp-foodguidecanada/main/README.md","https://github.com/Aryan-Jhaveri/mcp-foodguidecanada"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"enkhbold470/bci-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Brain-signal access and analysis through MCP with explicit synthetic mode.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"enkhbold470/bci-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Brain-signal access and analysis through MCP with explicit synthetic mode."],"limitation":"Synthetic outputs must be distinguished; focus/calm metrics not clinically validated.","url":"https://github.com/enkhbold470/bci-mcp","primarySourceURLs":["https://raw.githubusercontent.com/enkhbold470/bci-mcp/main/README.md","https://github.com/enkhbold470/bci-mcp"],"id":"RWE-4279","relevance":{"id":"RWE-4279","decision":"Core","rationale":"Brain-signal access and analysis through MCP with explicit synthetic mode. The selected component supplies clinical mapping/measurement, cohort/indicator queries, explicit score computation or evidence appraisal/statistical methods, with stated validity limits.","relevanceBasis":"Brain-signal access and analysis through MCP with explicit synthetic mode. Limits: Synthetic outputs must be distinguished; focus/calm metrics not clinically validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/enkhbold470/bci-mcp/main/README.md","https://github.com/enkhbold470/bci-mcp"],"reviewGroup":"clinical-data-statistical-method"}},{"name":"krasnov777/dicomflow","kind":"Research tool","category":"RWE Data & Analytics","summary":"DICOM networking, worklist/DICOMweb queries, image/tag inspection and synthetic generation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"krasnov777/dicomflow","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["DICOM networking, worklist/DICOMweb queries, image/tag inspection and synthetic generation."],"limitation":"Developer toolbench; synthetic data and networking tests are not clinical image validation.","url":"https://github.com/krasnov777/dicomflow","primarySourceURLs":["https://raw.githubusercontent.com/Krasnov777/DICOMFlow/main/README.md","https://github.com/Krasnov777/DICOMFlow"],"id":"RWE-4280","relevance":{"id":"RWE-4280","decision":"Core","rationale":"DICOM networking, worklist/DICOMweb queries, image/tag inspection and synthetic generation. The selected component supplies clinical mapping/measurement, cohort/indicator queries, explicit score computation or evidence appraisal/statistical methods, with stated validity limits.","relevanceBasis":"DICOM networking, worklist/DICOMweb queries, image/tag inspection and synthetic generation. Limits: Developer toolbench; synthetic data and networking tests are not clinical image validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Krasnov777/DICOMFlow/main/README.md","https://github.com/Krasnov777/DICOMFlow"],"reviewGroup":"clinical-data-statistical-method"}},{"name":"rlinlen/fhir-validator-agent","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Converts and validates TW Core FHIR resources via Amazon Q/MCP.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rlinlen/fhir-validator-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Converts and validates TW Core FHIR resources via Amazon Q/MCP."],"limitation":"Demo/infrastructure; validation does not establish semantic data quality or clinical correctness.","url":"https://github.com/rlinlen/fhir-validator-agent","primarySourceURLs":["https://raw.githubusercontent.com/rlinlen/fhir-validator-agent/main/README.md","https://github.com/rlinlen/fhir-validator-agent"],"id":"RWE-4281","relevance":{"id":"RWE-4281","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Converts and validates TW Core FHIR resources via Amazon Q/MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rlinlen/fhir-validator-agent/main/README.md","https://github.com/rlinlen/fhir-validator-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"jeavvea/nightscout-cgm-mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"Reads Nightscout CGM data and can write treatment records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jeavvea/nightscout-cgm-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Reads Nightscout CGM data and can write treatment records."],"limitation":"Beta; authorized health data required, write operations can alter records and are not automatically safe.","url":"https://github.com/jeavvea/nightscout-cgm-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/jeavvea/nightscout-cgm-mcp-server/main/README.md","https://github.com/jeavvea/nightscout-cgm-mcp-server"],"id":"RWE-4282","relevance":{"id":"RWE-4282","decision":"Core","rationale":"Reads Nightscout CGM data and can write treatment records. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Reads Nightscout CGM data and can write treatment records. Limits: Beta; authorized health data required, write operations can alter records and are not automatically safe.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jeavvea/nightscout-cgm-mcp-server/main/README.md","https://github.com/jeavvea/nightscout-cgm-mcp-server"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"codex83/bio-link-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed and ClinicalTrials.gov retrieval with semantic trial matching.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"codex83/bio-link-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed and ClinicalTrials.gov retrieval with semantic trial matching."],"limitation":"Matching requires protocol/team review; not final eligibility or treatment recommendation.","url":"https://github.com/codex83/bio-link-agent","primarySourceURLs":["https://raw.githubusercontent.com/codex83/Bio-Link-Agent/main/README.md","https://github.com/codex83/Bio-Link-Agent"],"id":"RWE-4283","relevance":{"id":"RWE-4283","decision":"Core","rationale":"Retain the documented evidence function: PubMed and ClinicalTrials.gov retrieval with semantic trial matching. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed and ClinicalTrials.gov retrieval with semantic trial matching.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/codex83/bio-link-agent","https://raw.githubusercontent.com/codex83/Bio-Link-Agent/main/README.md","https://github.com/codex83/Bio-Link-Agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jodipatton/fhir","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Ingest and query ten FHIR resource types from sample bulk datasets.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jodipatton/fhir","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Ingest and query ten FHIR resource types from sample bulk datasets."],"limitation":"Demo data and prior-authorization framing; not verified production interoperability.","url":"https://github.com/jodipatton/fhir","primarySourceURLs":["https://raw.githubusercontent.com/jodipatton/FHIR/main/README.md","https://github.com/jodipatton/FHIR"],"id":"RWE-4284","relevance":{"id":"RWE-4284","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Ingest and query ten FHIR resource types from sample bulk datasets.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jodipatton/FHIR/main/README.md","https://github.com/jodipatton/FHIR"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"mcphub-com/myhealthbox","kind":"MCP component","category":"Regulatory & Product Data","summary":"Searches medicines, product documents and health alerts across national catalogues.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcphub-com/myhealthbox","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Searches medicines, product documents and health alerts across national catalogues."],"limitation":"Provider data scope and source freshness apply; not clinical efficacy/safety validation.","url":"https://github.com/mcphub-com/myhealthbox","primarySourceURLs":["https://raw.githubusercontent.com/mcphub-com/myhealthbox/main/README.md","https://github.com/mcphub-com/myhealthbox"],"id":"RWE-4285","relevance":{"id":"RWE-4285","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Searches medicines, product documents and health alerts across national catalogues.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mcphub-com/myhealthbox/main/README.md","https://github.com/mcphub-com/myhealthbox"],"reviewGroup":"health-product-and-safety-data"}},{"name":"thetahealth/mirobody","kind":"Research tool","category":"Biomedical & Bioinformatics","summary":"Collects labs/wearables/genomics, maps LOINC/SNOMED/RxNorm and exposes source-linked records.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thetahealth/mirobody","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Collects labs/wearables/genomics, maps LOINC/SNOMED/RxNorm and exposes source-linked records."],"limitation":"Mapping accuracy, privacy and user-count claims unverified; not clinical diagnosis.","url":"https://github.com/thetahealth/mirobody","primarySourceURLs":["https://raw.githubusercontent.com/thetahealth/mirobody/main/README.md","https://github.com/thetahealth/mirobody"],"id":"RWE-4286","relevance":{"id":"RWE-4286","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Collects labs/wearables/genomics, maps LOINC/SNOMED/RxNorm and exposes source-linked records.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/thetahealth/mirobody/main/README.md","https://github.com/thetahealth/mirobody"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"papagiannopoulos/biorag-ai-agent","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Generates PubMed queries and retrieves PMID/title/abstract metadata for structured semantic retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"papagiannopoulos/biorag-ai-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Generates PubMed queries and retrieves PMID/title/abstract metadata for structured semantic retrieval."],"limitation":"Despite clinical-trials wording, documented source is PubMed literature; extraction accuracy unverified.","url":"https://github.com/papagiannopoulos/biorag-ai-agent","primarySourceURLs":["https://raw.githubusercontent.com/Papagiannopoulos/BioRAG-AI-Agent/main/README.md","https://github.com/Papagiannopoulos/BioRAG-AI-Agent"],"id":"RWE-4287","relevance":{"id":"RWE-4287","decision":"Core","rationale":"Retain the documented evidence function: Generates PubMed queries and retrieves PMID/title/abstract metadata for structured semantic retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Generates PubMed queries and retrieves PMID/title/abstract metadata for structured semantic retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/papagiannopoulos/biorag-ai-agent","https://raw.githubusercontent.com/Papagiannopoulos/BioRAG-AI-Agent/main/README.md","https://github.com/Papagiannopoulos/BioRAG-AI-Agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"freyzo/arxiv-deep-research","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Searches, downloads and reads arXiv papers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"freyzo/arxiv-deep-research","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Searches, downloads and reads arXiv papers."],"limitation":"Preprint status and download access apply; compare upstream arxiv-mcp-server provenance.","url":"https://github.com/freyzo/arxiv-deep-research","primarySourceURLs":["https://raw.githubusercontent.com/freyzo/arxiv-deep-research/main/README.md","https://github.com/freyzo/arxiv-deep-research"],"id":"RWE-4288","relevance":{"id":"RWE-4288","decision":"Core","rationale":"Retain the documented evidence function: Searches, downloads and reads arXiv papers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Searches, downloads and reads arXiv papers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/freyzo/arxiv-deep-research","https://raw.githubusercontent.com/freyzo/arxiv-deep-research/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"intersystems-community/medical-graphrag-assistant","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Medical document full-text/multimodal retrieval and FHIR integration via agent tools.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"intersystems-community/medical-graphrag-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Medical document full-text/multimodal retrieval and FHIR integration via agent tools."],"limitation":"Production-ready and embedding accuracy claims unverified; requires configured corpus/backend.","url":"https://github.com/intersystems-community/medical-graphrag-assistant","primarySourceURLs":["https://raw.githubusercontent.com/intersystems-community/medical-graphrag-assistant/main/README.md","https://github.com/intersystems-community/medical-graphrag-assistant"],"id":"RWE-4289","relevance":{"id":"RWE-4289","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Medical document full-text/multimodal retrieval and FHIR integration via agent tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/intersystems-community/medical-graphrag-assistant/main/README.md","https://github.com/intersystems-community/medical-graphrag-assistant"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"joshnuku/meducate-mcp-demo","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieves WHO Africa, CDC, PubMed and BMJ materials.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"joshnuku/meducate-mcp-demo","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieves WHO Africa, CDC, PubMed and BMJ materials."],"limitation":"Educational output, access and scraping coverage require verification; not clinical advice.","url":"https://github.com/joshnuku/meducate-mcp-demo","primarySourceURLs":["https://raw.githubusercontent.com/JoshNuku/meducate-mcp-demo/main/README.md","https://github.com/JoshNuku/meducate-mcp-demo"],"id":"RWE-4291","relevance":{"id":"RWE-4291","decision":"Core","rationale":"Retain the documented evidence function: Retrieves WHO Africa, CDC, PubMed and BMJ materials. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieves WHO Africa, CDC, PubMed and BMJ materials.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/joshnuku/meducate-mcp-demo","https://raw.githubusercontent.com/JoshNuku/meducate-mcp-demo/main/README.md","https://github.com/JoshNuku/meducate-mcp-demo"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"maladhika-mohan/rag-genai-clinical-trial-research--cloud-mcp-feedback","kind":"Research tool","category":"Trials & Study Design","summary":"Agentic clinical-trial query tools with document QA and evaluation metrics.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"maladhika-mohan/rag-genai-clinical-trial-research--cloud-mcp-feedback","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Agentic clinical-trial query tools with document QA and evaluation metrics."],"limitation":"Model-generated feedback/metrics are not independent methodological validation; corpus scope matters.","url":"https://github.com/maladhika-mohan/rag-genai-clinical-trial-research--cloud-mcp-feedback","primarySourceURLs":["https://raw.githubusercontent.com/maladhika-mohan/RAG-GENAI-Clinical-Trial-Research--cloud-MCP-feedback/main/README.md","https://github.com/maladhika-mohan/RAG-GENAI-Clinical-Trial-Research--cloud-MCP-feedback"],"id":"RWE-4292","relevance":{"id":"RWE-4292","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Agentic clinical-trial query tools with document QA and evaluation metrics.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/maladhika-mohan/RAG-GENAI-Clinical-Trial-Research--cloud-MCP-feedback/main/README.md","https://github.com/maladhika-mohan/RAG-GENAI-Clinical-Trial-Research--cloud-MCP-feedback"],"reviewGroup":"clinical-trial-workflow"}},{"name":"introfini/zotseek","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Local indexing/search and citation-pattern recognition over Zotero library.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"introfini/zotseek","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Local indexing/search and citation-pattern recognition over Zotero library."],"limitation":"Library completeness and model matching matter; locality/privacy claims not independently tested.","url":"https://github.com/introfini/zotseek","primarySourceURLs":["https://raw.githubusercontent.com/introfini/ZotSeek/main/README.md","https://github.com/introfini/ZotSeek"],"id":"RWE-4294","relevance":{"id":"RWE-4294","decision":"Core","rationale":"Retain the documented evidence function: Local indexing/search and citation-pattern recognition over Zotero library. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Local indexing/search and citation-pattern recognition over Zotero library.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/introfini/zotseek","https://raw.githubusercontent.com/introfini/ZotSeek/main/README.md","https://github.com/introfini/ZotSeek"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"genomewalker/chitta","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Coordinates arXiv/bioRxiv/Semantic Scholar research with structured programs and claim graphs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"genomewalker/chitta","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Coordinates arXiv/bioRxiv/Semantic Scholar research with structured programs and claim graphs."],"limitation":"Renamed from cc-soul; consolidate alias and do not treat belief graphs as verified evidence.","url":"https://github.com/genomewalker/chitta","primarySourceURLs":["https://raw.githubusercontent.com/genomewalker/chitta/main/README.md","https://github.com/genomewalker/chitta"],"id":"RWE-4295","relevance":{"id":"RWE-4295","decision":"Core","rationale":"Retain the documented evidence function: Coordinates arXiv/bioRxiv/Semantic Scholar research with structured programs and claim graphs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Coordinates arXiv/bioRxiv/Semantic Scholar research with structured programs and claim graphs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/genomewalker/chitta","https://raw.githubusercontent.com/genomewalker/chitta/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"baranzinilab/biorouter","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Biomedical database/knowledge-graph querying and paper/knowledge-base synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"baranzinilab/biorouter","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical database/knowledge-graph querying and paper/knowledge-base synthesis."],"limitation":"Configured sources/models determine access; generated synthesis requires review.","url":"https://github.com/baranzinilab/biorouter","primarySourceURLs":["https://raw.githubusercontent.com/BaranziniLab/biorouter/main/README.md","https://github.com/BaranziniLab/biorouter"],"id":"RWE-4296","relevance":{"id":"RWE-4296","decision":"Core","rationale":"Retain the documented evidence function: Scholarly biomedical paper evidence retrieval only; general molecular knowledge-graph reasoning excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly biomedical paper evidence retrieval only; general molecular knowledge-graph reasoning excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/baranzinilab/biorouter","https://raw.githubusercontent.com/BaranziniLab/biorouter/main/README.md","https://github.com/BaranziniLab/biorouter"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"meltforce/freereps","kind":"Research tool","category":"RWE Data & Analytics","summary":"Receives/stores Apple Watch/Oura data and supports resumable file ingestion and analysis access.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"meltforce/freereps","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Receives/stores Apple Watch/Oura data and supports resumable file ingestion and analysis access."],"limitation":"Personal-data infrastructure; data completeness and health interpretations require review.","url":"https://github.com/meltforce/freereps","primarySourceURLs":["https://raw.githubusercontent.com/meltforce/FreeReps/main/README.md","https://github.com/meltforce/FreeReps"],"id":"RWE-4299","relevance":{"id":"RWE-4299","decision":"Core","rationale":"Receives/stores Apple Watch/Oura data and supports resumable file ingestion and analysis access. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Receives/stores Apple Watch/Oura data and supports resumable file ingestion and analysis access. Limits: Personal-data infrastructure; data completeness and health interpretations require review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/meltforce/FreeReps/main/README.md","https://github.com/meltforce/FreeReps"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"psychquant/che-zotero-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Keyword/semantic search, academic discovery, citation tracking and group-library tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"psychquant/che-zotero-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Keyword/semantic search, academic discovery, citation tracking and group-library tools."],"limitation":"Some tools write library content; local/privacy claims untested and references require review.","url":"https://github.com/psychquant/che-zotero-mcp","primarySourceURLs":["https://raw.githubusercontent.com/PsychQuant/che-zotero-mcp/main/README.md","https://github.com/PsychQuant/che-zotero-mcp"],"id":"RWE-4300","relevance":{"id":"RWE-4300","decision":"Core","rationale":"Retain the documented evidence function: Keyword/semantic search, academic discovery, citation tracking and group-library tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Keyword/semantic search, academic discovery, citation tracking and group-library tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/psychquant/che-zotero-mcp","https://raw.githubusercontent.com/PsychQuant/che-zotero-mcp/main/README.md","https://github.com/PsychQuant/che-zotero-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"articles-research/explority-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Queries early-stage orphan therapies described in scientific literature.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"articles-research/explority-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Queries early-stage orphan therapies described in scientific literature."],"limitation":"Success-potential rankings are publisher predictions, not validated therapy outcomes.","url":"https://github.com/articles-research/explority-mcp","primarySourceURLs":["https://raw.githubusercontent.com/articles-research/explority-mcp/main/README.md","https://github.com/articles-research/explority-mcp"],"id":"RWE-4303","relevance":{"id":"RWE-4303","decision":"Core","rationale":"Retain the documented evidence function: Queries early-stage orphan therapies described in scientific literature. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Queries early-stage orphan therapies described in scientific literature.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/articles-research/explority-mcp","https://raw.githubusercontent.com/articles-research/explority-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"baranzinilab/medcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Local/hosted MCP access to EHR context through a shared core.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"baranzinilab/medcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Local/hosted MCP access to EHR context through a shared core."],"limitation":"Backend authorization/source semantics apply; read-only is not privacy or clinical validation.","url":"https://github.com/baranzinilab/medcp","primarySourceURLs":["https://raw.githubusercontent.com/BaranziniLab/MedCP/main/README.md","https://github.com/BaranziniLab/MedCP"],"id":"RWE-4306","relevance":{"id":"RWE-4306","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Local/hosted MCP access to EHR context through a shared core.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/BaranziniLab/MedCP/main/README.md","https://github.com/BaranziniLab/MedCP"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"dermatologist/dhti","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Combines trial criteria, EHR data and retrieval/tool orchestration inside clinical systems.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dermatologist/dhti","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Combines trial criteria, EHR data and retrieval/tool orchestration inside clinical systems."],"limitation":"Integration framework; example trial matching requires source/eligibility validation.","url":"https://github.com/dermatologist/dhti","primarySourceURLs":["https://raw.githubusercontent.com/dermatologist/dhti/develop/README.md","https://github.com/dermatologist/dhti"],"id":"RWE-4307","relevance":{"id":"RWE-4307","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Combines trial criteria, EHR data and retrieval/tool orchestration inside clinical systems.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dermatologist/dhti/develop/README.md","https://github.com/dermatologist/dhti"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"daveymason/slainte-scan-mcp","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Converts physical/clinical note content to FHIR R4-oriented structures.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"daveymason/slainte-scan-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Converts physical/clinical note content to FHIR R4-oriented structures."],"limitation":"Legally-compliant/secure claims unverified; OCR/extraction and identifiers need validation.","url":"https://github.com/daveymason/slainte-scan-mcp","primarySourceURLs":["https://raw.githubusercontent.com/daveymason/slainte-scan-mcp/master/README.md","https://github.com/daveymason/slainte-scan-mcp"],"id":"RWE-4308","relevance":{"id":"RWE-4308","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Converts physical/clinical note content to FHIR R4-oriented structures.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/daveymason/slainte-scan-mcp/master/README.md","https://github.com/daveymason/slainte-scan-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ayush9284/openehr_mcp","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Connects agent tools to openEHR data queries.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ayush9284/openehr_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Connects agent tools to openEHR data queries."],"limitation":"Requires configured backend; secure/intelligent claims unverified.","url":"https://github.com/ayush9284/openehr_mcp","primarySourceURLs":["https://raw.githubusercontent.com/Ayush9284/openehr_mcp/main/README.md","https://github.com/Ayush9284/openehr_mcp"],"id":"RWE-4310","relevance":{"id":"RWE-4310","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Connects agent tools to openEHR data queries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Ayush9284/openehr_mcp/main/README.md","https://github.com/Ayush9284/openehr_mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"zavora-ai/mcp-ehr","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Patient demographics, encounters, medications, results and related FHIR-aligned context.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zavora-ai/mcp-ehr","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Patient demographics, encounters, medications, results and related FHIR-aligned context."],"limitation":"Twenty-five advertised tools include writes; access logging/gates are not privacy or clinical certification.","url":"https://github.com/zavora-ai/mcp-ehr","primarySourceURLs":["https://raw.githubusercontent.com/zavora-ai/mcp-ehr/main/README.md","https://github.com/zavora-ai/mcp-ehr"],"id":"RWE-4311","relevance":{"id":"RWE-4311","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Patient demographics, encounters, medications, results and related FHIR-aligned context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zavora-ai/mcp-ehr/main/README.md","https://github.com/zavora-ai/mcp-ehr"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"aansikkaw/bio-bert-medical-entity-resolution-agentic-healthcare-system","kind":"MCP server","category":"RWE Data & Analytics","summary":"BioBERT-based entity resolution exposed through MCP with reference API integration.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aansikkaw/bio-bert-medical-entity-resolution-agentic-healthcare-system","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["BioBERT-based entity resolution exposed through MCP with reference API integration."],"limitation":"Custom-model accuracy unverified; synthetic patient predictions not real clinical evidence.","url":"https://github.com/aansikkaw/bio-bert-medical-entity-resolution-agentic-healthcare-system","primarySourceURLs":["https://raw.githubusercontent.com/aansikkaw/Bio-BERT-Medical-Entity-Resolution-Agentic-Healthcare-System/main/README.md","https://github.com/aansikkaw/Bio-BERT-Medical-Entity-Resolution-Agentic-Healthcare-System"],"id":"RWE-4313","relevance":{"id":"RWE-4313","decision":"Core","rationale":"BioBERT-based entity resolution exposed through MCP with reference API integration. The selected component supplies clinical mapping/measurement, cohort/indicator queries, explicit score computation or evidence appraisal/statistical methods, with stated validity limits.","relevanceBasis":"BioBERT-based entity resolution exposed through MCP with reference API integration. Limits: Custom-model accuracy unverified; synthetic patient predictions not real clinical evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aansikkaw/Bio-BERT-Medical-Entity-Resolution-Agentic-Healthcare-System/main/README.md","https://github.com/aansikkaw/Bio-BERT-Medical-Entity-Resolution-Agentic-Healthcare-System"],"reviewGroup":"clinical-data-statistical-method"}},{"name":"saudaziz/g-cli-agent-clinicaltrialmatching","kind":"MCP server","category":"Trials & Study Design","summary":"Agentic trial-criteria matching with LangGraph/LlamaIndex/MCP.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"saudaziz/g-cli-agent-clinicaltrialmatching","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Agentic trial-criteria matching with LangGraph/LlamaIndex/MCP."],"limitation":"MVP matches require source and study-team validation.","url":"https://github.com/saudaziz/g-cli-agent-clinicaltrialmatching","primarySourceURLs":["https://raw.githubusercontent.com/saudaziz/G-CLI-Agent-ClinicalTrialMatching/main/README.md","https://github.com/saudaziz/G-CLI-Agent-ClinicalTrialMatching"],"id":"RWE-4314","relevance":{"id":"RWE-4314","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Agentic trial-criteria matching with LangGraph/LlamaIndex/MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/saudaziz/G-CLI-Agent-ClinicalTrialMatching/main/README.md","https://github.com/saudaziz/G-CLI-Agent-ClinicalTrialMatching"],"reviewGroup":"clinical-trial-workflow"}},{"name":"blencorp/octo-vista-api-x-mcp-server-example","kind":"MCP component","category":"RWE Data & Analytics","summary":"Agent access to VA VistA labs, medications, imaging and notes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"blencorp/octo-vista-api-x-mcp-server-example","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent access to VA VistA labs, medications, imaging and notes."],"limitation":"Example/documentation-only evidence; requires authorized configured VistA backend, security not independently tested.","url":"https://github.com/blencorp/octo-vista-api-x-mcp-server-example","primarySourceURLs":["https://raw.githubusercontent.com/blencorp/octo-vista-api-x-mcp-server-example/master/README.md","https://github.com/blencorp/octo-vista-api-x-mcp-server-example"],"id":"RWE-4315","relevance":{"id":"RWE-4315","decision":"Core","rationale":"Agent access to VA VistA labs, medications, imaging and notes. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Agent access to VA VistA labs, medications, imaging and notes. Limits: Example/documentation-only evidence; requires authorized configured VistA backend, security not independently tested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/blencorp/octo-vista-api-x-mcp-server-example/master/README.md","https://github.com/blencorp/octo-vista-api-x-mcp-server-example"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"parulmalhotraiitk/medsentinel","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Retrieves hospital EHR context through FHIR.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"parulmalhotraiitk/medsentinel","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Retrieves hospital EHR context through FHIR."],"limitation":"Include data-access component only; lifesaving safety-analysis claims unvalidated.","url":"https://github.com/parulmalhotraiitk/medsentinel","primarySourceURLs":["https://raw.githubusercontent.com/parulmalhotraiitk/medsentinel/main/README.md","https://github.com/parulmalhotraiitk/medsentinel"],"id":"RWE-4316","relevance":{"id":"RWE-4316","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Retrieves hospital EHR context through FHIR.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/parulmalhotraiitk/medsentinel/main/README.md","https://github.com/parulmalhotraiitk/medsentinel"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sswp08-cpu/agentic-ehr-modernization","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Converts legacy healthcare data to FHIR R4 and validates resource structure.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sswp08-cpu/agentic-ehr-modernization","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Converts legacy healthcare data to FHIR R4 and validates resource structure."],"limitation":"Schema validation is not semantic correctness or production readiness.","url":"https://github.com/sswp08-cpu/agentic-ehr-modernization","primarySourceURLs":["https://raw.githubusercontent.com/sswp08-cpu/agentic-ehr-modernization/main/README.md","https://github.com/sswp08-cpu/agentic-ehr-modernization"],"id":"RWE-4318","relevance":{"id":"RWE-4318","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Converts legacy healthcare data to FHIR R4 and validates resource structure.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sswp08-cpu/agentic-ehr-modernization/main/README.md","https://github.com/sswp08-cpu/agentic-ehr-modernization"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sg-victorchai/fhir4java-agents","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"FHIR R4B/R5-oriented healthcare resource tools in Java.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sg-victorchai/fhir4java-agents","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR R4B/R5-oriented healthcare resource tools in Java."],"limitation":"Compatibility/version claims unverified; requires configured backend/data.","url":"https://github.com/sg-victorchai/fhir4java-agents","primarySourceURLs":["https://raw.githubusercontent.com/sg-victorchai/fhir4java-agents/main/README.md","https://github.com/sg-victorchai/fhir4java-agents"],"id":"RWE-4319","relevance":{"id":"RWE-4319","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR R4B/R5-oriented healthcare resource tools in Java.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sg-victorchai/fhir4java-agents/main/README.md","https://github.com/sg-victorchai/fhir4java-agents"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"aryansinha2003/fhir-ehr-mcp-server","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Agent queries across patient EHR FHIR resources.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aryansinha2003/fhir-ehr-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Agent queries across patient EHR FHIR resources."],"limitation":"Authorized backend required; broad chart access is not privacy or clinical validation.","url":"https://github.com/aryansinha2003/fhir-ehr-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/AryanSinha2003/FHIR-EHR-MCP-SERVER/main/README.md","https://github.com/AryanSinha2003/FHIR-EHR-MCP-SERVER"],"id":"RWE-4320","relevance":{"id":"RWE-4320","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Agent queries across patient EHR FHIR resources.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AryanSinha2003/FHIR-EHR-MCP-SERVER/main/README.md","https://github.com/AryanSinha2003/FHIR-EHR-MCP-SERVER"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ramyalsaffar/oncotriage-agent","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Retrieves and ranks ClinicalTrials.gov candidates against FHIR patient context.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ramyalsaffar/oncotriage-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Retrieves and ranks ClinicalTrials.gov candidates against FHIR patient context."],"limitation":"Patient demonstration is synthetic; ranking is not eligibility or treatment determination.","url":"https://github.com/ramyalsaffar/oncotriage-agent","primarySourceURLs":["https://raw.githubusercontent.com/ramyalsaffar/OncoTriage-Agent/main/README.md","https://github.com/ramyalsaffar/OncoTriage-Agent"],"id":"RWE-4321","relevance":{"id":"RWE-4321","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Retrieves and ranks ClinicalTrials.gov candidates against FHIR patient context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ramyalsaffar/OncoTriage-Agent/main/README.md","https://github.com/ramyalsaffar/OncoTriage-Agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"alainforce/silo-mcp","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Unifies and normalizes fragmented FHIR R4 records for agent access.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alainforce/silo-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Unifies and normalizes fragmented FHIR R4 records for agent access."],"limitation":"Generated reasoning and normalization accuracy require validation.","url":"https://github.com/alainforce/silo-mcp","primarySourceURLs":["https://raw.githubusercontent.com/alainforce/Silo-mcp/main/README.md","https://github.com/alainforce/Silo-mcp"],"id":"RWE-4322","relevance":{"id":"RWE-4322","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Unifies and normalizes fragmented FHIR R4 records for agent access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/alainforce/Silo-mcp/main/README.md","https://github.com/alainforce/Silo-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sudo-psc/mcp-ninsaude","kind":"MCP component","category":"RWE Data & Analytics","summary":"Patient/medical records and survey/reporting access through clinic API.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sudo-psc/mcp-ninsaude","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Patient/medical records and survey/reporting access through clinic API."],"limitation":"One connector including write/operational tools; requires authorization and research reuse permissions.","url":"https://github.com/sudo-psc/mcp-ninsaude","primarySourceURLs":["https://raw.githubusercontent.com/Sudo-psc/mcp-ninsaude/master/README.md","https://github.com/Sudo-psc/mcp-ninsaude"],"id":"RWE-4323","relevance":{"id":"RWE-4323","decision":"Core","rationale":"Patient/medical records and survey/reporting access through clinic API. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Patient/medical records and survey/reporting access through clinic API. Limits: One connector including write/operational tools; requires authorization and research reuse permissions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Sudo-psc/mcp-ninsaude/master/README.md","https://github.com/Sudo-psc/mcp-ninsaude"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"seancpc/medagent-ehr","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Read/write HAPI FHIR tools through MCP with MedAgentBench tasks.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"seancpc/medagent-ehr","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Read/write HAPI FHIR tools through MCP with MedAgentBench tasks."],"limitation":"Benchmark results not independently reproduced; writes alter records and are not clinically validated.","url":"https://github.com/seancpc/medagent-ehr","primarySourceURLs":["https://raw.githubusercontent.com/seancpc/MedAgent-EHR/main/README.md","https://github.com/seancpc/MedAgent-EHR"],"id":"RWE-4325","relevance":{"id":"RWE-4325","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Read/write HAPI FHIR tools through MCP with MedAgentBench tasks.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/seancpc/MedAgent-EHR/main/README.md","https://github.com/seancpc/MedAgent-EHR"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"aandresalvarez/omop-mcp","kind":"MCP component","category":"OMOP & terminology","summary":"OMOP concept discovery, CDM exploration and cohort query generation.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aandresalvarez/omop-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["OMOP concept discovery, CDM exploration and cohort query generation."],"limitation":"Generated cohorts/SQL require design and semantic validation; database access authorization applies.","url":"https://github.com/aandresalvarez/omop-mcp","primarySourceURLs":["https://raw.githubusercontent.com/aandresalvarez/omop-mcp/main/README.md","https://github.com/aandresalvarez/omop-mcp"],"id":"RWE-4327","relevance":{"id":"RWE-4327","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"OMOP concept discovery, CDM exploration and cohort query generation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aandresalvarez/omop-mcp/main/README.md","https://github.com/aandresalvarez/omop-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"armaangulati1/clinical-ops-copilot","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Reads structured EHR and clinical notes with source provenance.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"armaangulati1/clinical-ops-copilot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Reads structured EHR and clinical notes with source provenance."],"limitation":"Include data-access component; operational decisions and live-call claims not independently validated.","url":"https://github.com/armaangulati1/clinical-ops-copilot","primarySourceURLs":["https://raw.githubusercontent.com/armaangulati1/clinical-ops-copilot/main/README.md","https://github.com/armaangulati1/clinical-ops-copilot"],"id":"RWE-4329","relevance":{"id":"RWE-4329","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Reads structured EHR and clinical notes with source provenance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/armaangulati1/clinical-ops-copilot/main/README.md","https://github.com/armaangulati1/clinical-ops-copilot"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sinteco/healthit-copilot","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"HL7 v2 to FHIR R4 mapping, resource validation and interface debugging.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sinteco/healthit-copilot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["HL7 v2 to FHIR R4 mapping, resource validation and interface debugging."],"limitation":"Structural validation/mapping suggestions require semantic and implementation review.","url":"https://github.com/sinteco/healthit-copilot","primarySourceURLs":["https://raw.githubusercontent.com/sinteco/healthit-copilot/main/README.md","https://github.com/sinteco/healthit-copilot"],"id":"RWE-4332","relevance":{"id":"RWE-4332","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"HL7 v2 to FHIR R4 mapping, resource validation and interface debugging.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sinteco/healthit-copilot/main/README.md","https://github.com/sinteco/healthit-copilot"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"rikusc04/health-record-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Ingests FHIR Conditions with semantic queries and deduplication for RAG/MCP.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rikusc04/health-record-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Ingests FHIR Conditions with semantic queries and deduplication for RAG/MCP."],"limitation":"Entity/deduplication accuracy and cohort semantics require validation.","url":"https://github.com/rikusc04/health-record-mcp","primarySourceURLs":["https://raw.githubusercontent.com/rikusc04/health-record-mcp/main/README.md","https://github.com/rikusc04/health-record-mcp"],"id":"RWE-4334","relevance":{"id":"RWE-4334","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Ingests FHIR Conditions with semantic queries and deduplication for RAG/MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rikusc04/health-record-mcp/main/README.md","https://github.com/rikusc04/health-record-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"mrzasad/n8n-hl7-fhir-llm-guardrail","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Ingests HL7 v2/FHIR R4 and connects bounded model/MCP workflows.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mrzasad/n8n-hl7-fhir-llm-guardrail","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Ingests HL7 v2/FHIR R4 and connects bounded model/MCP workflows."],"limitation":"Safety and clinical-responsibility claims unvalidated; structural compatibility not semantic correctness.","url":"https://github.com/mrzasad/n8n-hl7-fhir-llm-guardrail","primarySourceURLs":["https://raw.githubusercontent.com/mrzasad/n8n-hl7-fhir-llm-guardrail/main/README.md","https://github.com/mrzasad/n8n-hl7-fhir-llm-guardrail"],"id":"RWE-4335","relevance":{"id":"RWE-4335","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Ingests HL7 v2/FHIR R4 and connects bounded model/MCP workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mrzasad/n8n-hl7-fhir-llm-guardrail/main/README.md","https://github.com/mrzasad/n8n-hl7-fhir-llm-guardrail"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"glennrtc/hl7-bridge-mcp","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Translates, validates and explains HL7 v2/FHIR R4 messages.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"glennrtc/hl7-bridge-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Translates, validates and explains HL7 v2/FHIR R4 messages."],"limitation":"Translation accuracy and semantic correctness require testing; not complete interoperability certification.","url":"https://github.com/glennrtc/hl7-bridge-mcp","primarySourceURLs":["https://raw.githubusercontent.com/GlennRTC/hl7-bridge-mcp/main/README.md","https://github.com/GlennRTC/hl7-bridge-mcp"],"id":"RWE-4337","relevance":{"id":"RWE-4337","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Translates, validates and explains HL7 v2/FHIR R4 messages.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/GlennRTC/hl7-bridge-mcp/main/README.md","https://github.com/GlennRTC/hl7-bridge-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"swami8791/smart-fhir-mcp","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"FHIR patient-record retrieval through bounded SMART tools.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"swami8791/smart-fhir-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR patient-record retrieval through bounded SMART tools."],"limitation":"Requires authorized backend; no-create/write scope does not establish privacy or clinical validity.","url":"https://github.com/swami8791/smart-fhir-mcp","primarySourceURLs":["https://raw.githubusercontent.com/swami8791/smart-fhir-mcp/main/README.md","https://github.com/swami8791/smart-fhir-mcp"],"id":"RWE-4338","relevance":{"id":"RWE-4338","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR patient-record retrieval through bounded SMART tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/swami8791/smart-fhir-mcp/main/README.md","https://github.com/swami8791/smart-fhir-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"meridun/pemr","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retains original documents, validates/deduplicates structured SQLite medical records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"meridun/pemr","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retains original documents, validates/deduplicates structured SQLite medical records."],"limitation":"Agent vision extraction and deduplication require review; not real-world research consent or clinical validation.","url":"https://github.com/meridun/pemr","primarySourceURLs":["https://raw.githubusercontent.com/meridun/pemr/dev/README.md","https://github.com/meridun/pemr"],"id":"RWE-4339","relevance":{"id":"RWE-4339","decision":"Core","rationale":"Retains original documents, validates/deduplicates structured SQLite medical records. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Retains original documents, validates/deduplicates structured SQLite medical records. Limits: Agent vision extraction and deduplication require review; not real-world research consent or clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/meridun/pemr/dev/README.md","https://github.com/meridun/pemr"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"decilion/ghed-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Country expenditure profiles, benchmarks and financing-mix/metadata queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"decilion/ghed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Country expenditure profiles, benchmarks and financing-mix/metadata queries."],"limitation":"Cross-country accounting definitions, missingness and release versions constrain comparisons.","url":"https://github.com/decilion/ghed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Decilion/ghed-mcp/main/README.md","https://github.com/Decilion/ghed-mcp"],"id":"RWE-4340","relevance":{"id":"RWE-4340","decision":"Core","rationale":"Country expenditure profiles, benchmarks and financing-mix/metadata queries. Health expenditure, outbreak surveillance or occupational injury recordkeeping is explicitly tied to population health/services evidence; causal/legal conclusions are not established.","relevanceBasis":"Country expenditure profiles, benchmarks and financing-mix/metadata queries. Limits: Cross-country accounting definitions, missingness and release versions constrain comparisons.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Decilion/ghed-mcp/main/README.md","https://github.com/Decilion/ghed-mcp"],"reviewGroup":"population-health-services-method"}},{"name":"otey247/multi-agent-provider-prior-auth","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"ClinicalTrials, PubMed, ICD-10, NPI and CMS coverage source access.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"otey247/multi-agent-provider-prior-auth","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ClinicalTrials, PubMed, ICD-10, NPI and CMS coverage source access."],"limitation":"Include reference subset; prior-auth assessments are drafts, not payer determinations.","url":"https://github.com/otey247/multi-agent-provider-prior-auth","primarySourceURLs":["https://raw.githubusercontent.com/otey247/Multi-Agent-Provider-Prior-Auth/main/README.md","https://github.com/otey247/Multi-Agent-Provider-Prior-Auth"],"id":"RWE-4341","relevance":{"id":"RWE-4341","decision":"Core","rationale":"Retain the documented evidence function: ClinicalTrials, PubMed, ICD-10, NPI and CMS coverage source access. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ClinicalTrials, PubMed, ICD-10, NPI and CMS coverage source access.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/otey247/multi-agent-provider-prior-auth","https://raw.githubusercontent.com/otey247/Multi-Agent-Provider-Prior-Auth/main/README.md","https://github.com/otey247/Multi-Agent-Provider-Prior-Auth"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"varma36a/healthcare-assistant-adlc","kind":"MCP component","category":"RWE Data & Analytics","summary":"Search local guideline vector corpus and parse clinical reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"varma36a/healthcare-assistant-adlc","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search local guideline vector corpus and parse clinical reports."],"limitation":"Dummy patients and local corpus; recommendations/evaluation not clinically validated; appointment tools out of scope.","url":"https://github.com/varma36a/healthcare-assistant-adlc","primarySourceURLs":["https://raw.githubusercontent.com/varma36a/healthcare-assistant-adlc/main/README.md","https://github.com/varma36a/healthcare-assistant-adlc"],"id":"RWE-4343","relevance":{"id":"RWE-4343","decision":"Core","rationale":"Search local guideline vector corpus and parse clinical reports. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Search local guideline vector corpus and parse clinical reports. Limits: Dummy patients and local corpus; recommendations/evaluation not clinically validated; appointment tools out of scope.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/varma36a/healthcare-assistant-adlc/main/README.md","https://github.com/varma36a/healthcare-assistant-adlc"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"dibsan/healthsyncmcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Agent-facing clinical record/history access through FHIR MCP.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dibsan/healthsyncmcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Agent-facing clinical record/history access through FHIR MCP."],"limitation":"Configured/backend data limitations apply; synthesized clinical conclusions unvalidated.","url":"https://github.com/dibsan/healthsyncmcp","primarySourceURLs":["https://raw.githubusercontent.com/dibsan/Healthsyncmcp/main/README.md","https://github.com/dibsan/Healthsyncmcp"],"id":"RWE-4345","relevance":{"id":"RWE-4345","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Agent-facing clinical record/history access through FHIR MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dibsan/Healthsyncmcp/main/README.md","https://github.com/dibsan/Healthsyncmcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"hugooc/openkp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Kaiser Northern California labs, notes, medications and other chart data through read/write tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hugooc/openkp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Kaiser Northern California labs, notes, medications and other chart data through read/write tools."],"limitation":"Only Northern California tested by publisher; authorized personal access, writes and browser-session risks apply.","url":"https://github.com/hugooc/openkp","primarySourceURLs":["https://raw.githubusercontent.com/hugooc/OpenKP/main/README.md","https://github.com/hugooc/OpenKP"],"id":"RWE-4346","relevance":{"id":"RWE-4346","decision":"Core","rationale":"Kaiser Northern California labs, notes, medications and other chart data through read/write tools. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Kaiser Northern California labs, notes, medications and other chart data through read/write tools. Limits: Only Northern California tested by publisher; authorized personal access, writes and browser-session risks apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hugooc/OpenKP/main/README.md","https://github.com/hugooc/OpenKP"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"belyagoubiabdelilah/cityhealth","kind":"MCP component","category":"RWE Data & Analytics","summary":"Six tools for Algerian healthcare infrastructure/provider facts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"belyagoubiabdelilah/cityhealth","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Six tools for Algerian healthcare infrastructure/provider facts."],"limitation":"Source freshness and verification criteria need care; provider listing is not quality assessment.","url":"https://github.com/belyagoubiabdelilah/cityhealth","primarySourceURLs":["https://raw.githubusercontent.com/BELYAGOUBIABDELILAH/Cityhealth/main/README.md","https://github.com/BELYAGOUBIABDELILAH/Cityhealth"],"id":"RWE-4347","relevance":{"id":"RWE-4347","decision":"Core","rationale":"Six tools for Algerian healthcare infrastructure/provider facts. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Six tools for Algerian healthcare infrastructure/provider facts. Limits: Source freshness and verification criteria need care; provider listing is not quality assessment.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/BELYAGOUBIABDELILAH/Cityhealth/main/README.md","https://github.com/BELYAGOUBIABDELILAH/Cityhealth"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"berkdurmus/eps-mcp","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Agent access to NHS EPS FHIR prescription resources and validation.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"berkdurmus/eps-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Agent access to NHS EPS FHIR prescription resources and validation."],"limitation":"Requires authorized NHS environment; prescribing/write operations and conformance not independently validated.","url":"https://github.com/berkdurmus/eps-mcp","primarySourceURLs":["https://raw.githubusercontent.com/berkdurmus/eps-mcp/master/README.md","https://github.com/berkdurmus/eps-mcp"],"id":"RWE-4348","relevance":{"id":"RWE-4348","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Agent access to NHS EPS FHIR prescription resources and validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/berkdurmus/eps-mcp/master/README.md","https://github.com/berkdurmus/eps-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"rutvikmerai/claims-ai-analyst","kind":"Research tool","category":"RWE Data & Analytics","summary":"Schema discovery and read-only SQL over configured healthcare claims SQLite database.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rutvikmerai/claims-ai-analyst","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Schema discovery and read-only SQL over configured healthcare claims SQLite database."],"limitation":"Data access and correct SQL do not establish valid claims cohort/causal analysis.","url":"https://github.com/rutvikmerai/claims-ai-analyst","primarySourceURLs":["https://raw.githubusercontent.com/Rutvikmerai/claims-ai-analyst/main/README.md","https://github.com/Rutvikmerai/claims-ai-analyst"],"id":"RWE-4351","relevance":{"id":"RWE-4351","decision":"Core","rationale":"Schema discovery and read-only SQL over configured healthcare claims SQLite database. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Schema discovery and read-only SQL over configured healthcare claims SQLite database. Limits: Data access and correct SQL do not establish valid claims cohort/causal analysis.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Rutvikmerai/claims-ai-analyst/main/README.md","https://github.com/Rutvikmerai/claims-ai-analyst"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"aabdur1/healthcare-terminology-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Search ICD-10-CM, LOINC, RxNorm, HCPCS and provider identifiers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aabdur1/healthcare-terminology-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search ICD-10-CM, LOINC, RxNorm, HCPCS and provider identifiers."],"limitation":"Terminology retrieval does not validate coding or clinical interpretation.","url":"https://github.com/aabdur1/healthcare-terminology-mcp","primarySourceURLs":["https://raw.githubusercontent.com/aabdur1/healthcare-terminology-mcp/main/README.md","https://github.com/aabdur1/healthcare-terminology-mcp"],"id":"RWE-4352","relevance":{"id":"RWE-4352","decision":"Core","rationale":"Search ICD-10-CM, LOINC, RxNorm, HCPCS and provider identifiers. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Search ICD-10-CM, LOINC, RxNorm, HCPCS and provider identifiers. Limits: Terminology retrieval does not validate coding or clinical interpretation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aabdur1/healthcare-terminology-mcp/main/README.md","https://github.com/aabdur1/healthcare-terminology-mcp"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"swiftruru/notesentry-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Queries local MIMIC-III notes through SQLite/MCP with cited review workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"swiftruru/notesentry-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Queries local MIMIC-III notes through SQLite/MCP with cited review workflow."],"limitation":"Requires authorized MIMIC access; de-identified dataset use rules and model-extraction accuracy apply.","url":"https://github.com/swiftruru/notesentry-mcp","primarySourceURLs":["https://raw.githubusercontent.com/swiftruru/notesentry-mcp/main/README.md","https://github.com/swiftruru/notesentry-mcp"],"id":"RWE-4353","relevance":{"id":"RWE-4353","decision":"Core","rationale":"Retain the documented evidence function: Queries local MIMIC-III notes through SQLite/MCP with cited review workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Queries local MIMIC-III notes through SQLite/MCP with cited review workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/swiftruru/notesentry-mcp","https://raw.githubusercontent.com/swiftruru/notesentry-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mason-swy/wellbeing-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Saves health observations, queries records and generates weekly summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mason-swy/wellbeing-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Saves health observations, queries records and generates weekly summaries."],"limitation":"Personal tracking; inferred early illness detection and wellness advice unvalidated.","url":"https://github.com/mason-swy/wellbeing-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Mason-Swy/wellbeing-mcp/main/README.md","https://github.com/Mason-Swy/wellbeing-mcp"],"id":"RWE-4354","relevance":{"id":"RWE-4354","decision":"Core","rationale":"Saves health observations, queries records and generates weekly summaries. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Saves health observations, queries records and generates weekly summaries. Limits: Personal tracking; inferred early illness detection and wellness advice unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Mason-Swy/wellbeing-mcp/main/README.md","https://github.com/Mason-Swy/wellbeing-mcp"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"she1kh144/medical-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieves medical documents and drug-reference context via HTTP tool while pharmacy inventory is mocked.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"she1kh144/medical-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieves medical documents and drug-reference context via HTTP tool while pharmacy inventory is mocked."],"limitation":"No validated interaction assessment; preserve mock inventory distinction.","url":"https://github.com/she1kh144/medical-agent","primarySourceURLs":["https://raw.githubusercontent.com/She1kh144/medical-agent/main/README.md","https://github.com/She1kh144/medical-agent"],"id":"RWE-4355","relevance":{"id":"RWE-4355","decision":"Core","rationale":"Retrieves medical documents and drug-reference context via HTTP tool while pharmacy inventory is mocked. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Retrieves medical documents and drug-reference context via HTTP tool while pharmacy inventory is mocked. Limits: No validated interaction assessment; preserve mock inventory distinction.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/She1kh144/medical-agent/main/README.md","https://github.com/She1kh144/medical-agent"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"julesindigo-web/jcf-healthcare-agent-hub","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Generate synthetic FHIR resources and query local versioned health records.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"julesindigo-web/jcf-healthcare-agent-hub","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Generate synthetic FHIR resources and query local versioned health records."],"limitation":"Synthetic/deidentified data only; compliance and clinical support claims unverified; attribute 28 health tools separately.","url":"https://github.com/julesindigo-web/jcf-healthcare-agent-hub","primarySourceURLs":["https://raw.githubusercontent.com/julesindigo-web/jcf-healthcare-agent-hub/master/README.md","https://github.com/julesindigo-web/jcf-healthcare-agent-hub"],"id":"RWE-4356","relevance":{"id":"RWE-4356","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Generate synthetic FHIR resources and query local versioned health records.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/julesindigo-web/jcf-healthcare-agent-hub/master/README.md","https://github.com/julesindigo-web/jcf-healthcare-agent-hub"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"labatt/oscarhealth-provider-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Searches Oscar Health plan provider networks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"labatt/oscarhealth-provider-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Searches Oscar Health plan provider networks."],"limitation":"Five-page tool cap precludes bulk enumeration; directory status not provider quality or definitive coverage.","url":"https://github.com/labatt/oscarhealth-provider-mcp","primarySourceURLs":["https://raw.githubusercontent.com/labatt/oscarhealth-provider-mcp/main/README.md","https://github.com/labatt/oscarhealth-provider-mcp"],"id":"RWE-4357","relevance":{"id":"RWE-4357","decision":"Core","rationale":"Searches Oscar Health plan provider networks. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Searches Oscar Health plan provider networks. Limits: Five-page tool cap precludes bulk enumeration; directory status not provider quality or definitive coverage.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/labatt/oscarhealth-provider-mcp/main/README.md","https://github.com/labatt/oscarhealth-provider-mcp"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"tylergibbs1/backwork-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Medicare coverage-policy and medical-code intelligence retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tylergibbs1/backwork-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medicare coverage-policy and medical-code intelligence retrieval."],"limitation":"Prior-auth/claim/compliance outputs are not binding determinations; preserve workflow-level scope.","url":"https://github.com/tylergibbs1/backwork-mcp","primarySourceURLs":["https://raw.githubusercontent.com/tylergibbs1/backwork-mcp/main/README.md","https://github.com/tylergibbs1/backwork-mcp"],"id":"RWE-4358","relevance":{"id":"RWE-4358","decision":"Core","rationale":"Medicare coverage-policy and medical-code intelligence retrieval. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Medicare coverage-policy and medical-code intelligence retrieval. Limits: Prior-auth/claim/compliance outputs are not binding determinations; preserve workflow-level scope.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tylergibbs1/backwork-mcp/main/README.md","https://github.com/tylergibbs1/backwork-mcp"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"cole-will-i-am/healthledger-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Local record queries, descriptive statistics and trend slopes with uncertainty.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cole-will-i-am/healthledger-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Local record queries, descriptive statistics and trend slopes with uncertainty."],"limitation":"Associations/descriptive trends are not causal findings or diagnoses; multi-person labels require care.","url":"https://github.com/cole-will-i-am/healthledger-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Cole-Will-I-Am/HealthLedger-MCP/main/README.md","https://github.com/Cole-Will-I-Am/HealthLedger-MCP"],"id":"RWE-4359","relevance":{"id":"RWE-4359","decision":"Core","rationale":"Local record queries, descriptive statistics and trend slopes with uncertainty. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Local record queries, descriptive statistics and trend slopes with uncertainty. Limits: Associations/descriptive trends are not causal findings or diagnoses; multi-person labels require care.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Cole-Will-I-Am/HealthLedger-MCP/main/README.md","https://github.com/Cole-Will-I-Am/HealthLedger-MCP"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"sourenghosh/ewars-gcp-mongodb-rapid-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Ingest and analyze multisource outbreak signals and replay historical scenarios.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sourenghosh/ewars-gcp-mongodb-rapid-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Ingest and analyze multisource outbreak signals and replay historical scenarios."],"limitation":"Hackathon system; earlier-warning claim based on replay, not prospective validation.","url":"https://github.com/sourenghosh/ewars-gcp-mongodb-rapid-agent","primarySourceURLs":["https://raw.githubusercontent.com/SourenGhosh/Ewars-GCP-MongoDB-Rapid-Agent/main/readme.md","https://github.com/SourenGhosh/Ewars-GCP-MongoDB-Rapid-Agent"],"id":"RWE-4360","relevance":{"id":"RWE-4360","decision":"Core","rationale":"Ingest and analyze multisource outbreak signals and replay historical scenarios. Health expenditure, outbreak surveillance or occupational injury recordkeeping is explicitly tied to population health/services evidence; causal/legal conclusions are not established.","relevanceBasis":"Ingest and analyze multisource outbreak signals and replay historical scenarios. Limits: Hackathon system; earlier-warning claim based on replay, not prospective validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SourenGhosh/Ewars-GCP-MongoDB-Rapid-Agent/main/readme.md","https://github.com/SourenGhosh/Ewars-GCP-MongoDB-Rapid-Agent"],"reviewGroup":"population-health-services-method"}},{"name":"sihanudayaratna03/medistore-multi-agent-ai","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieves diabetic literature and clinical-document passages with page/paragraph anchors.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sihanudayaratna03/medistore-multi-agent-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieves diabetic literature and clinical-document passages with page/paragraph anchors."],"limitation":"Clinical risk/complication predictions and citation-agent judgments unvalidated.","url":"https://github.com/sihanudayaratna03/medistore-multi-agent-ai","primarySourceURLs":["https://raw.githubusercontent.com/SihanUdayaratna03/MediStore-Multi-Agent-AI/main/README.md","https://github.com/SihanUdayaratna03/MediStore-Multi-Agent-AI"],"id":"RWE-4361","relevance":{"id":"RWE-4361","decision":"Core","rationale":"Retain the documented evidence function: Retrieves diabetic literature and clinical-document passages with page/paragraph anchors. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieves diabetic literature and clinical-document passages with page/paragraph anchors.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sihanudayaratna03/medistore-multi-agent-ai","https://raw.githubusercontent.com/SihanUdayaratna03/MediStore-Multi-Agent-AI/main/README.md","https://github.com/SihanUdayaratna03/MediStore-Multi-Agent-AI"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"andhikapraa/remote-lib-ui-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Searches institution-accessible databases including Scopus, ScienceDirect and Cochrane.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"andhikapraa/remote-lib-ui-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Searches institution-accessible databases including Scopus, ScienceDirect and Cochrane."],"limitation":"User entitlements and site access terms apply; database coverage varies.","url":"https://github.com/andhikapraa/remote-lib-ui-mcp","primarySourceURLs":["https://raw.githubusercontent.com/andhikapraa/remote-lib-ui-mcp/main/README.md","https://github.com/andhikapraa/remote-lib-ui-mcp"],"id":"RWE-4362","relevance":{"id":"RWE-4362","decision":"Core","rationale":"Searches institution-accessible databases including Scopus, ScienceDirect and Cochrane. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Searches institution-accessible databases including Scopus, ScienceDirect and Cochrane. Limits: User entitlements and site access terms apply; database coverage varies.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/andhikapraa/remote-lib-ui-mcp/main/README.md","https://github.com/andhikapraa/remote-lib-ui-mcp"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"megatfarez/thesis-reviewer","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reviews questions-results/method-data/reference consistency across thesis chapters.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"megatfarez/thesis-reviewer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Reviews questions-results/method-data/reference consistency across thesis chapters."],"limitation":"AI critique is not plagiarism, fraud or image-manipulation proof; expert verification required.","url":"https://github.com/megatfarez/thesis-reviewer","primarySourceURLs":["https://raw.githubusercontent.com/megatfarez/thesis-reviewer/main/README.md","https://github.com/megatfarez/thesis-reviewer"],"id":"RWE-4363","relevance":{"id":"RWE-4363","decision":"Core","rationale":"Retain the documented evidence function: Reviews questions-results/method-data/reference consistency across thesis chapters. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviews questions-results/method-data/reference consistency across thesis chapters.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/megatfarez/thesis-reviewer","https://raw.githubusercontent.com/megatfarez/thesis-reviewer/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ypcc/grok-custom-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Crossref/arXiv/DataCite/Semantic Scholar/OpenAlex identifier and reference consistency checks.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ypcc/grok-custom-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Crossref/arXiv/DataCite/Semantic Scholar/OpenAlex identifier and reference consistency checks."],"limitation":"Include scholarly component only; automated mismatch detection requires review.","url":"https://github.com/ypcc/grok-custom-skills","primarySourceURLs":["https://raw.githubusercontent.com/YPCC/grok-custom-skills/main/README.md","https://github.com/YPCC/grok-custom-skills"],"id":"RWE-4364","relevance":{"id":"RWE-4364","decision":"Core","rationale":"Retain the documented evidence function: Crossref/arXiv/DataCite/Semantic Scholar/OpenAlex identifier and reference consistency checks. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Crossref/arXiv/DataCite/Semantic Scholar/OpenAlex identifier and reference consistency checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ypcc/grok-custom-skills","https://raw.githubusercontent.com/YPCC/grok-custom-skills/main/README.md","https://github.com/YPCC/grok-custom-skills"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"labrat-0/academic-paper-scraper","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Searches Semantic Scholar/arXiv, returns metadata/abstracts/DOIs and available PDFs as JSON.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"labrat-0/academic-paper-scraper","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Searches Semantic Scholar/arXiv, returns metadata/abstracts/DOIs and available PDFs as JSON."],"limitation":"Confirm agent packaging if needed; source limits and summaries require checking.","url":"https://github.com/labrat-0/academic-paper-scraper","primarySourceURLs":["https://raw.githubusercontent.com/labrat-0/academic-paper-scraper/main/README.md","https://github.com/labrat-0/academic-paper-scraper"],"id":"RWE-4365","relevance":{"id":"RWE-4365","decision":"Core","rationale":"Retain the documented evidence function: Searches Semantic Scholar/arXiv, returns metadata/abstracts/DOIs and available PDFs as JSON. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Searches Semantic Scholar/arXiv, returns metadata/abstracts/DOIs and available PDFs as JSON.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/labrat-0/academic-paper-scraper","https://raw.githubusercontent.com/labrat-0/academic-paper-scraper/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hwin-agent/sdoh-scout","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Reads FHIR conditions/encounters/coverage and structures social risk context.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hwin-agent/sdoh-scout","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Reads FHIR conditions/encounters/coverage and structures social risk context."],"limitation":"Model-inferred social risk is not validated measurement; auto-referrals require review.","url":"https://github.com/hwin-agent/sdoh-scout","primarySourceURLs":["https://raw.githubusercontent.com/hwin-agent/sdoh-scout/main/README.md","https://github.com/hwin-agent/sdoh-scout"],"id":"RWE-4366","relevance":{"id":"RWE-4366","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Reads FHIR conditions/encounters/coverage and structures social risk context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hwin-agent/sdoh-scout/main/README.md","https://github.com/hwin-agent/sdoh-scout"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"preston/fhir-controller-cli","kind":"MCP component","category":"OMOP & terminology","summary":"Upload synthetic data/terminologies, operate FHIR servers and evaluate CQL libraries.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"preston/fhir-controller-cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Upload synthetic data/terminologies, operate FHIR servers and evaluate CQL libraries."],"limitation":"Includes writes/reset operations; configured server required; no output validation.","url":"https://github.com/preston/fhir-controller-cli","primarySourceURLs":["https://raw.githubusercontent.com/preston/fhir-controller-cli/master/README.md","https://github.com/preston/fhir-controller-cli"],"id":"RWE-4367","relevance":{"id":"RWE-4367","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Upload synthetic data/terminologies, operate FHIR servers and evaluate CQL libraries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/preston/fhir-controller-cli/master/README.md","https://github.com/preston/fhir-controller-cli"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"199-mcp/mcp-phenoage-clock","kind":"MCP component","category":"RWE Data & Analytics","summary":"Calculates Levine PhenoAge from blood biomarkers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"199-mcp/mcp-phenoage-clock","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Calculates Levine PhenoAge from blood biomarkers."],"limitation":"Population-derived score is not an individual lifespan prediction or validated treatment target.","url":"https://github.com/199-mcp/mcp-phenoage-clock","primarySourceURLs":["https://raw.githubusercontent.com/199-mcp/mcp-phenoage-clock/main/README.md","https://github.com/199-mcp/mcp-phenoage-clock"],"id":"RWE-4368","relevance":{"id":"RWE-4368","decision":"Core","rationale":"Calculates Levine PhenoAge from blood biomarkers. The selected component supplies clinical mapping/measurement, cohort/indicator queries, explicit score computation or evidence appraisal/statistical methods, with stated validity limits.","relevanceBasis":"Calculates Levine PhenoAge from blood biomarkers. Limits: Population-derived score is not an individual lifespan prediction or validated treatment target.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/199-mcp/mcp-phenoage-clock/main/README.md","https://github.com/199-mcp/mcp-phenoage-clock"],"reviewGroup":"clinical-data-statistical-method"}},{"name":"ma3u/healthgraph-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Parameterized health overview/recovery/trend queries and Text2Cypher over health graph.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ma3u/healthgraph-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Parameterized health overview/recovery/trend queries and Text2Cypher over health graph."],"limitation":"Longgevity/overtraining interpretations unvalidated; generated queries require care.","url":"https://github.com/ma3u/healthgraph-agent","primarySourceURLs":["https://raw.githubusercontent.com/ma3u/healthgraph-agent/main/README.md","https://github.com/ma3u/healthgraph-agent"],"id":"RWE-4370","relevance":{"id":"RWE-4370","decision":"Core","rationale":"Parameterized health overview/recovery/trend queries and Text2Cypher over health graph. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Parameterized health overview/recovery/trend queries and Text2Cypher over health graph. Limits: Longgevity/overtraining interpretations unvalidated; generated queries require care.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ma3u/healthgraph-agent/main/README.md","https://github.com/ma3u/healthgraph-agent"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"shrikantbhadane/sbb-neo4j-auradb-agent-hackathon-life-pulse","kind":"Research tool","category":"RWE Data & Analytics","summary":"Graph queries and semantic retrieval over historical life expectancy and health spending.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shrikantbhadane/sbb-neo4j-auradb-agent-hackathon-life-pulse","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Graph queries and semantic retrieval over historical life expectancy and health spending."],"limitation":"Kaggle-derived dataset provenance/denominators require review; ecological associations not causal effects.","url":"https://github.com/shrikantbhadane/sbb-neo4j-auradb-agent-hackathon-life-pulse","primarySourceURLs":["https://raw.githubusercontent.com/shrikantbhadane/SBB-Neo4j-AuraDB-Agent-Hackathon-Life-Pulse/main/README.md","https://github.com/shrikantbhadane/SBB-Neo4j-AuraDB-Agent-Hackathon-Life-Pulse"],"id":"RWE-4371","relevance":{"id":"RWE-4371","decision":"Core","rationale":"Graph queries and semantic retrieval over historical life expectancy and health spending. The selected component supplies clinical mapping/measurement, cohort/indicator queries, explicit score computation or evidence appraisal/statistical methods, with stated validity limits.","relevanceBasis":"Graph queries and semantic retrieval over historical life expectancy and health spending. Limits: Kaggle-derived dataset provenance/denominators require review; ecological associations not causal effects.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/shrikantbhadane/SBB-Neo4j-AuraDB-Agent-Hackathon-Life-Pulse/main/README.md","https://github.com/shrikantbhadane/SBB-Neo4j-AuraDB-Agent-Hackathon-Life-Pulse"],"reviewGroup":"clinical-data-statistical-method"}},{"name":"kaveric/clif-mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"Agent-assisted clinical research queries over CLIF datasets.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kaveric/clif-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent-assisted clinical research queries over CLIF datasets."],"limitation":"Requires authorized compatible datasets; synthetic test data not observed evidence.","url":"https://github.com/kaveric/clif-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/kaveriC/clif-mcp-server/main/README.md","https://github.com/kaveriC/clif-mcp-server"],"id":"RWE-4372","relevance":{"id":"RWE-4372","decision":"Core","rationale":"Agent-assisted clinical research queries over CLIF datasets. The selected component supplies clinical mapping/measurement, cohort/indicator queries, explicit score computation or evidence appraisal/statistical methods, with stated validity limits.","relevanceBasis":"Agent-assisted clinical research queries over CLIF datasets. Limits: Requires authorized compatible datasets; synthetic test data not observed evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kaveriC/clif-mcp-server/main/README.md","https://github.com/kaveriC/clif-mcp-server"],"reviewGroup":"clinical-data-statistical-method"}},{"name":"castlen3/ebm-researcher","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PICO-based PubMed searches, evidence screening and structured Chinese reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"castlen3/ebm-researcher","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PICO-based PubMed searches, evidence screening and structured Chinese reports."],"limitation":"Users still must judge study quality; automated review is not comprehensive or independently validated.","url":"https://github.com/castlen3/ebm-researcher","primarySourceURLs":["https://raw.githubusercontent.com/castlen3/ebm-researcher/main/README.md","https://github.com/castlen3/ebm-researcher"],"id":"RWE-4373","relevance":{"id":"RWE-4373","decision":"Core","rationale":"Retain the documented evidence function: PICO-based PubMed searches, evidence screening and structured Chinese reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PICO-based PubMed searches, evidence screening and structured Chinese reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/castlen3/ebm-researcher","https://raw.githubusercontent.com/castlen3/ebm-researcher/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"alisoroushmd/zotero-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Search/create/organize/cite library items, check retractions and map citation graphs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alisoroushmd/zotero-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search/create/organize/cite library items, check retractions and map citation graphs."],"limitation":"Writes change library; OpenAlex key required for analyses; checks not independent claim validation.","url":"https://github.com/alisoroushmd/zotero-mcp","primarySourceURLs":["https://raw.githubusercontent.com/alisoroushmd/zotero-mcp/main/README.md","https://github.com/alisoroushmd/zotero-mcp"],"id":"RWE-4375","relevance":{"id":"RWE-4375","decision":"Core","rationale":"Retain the documented evidence function: Search/create/organize/cite library items, check retractions and map citation graphs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search/create/organize/cite library items, check retractions and map citation graphs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alisoroushmd/zotero-mcp","https://raw.githubusercontent.com/alisoroushmd/zotero-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"luc0-0/pragati","kind":"MCP server","category":"Public health & surveillance","summary":"Creates MCP query definitions from discovered public-health data schemas.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"luc0-0/pragati","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Creates MCP query definitions from discovered public-health data schemas."],"limitation":"Generated tools and statistics require data/method review; self-assembly is not validity assurance.","url":"https://github.com/luc0-0/pragati","primarySourceURLs":["https://raw.githubusercontent.com/Luc0-0/pragati/main/README.md","https://github.com/Luc0-0/pragati"],"id":"RWE-4376","relevance":{"id":"RWE-4376","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Creates MCP query definitions from discovered public-health data schemas.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Luc0-0/pragati/main/README.md","https://github.com/Luc0-0/pragati"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"papagala/mcp-clinical-platform","kind":"MCP server","category":"RWE Data & Analytics","summary":"Combines MCP servers for medical data including race-distribution queries through a gateway.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"papagala/mcp-clinical-platform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Combines MCP servers for medical data including race-distribution queries through a gateway."],"limitation":"Federation is infrastructure; source permissions, demographics definitions and inference limits apply.","url":"https://github.com/papagala/mcp-clinical-platform","primarySourceURLs":["https://raw.githubusercontent.com/papagala/mcp-clinical-platform/main/README.md","https://github.com/papagala/mcp-clinical-platform"],"id":"RWE-4377","relevance":{"id":"RWE-4377","decision":"Core","rationale":"Combines MCP servers for medical data including race-distribution queries through a gateway. The selected component supplies clinical mapping/measurement, cohort/indicator queries, explicit score computation or evidence appraisal/statistical methods, with stated validity limits.","relevanceBasis":"Combines MCP servers for medical data including race-distribution queries through a gateway. Limits: Federation is infrastructure; source permissions, demographics definitions and inference limits apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/papagala/mcp-clinical-platform/main/README.md","https://github.com/papagala/mcp-clinical-platform"],"reviewGroup":"clinical-data-statistical-method"}},{"name":"cdave-droid/weighted-evidence","kind":"Research tool","category":"RWE Data & Analytics","summary":"Risk-of-bias/appraisal support including AMSTAR-2, retraction and reference checks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cdave-droid/weighted-evidence","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Risk-of-bias/appraisal support including AMSTAR-2, retraction and reference checks."],"limitation":"Automated evidence grades/rankings and predatory-journal labels require expert/source verification.","url":"https://github.com/cdave-droid/weighted-evidence","primarySourceURLs":["https://raw.githubusercontent.com/cdave-droid/weighted-evidence/main/README.md","https://github.com/cdave-droid/weighted-evidence"],"id":"RWE-4378","relevance":{"id":"RWE-4378","decision":"Core","rationale":"Risk-of-bias/appraisal support including AMSTAR-2, retraction and reference checks. The selected component supplies clinical mapping/measurement, cohort/indicator queries, explicit score computation or evidence appraisal/statistical methods, with stated validity limits.","relevanceBasis":"Risk-of-bias/appraisal support including AMSTAR-2, retraction and reference checks. Limits: Automated evidence grades/rankings and predatory-journal labels require expert/source verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cdave-droid/weighted-evidence/main/README.md","https://github.com/cdave-droid/weighted-evidence"],"reviewGroup":"clinical-data-statistical-method"}},{"name":"sgharlow/health-pulse","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Queries CMS hospital quality records alongside synthetic FHIR demonstrations.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sgharlow/health-pulse","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Queries CMS hospital quality records alongside synthetic FHIR demonstrations."],"limitation":"Archived/unmaintained; synthetic patients separated, quality measures not causal comparative effectiveness.","url":"https://github.com/sgharlow/health-pulse","primarySourceURLs":["https://raw.githubusercontent.com/sgharlow/health-pulse/master/README.md","https://github.com/sgharlow/health-pulse"],"id":"RWE-4379","relevance":{"id":"RWE-4379","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Queries CMS hospital quality records alongside synthetic FHIR demonstrations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sgharlow/health-pulse/master/README.md","https://github.com/sgharlow/health-pulse"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"u9401066/research-data-explorer","kind":"MCP component","category":"RWE Data & Analytics","summary":"Research dataset intake, EDA, statistical/report tools and handoff artifacts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"u9401066/research-data-explorer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Research dataset intake, EDA, statistical/report tools and handoff artifacts."],"limitation":"Method selection/assumptions and generated analysis require researcher verification.","url":"https://github.com/u9401066/research-data-explorer","primarySourceURLs":["https://raw.githubusercontent.com/u9401066/research-data-explorer/main/README.md","https://github.com/u9401066/research-data-explorer"],"id":"RWE-4380","relevance":{"id":"RWE-4380","decision":"Core","rationale":"Research dataset intake, EDA, statistical/report tools and handoff artifacts. The selected component supplies clinical mapping/measurement, cohort/indicator queries, explicit score computation or evidence appraisal/statistical methods, with stated validity limits.","relevanceBasis":"Research dataset intake, EDA, statistical/report tools and handoff artifacts. Limits: Method selection/assumptions and generated analysis require researcher verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/u9401066/research-data-explorer/main/README.md","https://github.com/u9401066/research-data-explorer"],"reviewGroup":"clinical-data-statistical-method"}},{"name":"nith2212/atlas","kind":"Research tool","category":"Public health & surveillance","summary":"Natural-language indicator queries and structured population-health computations.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nith2212/atlas","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Natural-language indicator queries and structured population-health computations."],"limitation":"Specific source definitions and analytic assumptions constrain comparisons; no causal claim.","url":"https://github.com/nith2212/atlas","primarySourceURLs":["https://raw.githubusercontent.com/nith2212/atlas/main/README.md","https://github.com/nith2212/atlas"],"id":"RWE-4381","relevance":{"id":"RWE-4381","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Natural-language indicator queries and structured population-health computations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nith2212/atlas/main/README.md","https://github.com/nith2212/atlas"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"aliomranih/ambient-patient-companion","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"HealthEx/user FHIR ingestion and queries across FHIR bundles/questionnaires/clinical summaries.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aliomranih/ambient-patient-companion","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["HealthEx/user FHIR ingestion and queries across FHIR bundles/questionnaires/clinical summaries."],"limitation":"Demo data separated; personal interpretations are not clinical evidence or diagnosis.","url":"https://github.com/aliomranih/ambient-patient-companion","primarySourceURLs":["https://raw.githubusercontent.com/aliomraniH/ambient-patient-companion/main/README.md","https://github.com/aliomraniH/ambient-patient-companion"],"id":"RWE-4382","relevance":{"id":"RWE-4382","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"HealthEx/user FHIR ingestion and queries across FHIR bundles/questionnaires/clinical summaries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aliomraniH/ambient-patient-companion/main/README.md","https://github.com/aliomraniH/ambient-patient-companion"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"dzarlax-ai/health_dashboard","kind":"MCP server","category":"RWE Data & Analytics","summary":"Apple Health/HealthKit metric ingestion and MCP database queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dzarlax-ai/health_dashboard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Apple Health/HealthKit metric ingestion and MCP database queries."],"limitation":"Authorized personal use; source completeness/calibration and interpretations require review.","url":"https://github.com/dzarlax-ai/health_dashboard","primarySourceURLs":["https://raw.githubusercontent.com/Dzarlax-AI/health_dashboard/main/README.md","https://github.com/Dzarlax-AI/health_dashboard"],"id":"RWE-4384","relevance":{"id":"RWE-4384","decision":"Core","rationale":"Apple Health/HealthKit metric ingestion and MCP database queries. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Apple Health/HealthKit metric ingestion and MCP database queries. Limits: Authorized personal use; source completeness/calibration and interpretations require review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Dzarlax-AI/health_dashboard/main/README.md","https://github.com/Dzarlax-AI/health_dashboard"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"orangelightening/chronos-health-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Searches and reads health-record libraries with separate administration tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"orangelightening/chronos-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Searches and reads health-record libraries with separate administration tools."],"limitation":"Text conversion/user corpus determine accuracy; access roles are not privacy certification.","url":"https://github.com/orangelightening/chronos-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/orangelightening/Chronos-Health-MCP/main/README.md","https://github.com/orangelightening/Chronos-Health-MCP"],"id":"RWE-4385","relevance":{"id":"RWE-4385","decision":"Core","rationale":"Searches and reads health-record libraries with separate administration tools. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Searches and reads health-record libraries with separate administration tools. Limits: Text conversion/user corpus determine accuracy; access roles are not privacy certification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/orangelightening/Chronos-Health-MCP/main/README.md","https://github.com/orangelightening/Chronos-Health-MCP"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"jamador47/fhirbridge","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"FHIR R4 patient context retrieval.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jamador47/fhirbridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR R4 patient context retrieval."],"limitation":"Production and most-comprehensive claims unverified; authorized backend required.","url":"https://github.com/jamador47/fhirbridge","primarySourceURLs":["https://raw.githubusercontent.com/jamador47/FhirBridge/main/README.md","https://github.com/jamador47/FhirBridge"],"id":"RWE-4387","relevance":{"id":"RWE-4387","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR R4 patient context retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jamador47/FhirBridge/main/README.md","https://github.com/jamador47/FhirBridge"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"myashwanthreddy/trialsage","kind":"Research tool","category":"Trials & Study Design","summary":"Reads full trial eligibility text and screens criterion by criterion through MedBridge tools.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"myashwanthreddy/trialsage","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Reads full trial eligibility text and screens criterion by criterion through MedBridge tools."],"limitation":"Consolidate upstream source dependency; provisional matching not trial eligibility decision.","url":"https://github.com/myashwanthreddy/trialsage","primarySourceURLs":["https://raw.githubusercontent.com/MYASHWANTHREDDY/trialsage/main/README.md","https://github.com/MYASHWANTHREDDY/trialsage"],"id":"RWE-4388","relevance":{"id":"RWE-4388","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Reads full trial eligibility text and screens criterion by criterion through MedBridge tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/MYASHWANTHREDDY/trialsage/main/README.md","https://github.com/MYASHWANTHREDDY/trialsage"],"reviewGroup":"clinical-trial-workflow"}},{"name":"srhtdmrkl/osha-recordkeeping-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Applies cited OSHA 29 CFR 1904 recordkeeping logic with eCFR dates.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"srhtdmrkl/osha-recordkeeping-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Applies cited OSHA 29 CFR 1904 recordkeeping logic with eCFR dates."],"limitation":"Deterministic recommendations are not legal determinations; recordability is not causal attribution.","url":"https://github.com/srhtdmrkl/osha-recordkeeping-mcp","primarySourceURLs":["https://raw.githubusercontent.com/srhtdmrkl/osha-recordkeeping-mcp/main/README.md","https://github.com/srhtdmrkl/osha-recordkeeping-mcp"],"id":"RWE-4389","relevance":{"id":"RWE-4389","decision":"Core","rationale":"Applies cited OSHA 29 CFR 1904 recordkeeping logic with eCFR dates. Health expenditure, outbreak surveillance or occupational injury recordkeeping is explicitly tied to population health/services evidence; causal/legal conclusions are not established.","relevanceBasis":"Applies cited OSHA 29 CFR 1904 recordkeeping logic with eCFR dates. Limits: Deterministic recommendations are not legal determinations; recordability is not causal attribution.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/srhtdmrkl/osha-recordkeeping-mcp/main/README.md","https://github.com/srhtdmrkl/osha-recordkeeping-mcp"],"reviewGroup":"population-health-services-method"}},{"name":"xmartlabs/vytallink","kind":"MCP server","category":"RWE Data & Analytics","summary":"Collects Apple/Google health metrics through MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xmartlabs/vytallink","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Collects Apple/Google health metrics through MCP."],"limitation":"Personal permissions/source completeness apply; secure-access claim untested.","url":"https://github.com/xmartlabs/vytallink","primarySourceURLs":["https://raw.githubusercontent.com/xmartlabs/vytalLink/main/README.md","https://github.com/xmartlabs/vytalLink"],"id":"RWE-4390","relevance":{"id":"RWE-4390","decision":"Core","rationale":"Collects Apple/Google health metrics through MCP. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Collects Apple/Google health metrics through MCP. Limits: Personal permissions/source completeness apply; secure-access claim untested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/xmartlabs/vytalLink/main/README.md","https://github.com/xmartlabs/vytalLink"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"eversonl/garmin-health-mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieves Garmin Connect health metrics.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eversonl/garmin-health-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieves Garmin Connect health metrics."],"limitation":"Authorized account required; agent interpretations unvalidated.","url":"https://github.com/eversonl/garmin-health-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/eversonl/garmin-health-mcp-server/main/README.md","https://github.com/eversonl/garmin-health-mcp-server"],"id":"RWE-4391","relevance":{"id":"RWE-4391","decision":"Core","rationale":"Retrieves Garmin Connect health metrics. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Retrieves Garmin Connect health metrics. Limits: Authorized account required; agent interpretations unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/eversonl/garmin-health-mcp-server/main/README.md","https://github.com/eversonl/garmin-health-mcp-server"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"orellbuehler/bissbilanz","kind":"Research tool","category":"RWE Data & Analytics","summary":"Logs foods, weight/sleep and retrieves descriptive health/nutrition summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"orellbuehler/bissbilanz","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Logs foods, weight/sleep and retrieves descriptive health/nutrition summaries."],"limitation":"Includes writes; dietary/correlation outputs are not causal or clinical conclusions.","url":"https://github.com/orellbuehler/bissbilanz","primarySourceURLs":["https://raw.githubusercontent.com/OrellBuehler/bissbilanz/main/README.md","https://github.com/OrellBuehler/bissbilanz"],"id":"RWE-4392","relevance":{"id":"RWE-4392","decision":"Core","rationale":"Logs foods, weight/sleep and retrieves descriptive health/nutrition summaries. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Logs foods, weight/sleep and retrieves descriptive health/nutrition summaries. Limits: Includes writes; dietary/correlation outputs are not causal or clinical conclusions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/OrellBuehler/bissbilanz/main/README.md","https://github.com/OrellBuehler/bissbilanz"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"jprbom/-health-dashboard-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Queries personal health/biometric observations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jprbom/-health-dashboard-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Queries personal health/biometric observations."],"limitation":"Tracking/insights only; no clinical validation.","url":"https://github.com/jprbom/-health-dashboard-mcp","primarySourceURLs":["https://raw.githubusercontent.com/jprbom/-health-dashboard-mcp/main/README.md","https://github.com/jprbom/-health-dashboard-mcp"],"id":"RWE-4393","relevance":{"id":"RWE-4393","decision":"Core","rationale":"Queries personal health/biometric observations. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Queries personal health/biometric observations. Limits: Tracking/insights only; no clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jprbom/-health-dashboard-mcp/main/README.md","https://github.com/jprbom/-health-dashboard-mcp"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"mbmccormick/functionhealth-mcpb","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieves lab-related data/requisitions and report PDFs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mbmccormick/functionhealth-mcpb","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieves lab-related data/requisitions and report PDFs."],"limitation":"Unofficial connector; account authorization/source permissions and interpretation limits apply.","url":"https://github.com/mbmccormick/functionhealth-mcpb","primarySourceURLs":["https://raw.githubusercontent.com/mbmccormick/functionhealth-mcpb/main/README.md","https://github.com/mbmccormick/functionhealth-mcpb"],"id":"RWE-4394","relevance":{"id":"RWE-4394","decision":"Core","rationale":"Retrieves lab-related data/requisitions and report PDFs. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Retrieves lab-related data/requisitions and report PDFs. Limits: Unofficial connector; account authorization/source permissions and interpretation limits apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mbmccormick/functionhealth-mcpb/main/README.md","https://github.com/mbmccormick/functionhealth-mcpb"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"botkin-health/botkin","kind":"Research tool","category":"RWE Data & Analytics","summary":"Self-hosted medical archive and wearable-context tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"botkin-health/botkin","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Self-hosted medical archive and wearable-context tools."],"limitation":"Engineering setup needed; not medical advice or independently privacy-validated.","url":"https://github.com/botkin-health/botkin","primarySourceURLs":["https://raw.githubusercontent.com/botkin-health/Botkin/main/README.md","https://github.com/botkin-health/Botkin"],"id":"RWE-4395","relevance":{"id":"RWE-4395","decision":"Core","rationale":"Self-hosted medical archive and wearable-context tools. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Self-hosted medical archive and wearable-context tools. Limits: Engineering setup needed; not medical advice or independently privacy-validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/botkin-health/Botkin/main/README.md","https://github.com/botkin-health/Botkin"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"tangggsc/whoop-health-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Analyzes exported Whoop wearable data locally.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tangggsc/whoop-health-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Analyzes exported Whoop wearable data locally."],"limitation":"Export-limited; personal correlations/insights not clinical/causal evidence.","url":"https://github.com/tangggsc/whoop-health-agent","primarySourceURLs":["https://raw.githubusercontent.com/tangggsc/whoop-health-agent/main/README.md","https://github.com/tangggsc/whoop-health-agent"],"id":"RWE-4396","relevance":{"id":"RWE-4396","decision":"Core","rationale":"Analyzes exported Whoop wearable data locally. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Analyzes exported Whoop wearable data locally. Limits: Export-limited; personal correlations/insights not clinical/causal evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tangggsc/whoop-health-agent/main/README.md","https://github.com/tangggsc/whoop-health-agent"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"tanzania2025/women-health-mcp","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"PubMed and ClinicalTrials.gov retrieval with FHIR integration context.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tanzania2025/women-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["PubMed and ClinicalTrials.gov retrieval with FHIR integration context."],"limitation":"Source access is not clinical recommendation validity; count/production claims unverified.","url":"https://github.com/tanzania2025/women-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/tanzania2025/women-health-mcp/main/README.md","https://github.com/tanzania2025/women-health-mcp"],"id":"RWE-4397","relevance":{"id":"RWE-4397","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"PubMed and ClinicalTrials.gov retrieval with FHIR integration context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tanzania2025/women-health-mcp/main/README.md","https://github.com/tanzania2025/women-health-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"harperreed/health","kind":"MCP component","category":"RWE Data & Analytics","summary":"Tracks twenty-five metric types with wearable import/synchronization.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"harperreed/health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Tracks twenty-five metric types with wearable import/synchronization."],"limitation":"Some provider imports bypass value plausibility checks; not clinical data validation.","url":"https://github.com/harperreed/health","primarySourceURLs":["https://raw.githubusercontent.com/harperreed/health/main/README.md","https://github.com/harperreed/health"],"id":"RWE-4398","relevance":{"id":"RWE-4398","decision":"Core","rationale":"Tracks twenty-five metric types with wearable import/synchronization. The selected function retrieves clinical records/measurements, healthcare references or scholarly evidence, providing explicit health-research data access without validating interpretations.","relevanceBasis":"Tracks twenty-five metric types with wearable import/synchronization. Limits: Some provider imports bypass value plausibility checks; not clinical data validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/harperreed/health/main/README.md","https://github.com/harperreed/health"],"reviewGroup":"clinical-data-evidence-access"}},{"name":"benasja/health-context","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reads zipped exports, identifies reliable metric periods and avoids duplicate step aggregation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"benasja/health-context","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Reads zipped exports, identifies reliable metric periods and avoids duplicate step aggregation."],"limitation":"Descriptive analysis only; reliability rules/aggregation need validation against export provenance.","url":"https://github.com/benasja/health-context","primarySourceURLs":["https://raw.githubusercontent.com/benasja/health-context/main/README.md","https://github.com/benasja/health-context"],"id":"RWE-4399","relevance":{"id":"RWE-4399","decision":"Core","rationale":"Reads zipped exports, identifies reliable metric periods and avoids duplicate step aggregation. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Reads zipped exports, identifies reliable metric periods and avoids duplicate step aggregation. Limits: Descriptive analysis only; reliability rules/aggregation need validation against export provenance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/benasja/health-context/main/README.md","https://github.com/benasja/health-context"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"trenerok/oura-mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"Oura wearable records through thirty-seven advertised tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"trenerok/oura-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Oura wearable records through thirty-seven advertised tools."],"limitation":"Sandbox must be distinguished from live data; no clinical interpretation guarantee.","url":"https://github.com/trenerok/oura-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/trenerok/oura-mcp-server/main/README.md","https://github.com/trenerok/oura-mcp-server"],"id":"RWE-4400","relevance":{"id":"RWE-4400","decision":"Core","rationale":"Oura wearable records through thirty-seven advertised tools. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Oura wearable records through thirty-seven advertised tools. Limits: Sandbox must be distinguished from live data; no clinical interpretation guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/trenerok/oura-mcp-server/main/README.md","https://github.com/trenerok/oura-mcp-server"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"startripai/health-data-bricks","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Unified health data with bidirectional FHIR R4 conversion and MCP tools.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"startripai/health-data-bricks","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Unified health data with bidirectional FHIR R4 conversion and MCP tools."],"limitation":"Configured sources and transformation validity require review; not privacy certification.","url":"https://github.com/startripai/health-data-bricks","primarySourceURLs":["https://raw.githubusercontent.com/StartripAI/health-data-bricks/main/README.md","https://github.com/StartripAI/health-data-bricks"],"id":"RWE-4401","relevance":{"id":"RWE-4401","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Unified health data with bidirectional FHIR R4 conversion and MCP tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/StartripAI/health-data-bricks/main/README.md","https://github.com/StartripAI/health-data-bricks"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"elkimek/get-based","kind":"Research tool","category":"RWE Data & Analytics","summary":"Health record aggregation and agent analysis with source-aware data controls.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"elkimek/get-based","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Health record aggregation and agent analysis with source-aware data controls."],"limitation":"Biology scores/tips are unvalidated; remote AI destinations require configured permissions.","url":"https://github.com/elkimek/get-based","primarySourceURLs":["https://raw.githubusercontent.com/elkimek/get-based/main/README.md","https://github.com/elkimek/get-based"],"id":"RWE-4402","relevance":{"id":"RWE-4402","decision":"Core","rationale":"Health record aggregation and agent analysis with source-aware data controls. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Health record aggregation and agent analysis with source-aware data controls. Limits: Biology scores/tips are unvalidated; remote AI destinations require configured permissions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/elkimek/get-based/main/README.md","https://github.com/elkimek/get-based"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"borisbw/claude-fitness-cn","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reads watch/training exports with COROS integration guidance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"borisbw/claude-fitness-cn","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Reads watch/training exports with COROS integration guidance."],"limitation":"Published dashboard uses synthetic data; tool mapping/client changes and coaching validity need care.","url":"https://github.com/borisbw/claude-fitness-cn","primarySourceURLs":["https://raw.githubusercontent.com/BorisBW/claude-fitness-cn/main/README.md","https://github.com/BorisBW/claude-fitness-cn"],"id":"RWE-4403","relevance":{"id":"RWE-4403","decision":"Core","rationale":"Reads watch/training exports with COROS integration guidance. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Reads watch/training exports with COROS integration guidance. Limits: Published dashboard uses synthetic data; tool mapping/client changes and coaching validity need care.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/BorisBW/claude-fitness-cn/main/README.md","https://github.com/BorisBW/claude-fitness-cn"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"a1c-ai-agent/sally-skills","kind":"MCP component","category":"Biomedical & Bioinformatics","summary":"Retrieve wearable/CGM biomarkers and metabolic time-series summaries.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"a1c-ai-agent/sally-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Retrieve wearable/CGM biomarkers and metabolic time-series summaries."],"limitation":"Paid authenticated iOS-linked service; x-ray and risk-score tools planned, advice/interpretation unvalidated.","url":"https://github.com/a1c-ai-agent/sally-skills","primarySourceURLs":["https://raw.githubusercontent.com/a1c-ai-agent/sally-skills/main/README.md","https://github.com/a1c-ai-agent/sally-skills"],"id":"RWE-4404","relevance":{"id":"RWE-4404","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Retrieve wearable/CGM biomarkers and metabolic time-series summaries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/a1c-ai-agent/sally-skills/main/README.md","https://github.com/a1c-ai-agent/sally-skills"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"sabatech-dev/huawei-health-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieve Huawei wearable health measurements through OAuth-backed adapter.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sabatech-dev/huawei-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve Huawei wearable health measurements through OAuth-backed adapter."],"limitation":"Reported tests mocked and only compile/tool status demonstrated; live service access not verified.","url":"https://github.com/sabatech-dev/huawei-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/SabaTech-dev/huawei-health-mcp/main/README.md","https://github.com/SabaTech-dev/huawei-health-mcp"],"id":"RWE-4405","relevance":{"id":"RWE-4405","decision":"Core","rationale":"Retrieve Huawei wearable health measurements through OAuth-backed adapter. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Retrieve Huawei wearable health measurements through OAuth-backed adapter. Limits: Reported tests mocked and only compile/tool status demonstrated; live service access not verified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SabaTech-dev/huawei-health-mcp/main/README.md","https://github.com/SabaTech-dev/huawei-health-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"tyler-irving/garmin-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Reads Garmin health/training and optionally creates account data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tyler-irving/garmin-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Reads Garmin health/training and optionally creates account data."],"limitation":"GARMIN_WRITE_ENABLED enables mutations; no validated readiness/training advice.","url":"https://github.com/tyler-irving/garmin-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Tyler-Irving/garmin-mcp/main/README.md","https://github.com/Tyler-Irving/garmin-mcp"],"id":"RWE-4406","relevance":{"id":"RWE-4406","decision":"Core","rationale":"Reads Garmin health/training and optionally creates account data. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Reads Garmin health/training and optionally creates account data. Limits: GARMIN_WRITE_ENABLED enables mutations; no validated readiness/training advice.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Tyler-Irving/garmin-mcp/main/README.md","https://github.com/Tyler-Irving/garmin-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"googlarz/health-skill","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Combines labs, medications, training/sleep/family history and portal FHIR imports.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"googlarz/health-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Combines labs, medications, training/sleep/family history and portal FHIR imports."],"limitation":"Personal analysis/longgevity advice not validated; retain data provenance and consent scope.","url":"https://github.com/googlarz/health-skill","primarySourceURLs":["https://raw.githubusercontent.com/googlarz/health-skill/main/README.md","https://github.com/googlarz/health-skill"],"id":"RWE-4407","relevance":{"id":"RWE-4407","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Combines labs, medications, training/sleep/family history and portal FHIR imports.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/googlarz/health-skill/main/README.md","https://github.com/googlarz/health-skill"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"tonyazhuuki/wearable-analysis-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Hypothesis-driven wearable analysis linked to prior literature.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tonyazhuuki/wearable-analysis-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Hypothesis-driven wearable analysis linked to prior literature."],"limitation":"Individual causal conclusions require suitable study design/confounding controls; skill is not validation.","url":"https://github.com/tonyazhuuki/wearable-analysis-skill","primarySourceURLs":["https://raw.githubusercontent.com/tonyazhuuki/wearable-analysis-skill/main/README.md","https://github.com/tonyazhuuki/wearable-analysis-skill"],"id":"RWE-4408","relevance":{"id":"RWE-4408","decision":"Core","rationale":"Retain the documented evidence function: Hypothesis-driven wearable analysis linked to prior literature. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Hypothesis-driven wearable analysis linked to prior literature.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tonyazhuuki/wearable-analysis-skill","https://raw.githubusercontent.com/tonyazhuuki/wearable-analysis-skill/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rlacombe/switchback-running","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reads connected training/wellness data and retrieves exercise-science guidance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rlacombe/switchback-running","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Reads connected training/wellness data and retrieves exercise-science guidance."],"limitation":"Training plans not validated health interventions; source/provider coverage varies.","url":"https://github.com/rlacombe/switchback-running","primarySourceURLs":["https://raw.githubusercontent.com/rlacombe/switchback-running/main/README.md","https://github.com/rlacombe/switchback-running"],"id":"RWE-4409","relevance":{"id":"RWE-4409","decision":"Core","rationale":"Reads connected training/wellness data and retrieves exercise-science guidance. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Reads connected training/wellness data and retrieves exercise-science guidance. Limits: Training plans not validated health interventions; source/provider coverage varies.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rlacombe/switchback-running/main/README.md","https://github.com/rlacombe/switchback-running"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"googlarz/pollen","kind":"Research tool","category":"RWE Data & Analytics","summary":"Combines personal symptom logs with pollen/hay-fever context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"googlarz/pollen","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Combines personal symptom logs with pollen/hay-fever context."],"limitation":"Learned triggers are associations, not confirmed allergy diagnosis or causality.","url":"https://github.com/googlarz/pollen","primarySourceURLs":["https://raw.githubusercontent.com/googlarz/pollen/main/README.md","https://github.com/googlarz/pollen"],"id":"RWE-4410","relevance":{"id":"RWE-4410","decision":"Core","rationale":"Combines personal symptom logs with pollen/hay-fever context. The documented function explicitly supplies health-exposure context, population surveys/access, clinical analysis datasets or causal/statistical methods; inference and measurement limitations remain.","relevanceBasis":"Combines personal symptom logs with pollen/hay-fever context. Limits: Learned triggers are associations, not confirmed allergy diagnosis or causality.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/googlarz/pollen/main/README.md","https://github.com/googlarz/pollen"],"reviewGroup":"population-clinical-research-method"}},{"name":"juliettemorrell/lab-intelligence-mcp","kind":"MCP component","category":"Biomedical & Bioinformatics","summary":"Ingests labs/wearables/genomics and maps toward LOINC/FHIR.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"juliettemorrell/lab-intelligence-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Ingests labs/wearables/genomics and maps toward LOINC/FHIR."],"limitation":"Functional-medicine interpretation is unvalidated; include normalization/data-access component only.","url":"https://github.com/juliettemorrell/lab-intelligence-mcp","primarySourceURLs":["https://raw.githubusercontent.com/juliettemorrell/lab-intelligence-mcp/main/README.md","https://github.com/juliettemorrell/lab-intelligence-mcp"],"id":"RWE-4411","relevance":{"id":"RWE-4411","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Ingests labs/wearables/genomics and maps toward LOINC/FHIR.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/juliettemorrell/lab-intelligence-mcp/main/README.md","https://github.com/juliettemorrell/lab-intelligence-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"betterness/betterness-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Wearable, biomarker and lab-result queries through hosted tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"betterness/betterness-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Wearable, biomarker and lab-result queries through hosted tools."],"limitation":"Also includes lab ordering/actions; entitlements and authorization apply, health intelligence unvalidated.","url":"https://github.com/betterness/betterness-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Betterness/betterness-mcp/main/README.md","https://github.com/Betterness/betterness-mcp"],"id":"RWE-4412","relevance":{"id":"RWE-4412","decision":"Core","rationale":"Wearable, biomarker and lab-result queries through hosted tools. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Wearable, biomarker and lab-result queries through hosted tools. Limits: Also includes lab ordering/actions; entitlements and authorization apply, health intelligence unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Betterness/betterness-mcp/main/README.md","https://github.com/Betterness/betterness-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"genetrix16/health-connect-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Steps, calories, sleep, heart rate and distance from compatible device apps.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"genetrix16/health-connect-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Steps, calories, sleep, heart rate and distance from compatible device apps."],"limitation":"Read permissions and upstream accuracy apply; not clinical validation.","url":"https://github.com/genetrix16/health-connect-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Genetrix16/health-connect-mcp/main/README.md","https://github.com/Genetrix16/health-connect-mcp"],"id":"RWE-4413","relevance":{"id":"RWE-4413","decision":"Core","rationale":"Steps, calories, sleep, heart rate and distance from compatible device apps. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Steps, calories, sleep, heart rate and distance from compatible device apps. Limits: Read permissions and upstream accuracy apply; not clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Genetrix16/health-connect-mcp/main/README.md","https://github.com/Genetrix16/health-connect-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"assopollaccio89/personal-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Access fitness data via health-mcp component.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"assopollaccio89/personal-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Access fitness data via health-mcp component."],"limitation":"Thin top-level documentation; nutrition and other personal services are separate; upstream open-wearables attribution needed.","url":"https://github.com/assopollaccio89/personal-mcp","primarySourceURLs":["https://raw.githubusercontent.com/assopollaccio89/personal-mcp/main/README.md","https://github.com/assopollaccio89/personal-mcp"],"id":"RWE-4414","relevance":{"id":"RWE-4414","decision":"Core","rationale":"Access fitness data via health-mcp component. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Access fitness data via health-mcp component. Limits: Thin top-level documentation; nutrition and other personal services are separate; upstream open-wearables attribution needed.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/assopollaccio89/personal-mcp/main/README.md","https://github.com/assopollaccio89/personal-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"carainc/n8n-mcp-server","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Agent access to configured Athenahealth/Canvas/eClinicalWorks FHIR workflows.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"carainc/n8n-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Agent access to configured Athenahealth/Canvas/eClinicalWorks FHIR workflows."],"limitation":"One orchestration collection; actual node/backend credentials and workflow safety require verification.","url":"https://github.com/carainc/n8n-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/carainc/n8n-mcp-server/main/README.md","https://github.com/carainc/n8n-mcp-server"],"id":"RWE-4415","relevance":{"id":"RWE-4415","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Agent access to configured Athenahealth/Canvas/eClinicalWorks FHIR workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/carainc/n8n-mcp-server/main/README.md","https://github.com/carainc/n8n-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"8tp/vitals-command-center","kind":"Research tool","category":"RWE Data & Analytics","summary":"Consolidates wearable records and provides read-only remote assistant queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"8tp/vitals-command-center","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Consolidates wearable records and provides read-only remote assistant queries."],"limitation":"Readiness/coaching scores unvalidated; local versus remote write surfaces differ.","url":"https://github.com/8tp/vitals-command-center","primarySourceURLs":["https://raw.githubusercontent.com/8tp/Vitals-Command-Center/main/README.md","https://github.com/8tp/Vitals-Command-Center"],"id":"RWE-4416","relevance":{"id":"RWE-4416","decision":"Core","rationale":"Consolidates wearable records and provides read-only remote assistant queries. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Consolidates wearable records and provides read-only remote assistant queries. Limits: Readiness/coaching scores unvalidated; local versus remote write surfaces differ.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/8tp/Vitals-Command-Center/main/README.md","https://github.com/8tp/Vitals-Command-Center"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"naveenraj-g/fhir","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"FHIR R4 API endpoints auto-exposed through FastMCP with caller JWT forwarding.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"naveenraj-g/fhir","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR R4 API endpoints auto-exposed through FastMCP with caller JWT forwarding."],"limitation":"Auto-generated tools include endpoint capabilities; authentication/schema support not clinical validation.","url":"https://github.com/naveenraj-g/fhir","primarySourceURLs":["https://raw.githubusercontent.com/naveenraj-g/fhir/main/README.md","https://github.com/naveenraj-g/fhir"],"id":"RWE-4417","relevance":{"id":"RWE-4417","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR R4 API endpoints auto-exposed through FastMCP with caller JWT forwarding.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/naveenraj-g/fhir/main/README.md","https://github.com/naveenraj-g/fhir"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"akhimass/coachclaw","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reads Apple Health/Whoop/Garmin/Oura/lab context via upstream tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"akhimass/coachclaw","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Reads Apple Health/Whoop/Garmin/Oura/lab context via upstream tools."],"limitation":"Synthetic persona fallback must be disclosed; workout/diet recommendations unvalidated.","url":"https://github.com/akhimass/coachclaw","primarySourceURLs":["https://raw.githubusercontent.com/akhimass/CoachClaw/main/README.md","https://github.com/akhimass/CoachClaw"],"id":"RWE-4418","relevance":{"id":"RWE-4418","decision":"Core","rationale":"Reads Apple Health/Whoop/Garmin/Oura/lab context via upstream tools. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Reads Apple Health/Whoop/Garmin/Oura/lab context via upstream tools. Limits: Synthetic persona fallback must be disclosed; workout/diet recommendations unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/akhimass/CoachClaw/main/README.md","https://github.com/akhimass/CoachClaw"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"alecpritzos/daily-vitals","kind":"Research tool","category":"RWE Data & Analytics","summary":"Garmin-derived patterns, trends and supplement/context associations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alecpritzos/daily-vitals","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin-derived patterns, trends and supplement/context associations."],"limitation":"Correlation not causation; recovery/pattern alerts not clinical recommendations.","url":"https://github.com/alecpritzos/daily-vitals","primarySourceURLs":["https://raw.githubusercontent.com/alecpritzos/daily-vitals/main/README.md","https://github.com/alecpritzos/daily-vitals"],"id":"RWE-4419","relevance":{"id":"RWE-4419","decision":"Core","rationale":"Garmin-derived patterns, trends and supplement/context associations. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Garmin-derived patterns, trends and supplement/context associations. Limits: Correlation not causation; recovery/pattern alerts not clinical recommendations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/alecpritzos/daily-vitals/main/README.md","https://github.com/alecpritzos/daily-vitals"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"nicofirst1/premura","kind":"Research tool","category":"RWE Data & Analytics","summary":"Imports health data into a local encrypted warehouse with source-linked research context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nicofirst1/premura","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Imports health data into a local encrypted warehouse with source-linked research context."],"limitation":"Encryption/anti-hallucination claims unverified; personal associations not clinical conclusions.","url":"https://github.com/nicofirst1/premura","primarySourceURLs":["https://raw.githubusercontent.com/nicofirst1/premura/master/README.md","https://github.com/nicofirst1/premura"],"id":"RWE-4420","relevance":{"id":"RWE-4420","decision":"Core","rationale":"Imports health data into a local encrypted warehouse with source-linked research context. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Imports health data into a local encrypted warehouse with source-linked research context. Limits: Encryption/anti-hallucination claims unverified; personal associations not clinical conclusions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nicofirst1/premura/master/README.md","https://github.com/nicofirst1/premura"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"joyboseroy/ideaforge","kind":"Research tool","category":"RWE Data & Analytics","summary":"arXiv prior-art search and structured knowledge-graph analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"joyboseroy/ideaforge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["arXiv prior-art search and structured knowledge-graph analysis."],"limitation":"Generated patent claims and innovation assessments require expert/legal review.","url":"https://github.com/joyboseroy/ideaforge","primarySourceURLs":["https://raw.githubusercontent.com/joyboseroy/ideaforge/main/README.md","https://github.com/joyboseroy/ideaforge"],"id":"RWE-4421","relevance":{"id":"RWE-4421","decision":"Core","rationale":"arXiv prior-art search and structured knowledge-graph analysis. The selected function retrieves or extracts scholarly/clinical/policy source evidence; synthesis and citation checks do not establish validity or completeness.","relevanceBasis":"arXiv prior-art search and structured knowledge-graph analysis. Limits: Generated patent claims and innovation assessments require expert/legal review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/joyboseroy/ideaforge/main/README.md","https://github.com/joyboseroy/ideaforge"],"reviewGroup":"scholarly-clinical-evidence-retrieval"}},{"name":"puginarug/healthpilot","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Tavily searches restricted to USDA/NIH/PubMed and academic sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"puginarug/healthpilot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Tavily searches restricted to USDA/NIH/PubMed and academic sources."],"limitation":"Web filtering does not guarantee complete academic retrieval or correct recommendations.","url":"https://github.com/puginarug/healthpilot","primarySourceURLs":["https://raw.githubusercontent.com/puginarug/HealthPilot/main/README.md","https://github.com/puginarug/HealthPilot"],"id":"RWE-4422","relevance":{"id":"RWE-4422","decision":"Core","rationale":"Retain the documented evidence function: Tavily searches restricted to USDA/NIH/PubMed and academic sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Tavily searches restricted to USDA/NIH/PubMed and academic sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/puginarug/healthpilot","https://raw.githubusercontent.com/puginarug/HealthPilot/main/README.md","https://github.com/puginarug/HealthPilot"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zilet/cairn","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reads labs, lifting/training and nutrition context for agent queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zilet/cairn","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Reads labs, lifting/training and nutrition context for agent queries."],"limitation":"Generated diet/training directives and citations require verification; no validated health benefit.","url":"https://github.com/zilet/cairn","primarySourceURLs":["https://raw.githubusercontent.com/zilet/cairn/main/README.md","https://github.com/zilet/cairn"],"id":"RWE-4423","relevance":{"id":"RWE-4423","decision":"Core","rationale":"Reads labs, lifting/training and nutrition context for agent queries. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Reads labs, lifting/training and nutrition context for agent queries. Limits: Generated diet/training directives and citations require verification; no validated health benefit.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zilet/cairn/main/README.md","https://github.com/zilet/cairn"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"chiam-ck/nutritrace-bridge","kind":"MCP server","category":"RWE Data & Analytics","summary":"Reads/writes self-hosted nutrition data via MCP/REST/n8n.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chiam-ck/nutritrace-bridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Reads/writes self-hosted nutrition data via MCP/REST/n8n."],"limitation":"Mutations alter records; nutrient and statistical validity depend on supplied data.","url":"https://github.com/chiam-ck/nutritrace-bridge","primarySourceURLs":["https://raw.githubusercontent.com/chiam-ck/nutritrace-bridge/main/README.md","https://github.com/chiam-ck/nutritrace-bridge"],"id":"RWE-4424","relevance":{"id":"RWE-4424","decision":"Core","rationale":"Reads/writes self-hosted nutrition data via MCP/REST/n8n. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Reads/writes self-hosted nutrition data via MCP/REST/n8n. Limits: Mutations alter records; nutrient and statistical validity depend on supplied data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/chiam-ck/nutritrace-bridge/main/README.md","https://github.com/chiam-ck/nutritrace-bridge"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"lukaisailovic/health-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Stores and queries nutrition, biomarkers and wearable records with read/write tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lukaisailovic/health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Stores and queries nutrition, biomarkers and wearable records with read/write tools."],"limitation":"Agent parsing and observations require verification; no clinical efficacy inference.","url":"https://github.com/lukaisailovic/health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/lukaisailovic/health-mcp/main/README.md","https://github.com/lukaisailovic/health-mcp"],"id":"RWE-4425","relevance":{"id":"RWE-4425","decision":"Core","rationale":"Stores and queries nutrition, biomarkers and wearable records with read/write tools. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Stores and queries nutrition, biomarkers and wearable records with read/write tools. Limits: Agent parsing and observations require verification; no clinical efficacy inference.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/lukaisailovic/health-mcp/main/README.md","https://github.com/lukaisailovic/health-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"docstream-oficial/vitals","kind":"MCP component","category":"RWE Data & Analytics","summary":"Queries sleep/health metric records through nine tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"docstream-oficial/vitals","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Queries sleep/health metric records through nine tools."],"limitation":"Screenshots/demo entirely synthetic; healthspan/coaching scores unvalidated and actual device data depend on configuration.","url":"https://github.com/docstream-oficial/vitals","primarySourceURLs":["https://raw.githubusercontent.com/DocStream-Oficial/vitals/main/README.md","https://github.com/DocStream-Oficial/vitals"],"id":"RWE-4426","relevance":{"id":"RWE-4426","decision":"Core","rationale":"Queries sleep/health metric records through nine tools. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Queries sleep/health metric records through nine tools. Limits: Screenshots/demo entirely synthetic; healthspan/coaching scores unvalidated and actual device data depend on configuration.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DocStream-Oficial/vitals/main/README.md","https://github.com/DocStream-Oficial/vitals"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"jorgeschnura/google-health-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Reads Fitbit/Wear OS sleep, heart/respiratory metrics, workouts and other signals.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jorgeschnura/google-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Reads Fitbit/Wear OS sleep, heart/respiratory metrics, workouts and other signals."],"limitation":"Recovery score is a proxy, not validated Fitbit/clinical score; source permissions apply.","url":"https://github.com/jorgeschnura/google-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/jorgeschnura/google-health-mcp/main/README.md","https://github.com/jorgeschnura/google-health-mcp"],"id":"RWE-4427","relevance":{"id":"RWE-4427","decision":"Core","rationale":"Reads Fitbit/Wear OS sleep, heart/respiratory metrics, workouts and other signals. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Reads Fitbit/Wear OS sleep, heart/respiratory metrics, workouts and other signals. Limits: Recovery score is a proxy, not validated Fitbit/clinical score; source permissions apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jorgeschnura/google-health-mcp/main/README.md","https://github.com/jorgeschnura/google-health-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"alfoldimate/dragent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Normalize Garmin/Withings, Hungarian health records and AncestryDNA for analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alfoldimate/dragent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Normalize Garmin/Withings, Hungarian health records and AncestryDNA for analysis."],"limitation":"One-person setup; plans/genetic interpretations unvalidated; personal credentials/data required.","url":"https://github.com/alfoldimate/dragent","primarySourceURLs":["https://raw.githubusercontent.com/AlfoldiMate/DrAgent/main/README.md","https://github.com/AlfoldiMate/DrAgent"],"id":"RWE-4428","relevance":{"id":"RWE-4428","decision":"Core","rationale":"Normalize Garmin/Withings, Hungarian health records and AncestryDNA for analysis. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Normalize Garmin/Withings, Hungarian health records and AncestryDNA for analysis. Limits: One-person setup; plans/genetic interpretations unvalidated; personal credentials/data required.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AlfoldiMate/DrAgent/main/README.md","https://github.com/AlfoldiMate/DrAgent"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"erswatiaggarwal/heathcareagent","kind":"MCP server","category":"RWE Data & Analytics","summary":"Six wearable MCP tools and source-cited retrieval over uploaded PDFs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"erswatiaggarwal/heathcareagent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Six wearable MCP tools and source-cited retrieval over uploaded PDFs."],"limitation":"Prototype explicitly not HIPAA-compliant or clinically validated; guideline evaluations need expert checks.","url":"https://github.com/erswatiaggarwal/heathcareagent","primarySourceURLs":["https://raw.githubusercontent.com/erswatiaggarwal/HeathCareAgent/main/README.md","https://github.com/erswatiaggarwal/HeathCareAgent"],"id":"RWE-4429","relevance":{"id":"RWE-4429","decision":"Core","rationale":"Six wearable MCP tools and source-cited retrieval over uploaded PDFs. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Six wearable MCP tools and source-cited retrieval over uploaded PDFs. Limits: Prototype explicitly not HIPAA-compliant or clinically validated; guideline evaluations need expert checks.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/erswatiaggarwal/HeathCareAgent/main/README.md","https://github.com/erswatiaggarwal/HeathCareAgent"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"andypduk/whoop-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Whoop OAuth-backed health/training retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"andypduk/whoop-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Whoop OAuth-backed health/training retrieval."],"limitation":"Local tokens and source completeness matter; no clinical validity claim.","url":"https://github.com/andypduk/whoop-mcp","primarySourceURLs":["https://raw.githubusercontent.com/andypduk/whoop-mcp/main/README.md","https://github.com/andypduk/whoop-mcp"],"id":"RWE-4431","relevance":{"id":"RWE-4431","decision":"Core","rationale":"Whoop OAuth-backed health/training retrieval. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Whoop OAuth-backed health/training retrieval. Limits: Local tokens and source completeness matter; no clinical validity claim.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/andypduk/whoop-mcp/main/README.md","https://github.com/andypduk/whoop-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"senoj100-alt/onehealth_mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Unified personal health/fitness/nutrition/wearable-source access.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"senoj100-alt/onehealth_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Unified personal health/fitness/nutrition/wearable-source access."],"limitation":"Per-user authorization required; source adapters and analytical validity vary.","url":"https://github.com/senoj100-alt/onehealth_mcp","primarySourceURLs":["https://raw.githubusercontent.com/senoj100-alt/OneHealth_MCP/main/README.md","https://github.com/senoj100-alt/OneHealth_MCP"],"id":"RWE-4432","relevance":{"id":"RWE-4432","decision":"Core","rationale":"Unified personal health/fitness/nutrition/wearable-source access. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Unified personal health/fitness/nutrition/wearable-source access. Limits: Per-user authorization required; source adapters and analytical validity vary.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/senoj100-alt/OneHealth_MCP/main/README.md","https://github.com/senoj100-alt/OneHealth_MCP"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"bewithkhan/sentinel-clinical-triage-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieve clinical guideline context and calculate screening score from typed inputs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bewithkhan/sentinel-clinical-triage-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve clinical guideline context and calculate screening score from typed inputs."],"limitation":"Bundled synthetic cases; no external data feeds or prospective clinical validation.","url":"https://github.com/bewithkhan/sentinel-clinical-triage-agent","primarySourceURLs":["https://raw.githubusercontent.com/bewithkhan/sentinel-clinical-triage-agent/main/README.md","https://github.com/bewithkhan/sentinel-clinical-triage-agent"],"id":"RWE-4434","relevance":{"id":"RWE-4434","decision":"Core","rationale":"Retrieve clinical guideline context and calculate screening score from typed inputs. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Retrieve clinical guideline context and calculate screening score from typed inputs. Limits: Bundled synthetic cases; no external data feeds or prospective clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bewithkhan/sentinel-clinical-triage-agent/main/README.md","https://github.com/bewithkhan/sentinel-clinical-triage-agent"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"cryptoyoginya/harness-health-engineering","kind":"Research tool","category":"RWE Data & Analytics","summary":"Records health signals, source notes and personal experiment/verdict workflows.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cryptoyoginya/harness-health-engineering","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Records health signals, source notes and personal experiment/verdict workflows."],"limitation":"N-of-1 conclusions require valid design/confounding controls; model verdicts not causal proof.","url":"https://github.com/cryptoyoginya/harness-health-engineering","primarySourceURLs":["https://raw.githubusercontent.com/cryptoyoginya/harness-health-engineering/main/README.md","https://github.com/cryptoyoginya/harness-health-engineering"],"id":"RWE-4435","relevance":{"id":"RWE-4435","decision":"Core","rationale":"Records health signals, source notes and personal experiment/verdict workflows. The documented function explicitly supplies health-exposure context, population surveys/access, clinical analysis datasets or causal/statistical methods; inference and measurement limitations remain.","relevanceBasis":"Records health signals, source notes and personal experiment/verdict workflows. Limits: N-of-1 conclusions require valid design/confounding controls; model verdicts not causal proof.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cryptoyoginya/harness-health-engineering/main/README.md","https://github.com/cryptoyoginya/harness-health-engineering"],"reviewGroup":"population-clinical-research-method"}},{"name":"bank3005-jpg/leanloop-for-garmin","kind":"MCP server","category":"RWE Data & Analytics","summary":"Reads Garmin health/training through grouped MCP tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bank3005-jpg/leanloop-for-garmin","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Reads Garmin health/training through grouped MCP tools."],"limitation":"README tool counts conflict (21/23); coaching and recovery metrics unvalidated.","url":"https://github.com/bank3005-jpg/leanloop-for-garmin","primarySourceURLs":["https://raw.githubusercontent.com/bank3005-jpg/LeanLoop-for-Garmin/main/README.md","https://github.com/bank3005-jpg/LeanLoop-for-Garmin"],"id":"RWE-4436","relevance":{"id":"RWE-4436","decision":"Core","rationale":"Reads Garmin health/training through grouped MCP tools. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Reads Garmin health/training through grouped MCP tools. Limits: README tool counts conflict (21/23); coaching and recovery metrics unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bank3005-jpg/LeanLoop-for-Garmin/main/README.md","https://github.com/bank3005-jpg/LeanLoop-for-Garmin"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"realemmetts/google-health-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Queries Google Health data with explicit audit-logged mutations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"realemmetts/google-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Queries Google Health data with explicit audit-logged mutations."],"limitation":"Personal deployment and account authorization; not a public shared endpoint or clinical validation.","url":"https://github.com/realemmetts/google-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/RealEmmettS/Google-Health-MCP/main/README.md","https://github.com/RealEmmettS/Google-Health-MCP"],"id":"RWE-4437","relevance":{"id":"RWE-4437","decision":"Core","rationale":"Queries Google Health data with explicit audit-logged mutations. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Queries Google Health data with explicit audit-logged mutations. Limits: Personal deployment and account authorization; not a public shared endpoint or clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/RealEmmettS/Google-Health-MCP/main/README.md","https://github.com/RealEmmettS/Google-Health-MCP"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"rajskij/oura-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Returns Oura wearable data to compatible agents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rajskij/oura-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Returns Oura wearable data to compatible agents."],"limitation":"Configured account required; model explanations not clinical findings.","url":"https://github.com/rajskij/oura-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Rajskij/oura-mcp/main/README.md","https://github.com/Rajskij/oura-mcp"],"id":"RWE-4438","relevance":{"id":"RWE-4438","decision":"Core","rationale":"Returns Oura wearable data to compatible agents. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Returns Oura wearable data to compatible agents. Limits: Configured account required; model explanations not clinical findings.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Rajskij/oura-mcp/main/README.md","https://github.com/Rajskij/oura-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"a1dancole/google-health-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieves Google Health wearable metrics for agent queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"a1dancole/google-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieves Google Health wearable metrics for agent queries."],"limitation":"Some API data types capped at ninety days; readiness interpretation unvalidated.","url":"https://github.com/a1dancole/google-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/a1dancole/google-health-mcp/master/README.md","https://github.com/a1dancole/google-health-mcp"],"id":"RWE-4439","relevance":{"id":"RWE-4439","decision":"Core","rationale":"Retrieves Google Health wearable metrics for agent queries. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Retrieves Google Health wearable metrics for agent queries. Limits: Some API data types capped at ninety days; readiness interpretation unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/a1dancole/google-health-mcp/master/README.md","https://github.com/a1dancole/google-health-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"vishk23/noop-cloud","kind":"MCP component","category":"RWE Data & Analytics","summary":"Ingests NOOP backups and exposes biometric queries, proposed corrections and freshness.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vishk23/noop-cloud","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Ingests NOOP backups and exposes biometric queries, proposed corrections and freshness."],"limitation":"Snapshot-based, not automatically live; edits need review and do not alter original upload.","url":"https://github.com/vishk23/noop-cloud","primarySourceURLs":["https://raw.githubusercontent.com/vishk23/noop-cloud/main/README.md","https://github.com/vishk23/noop-cloud"],"id":"RWE-4440","relevance":{"id":"RWE-4440","decision":"Core","rationale":"Ingests NOOP backups and exposes biometric queries, proposed corrections and freshness. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Ingests NOOP backups and exposes biometric queries, proposed corrections and freshness. Limits: Snapshot-based, not automatically live; edits need review and do not alter original upload.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vishk23/noop-cloud/main/README.md","https://github.com/vishk23/noop-cloud"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"kaustin923/agent-fitness-coach","kind":"Research tool","category":"RWE Data & Analytics","summary":"HealthKit/food/weight/training data workflows with trend calculations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kaustin923/agent-fitness-coach","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["HealthKit/food/weight/training data workflows with trend calculations."],"limitation":"Coaching/nutrition safety claims unvalidated; source components inherited from prior app should be attributed.","url":"https://github.com/kaustin923/agent-fitness-coach","primarySourceURLs":["https://raw.githubusercontent.com/kaustin923/agent-fitness-coach/main/README.md","https://github.com/kaustin923/agent-fitness-coach"],"id":"RWE-4441","relevance":{"id":"RWE-4441","decision":"Core","rationale":"HealthKit/food/weight/training data workflows with trend calculations. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"HealthKit/food/weight/training data workflows with trend calculations. Limits: Coaching/nutrition safety claims unvalidated; source components inherited from prior app should be attributed.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kaustin923/agent-fitness-coach/main/README.md","https://github.com/kaustin923/agent-fitness-coach"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"glassofizzy/nuhealth-public","kind":"Research tool","category":"RWE Data & Analytics","summary":"Stores uploaded laboratory records and queries trends/source context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"glassofizzy/nuhealth-public","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Stores uploaded laboratory records and queries trends/source context."],"limitation":"PII scrubbing and cross-biomarker insight accuracy not independently validated.","url":"https://github.com/glassofizzy/nuhealth-public","primarySourceURLs":["https://raw.githubusercontent.com/glassofizzy/NuHealth-Public/main/README.md","https://github.com/glassofizzy/NuHealth-Public"],"id":"RWE-4442","relevance":{"id":"RWE-4442","decision":"Core","rationale":"Stores uploaded laboratory records and queries trends/source context. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Stores uploaded laboratory records and queries trends/source context. Limits: PII scrubbing and cross-biomarker insight accuracy not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/glassofizzy/NuHealth-Public/main/README.md","https://github.com/glassofizzy/NuHealth-Public"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"nnishad/health-relay","kind":"Research tool","category":"RWE Data & Analytics","summary":"Receives Sync2Ra1 health readings over local network for Hermes tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nnishad/health-relay","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Receives Sync2Ra1 health readings over local network for Hermes tools."],"limitation":"Personal-data transport/source completeness and security not independently tested.","url":"https://github.com/nnishad/health-relay","primarySourceURLs":["https://raw.githubusercontent.com/nnishad/health-relay/main/README.md","https://github.com/nnishad/health-relay"],"id":"RWE-4443","relevance":{"id":"RWE-4443","decision":"Core","rationale":"Receives Sync2Ra1 health readings over local network for Hermes tools. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Receives Sync2Ra1 health readings over local network for Hermes tools. Limits: Personal-data transport/source completeness and security not independently tested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nnishad/health-relay/main/README.md","https://github.com/nnishad/health-relay"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"antsal06/pace-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Read-oriented wearable time-series tools and status access.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"antsal06/pace-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Read-oriented wearable time-series tools and status access."],"limitation":"No longer offered as product; recovery prediction unvalidated and must be distinguished from observations.","url":"https://github.com/antsal06/pace-mcp","primarySourceURLs":["https://raw.githubusercontent.com/antsal06/pace-mcp/main/README.md","https://github.com/antsal06/pace-mcp"],"id":"RWE-4444","relevance":{"id":"RWE-4444","decision":"Core","rationale":"Read-oriented wearable time-series tools and status access. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Read-oriented wearable time-series tools and status access. Limits: No longer offered as product; recovery prediction unvalidated and must be distinguished from observations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/antsal06/pace-mcp/main/README.md","https://github.com/antsal06/pace-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"will11l/fit-tracker","kind":"MCP server","category":"RWE Data & Analytics","summary":"Query personal health, exercise and nutrition records through authenticated MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"will11l/fit-tracker","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query personal health, exercise and nutrition records through authenticated MCP."],"limitation":"Personal data; includes modifications; no research representativeness or clinical validation.","url":"https://github.com/will11l/fit-tracker","primarySourceURLs":["https://raw.githubusercontent.com/Will11L/fit-tracker/main/README.md","https://github.com/Will11L/fit-tracker"],"id":"RWE-4445","relevance":{"id":"RWE-4445","decision":"Core","rationale":"Query personal health, exercise and nutrition records through authenticated MCP. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Query personal health, exercise and nutrition records through authenticated MCP. Limits: Personal data; includes modifications; no research representativeness or clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Will11L/fit-tracker/main/README.md","https://github.com/Will11L/fit-tracker"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"resace3/causal-dag-explorer-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Reconstructs Home Assistant/wearable daily timelines, Garmin context and Google Health sleep.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"resace3/causal-dag-explorer-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Reconstructs Home Assistant/wearable daily timelines, Garmin context and Google Health sleep."],"limitation":"Temporal visualization only; despite causal-DAG name, no causal inference implemented.","url":"https://github.com/resace3/causal-dag-explorer-mcp","primarySourceURLs":["https://raw.githubusercontent.com/resace3/causal-dag-explorer-mcp/main/README.md","https://github.com/resace3/causal-dag-explorer-mcp"],"id":"RWE-4446","relevance":{"id":"RWE-4446","decision":"Core","rationale":"Reconstructs Home Assistant/wearable daily timelines, Garmin context and Google Health sleep. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Reconstructs Home Assistant/wearable daily timelines, Garmin context and Google Health sleep. Limits: Temporal visualization only; despite causal-DAG name, no causal inference implemented.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/resace3/causal-dag-explorer-mcp/main/README.md","https://github.com/resace3/causal-dag-explorer-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"ohwisey/vitality-oss","kind":"MCP server","category":"RWE Data & Analytics","summary":"Health/training/nutrition data access through authenticated MCP with dashboard-writing tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ohwisey/vitality-oss","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Health/training/nutrition data access through authenticated MCP with dashboard-writing tools."],"limitation":"Vitality score unvalidated; writes and multi-user isolation not independently tested.","url":"https://github.com/ohwisey/vitality-oss","primarySourceURLs":["https://raw.githubusercontent.com/ohwisey/vitality-oss/main/README.md","https://github.com/ohwisey/vitality-oss"],"id":"RWE-4448","relevance":{"id":"RWE-4448","decision":"Core","rationale":"Health/training/nutrition data access through authenticated MCP with dashboard-writing tools. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Health/training/nutrition data access through authenticated MCP with dashboard-writing tools. Limits: Vitality score unvalidated; writes and multi-user isolation not independently tested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ohwisey/vitality-oss/main/README.md","https://github.com/ohwisey/vitality-oss"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"kirollosatef/google-health-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Returns wearable values, personal baselines and differences.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kirollosatef/google-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Returns wearable values, personal baselines and differences."],"limitation":"Baseline comparisons are descriptive, not clinical risk estimates.","url":"https://github.com/kirollosatef/google-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/kirollosatef/google-health-mcp/main/README.md","https://github.com/kirollosatef/google-health-mcp"],"id":"RWE-4449","relevance":{"id":"RWE-4449","decision":"Core","rationale":"Returns wearable values, personal baselines and differences. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Returns wearable values, personal baselines and differences. Limits: Baseline comparisons are descriptive, not clinical risk estimates.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kirollosatef/google-health-mcp/main/README.md","https://github.com/kirollosatef/google-health-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"barbaroso/apple-health-semantic-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Queries zipped Apple Health exports via MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"barbaroso/apple-health-semantic-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Queries zipped Apple Health exports via MCP."],"limitation":"Export history/source overlap and semantic query accuracy constrain conclusions.","url":"https://github.com/barbaroso/apple-health-semantic-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Barbaroso/apple-health-semantic-mcp/master/README.md","https://github.com/Barbaroso/apple-health-semantic-mcp"],"id":"RWE-4450","relevance":{"id":"RWE-4450","decision":"Core","rationale":"Queries zipped Apple Health exports via MCP. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Queries zipped Apple Health exports via MCP. Limits: Export history/source overlap and semantic query accuracy constrain conclusions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Barbaroso/apple-health-semantic-mcp/master/README.md","https://github.com/Barbaroso/apple-health-semantic-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"shotah/google-health-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Reads modern Fitbit/Pixel Watch metrics through stdio tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shotah/google-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Reads modern Fitbit/Pixel Watch metrics through stdio tools."],"limitation":"Account permissions and upstream availability apply; no clinical interpretation guarantee.","url":"https://github.com/shotah/google-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/shotah/google-health-mcp/main/README.md","https://github.com/shotah/google-health-mcp"],"id":"RWE-4451","relevance":{"id":"RWE-4451","decision":"Core","rationale":"Reads modern Fitbit/Pixel Watch metrics through stdio tools. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Reads modern Fitbit/Pixel Watch metrics through stdio tools. Limits: Account permissions and upstream availability apply; no clinical interpretation guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/shotah/google-health-mcp/main/README.md","https://github.com/shotah/google-health-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"drleahzou/metricbraid","kind":"Research tool","category":"RWE Data & Analytics","summary":"Routes measurements by source and records reasons for accepted/rejected overlapping signals.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drleahzou/metricbraid","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Routes measurements by source and records reasons for accepted/rejected overlapping signals."],"limitation":"Routing rules need validation; non-Claude hosts lack packaged installers.","url":"https://github.com/drleahzou/metricbraid","primarySourceURLs":["https://raw.githubusercontent.com/drleahzou/MetricBraid/main/README.md","https://github.com/drleahzou/MetricBraid"],"id":"RWE-4452","relevance":{"id":"RWE-4452","decision":"Core","rationale":"Routes measurements by source and records reasons for accepted/rejected overlapping signals. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Routes measurements by source and records reasons for accepted/rejected overlapping signals. Limits: Routing rules need validation; non-Claude hosts lack packaged installers.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/drleahzou/MetricBraid/main/README.md","https://github.com/drleahzou/MetricBraid"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"jcuw/whoop-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Queries WHOOP health/sleep records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jcuw/whoop-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Queries WHOOP health/sleep records."],"limitation":"Authorized personal data only; model summaries not clinical advice.","url":"https://github.com/jcuw/whoop-mcp","primarySourceURLs":["https://raw.githubusercontent.com/jcuw/whoop-mcp/main/README.md","https://github.com/jcuw/whoop-mcp"],"id":"RWE-4453","relevance":{"id":"RWE-4453","decision":"Core","rationale":"Queries WHOOP health/sleep records. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Queries WHOOP health/sleep records. Limits: Authorized personal data only; model summaries not clinical advice.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jcuw/whoop-mcp/main/README.md","https://github.com/jcuw/whoop-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"ipogosov/consilium","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Organize health datasets and retrieve papers/reference information through research agents.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ipogosov/consilium","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Organize health datasets and retrieve papers/reference information through research agents."],"limitation":"Synthetic demo profile; generated evidence tiers and medical interpretations need verification.","url":"https://github.com/ipogosov/consilium","primarySourceURLs":["https://raw.githubusercontent.com/ipogosov/consilium/main/README.md","https://github.com/ipogosov/consilium"],"id":"RWE-4454","relevance":{"id":"RWE-4454","decision":"Core","rationale":"Retain the documented evidence function: Organize health datasets and retrieve papers/reference information through research agents. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Organize health datasets and retrieve papers/reference information through research agents.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ipogosov/consilium","https://raw.githubusercontent.com/ipogosov/consilium/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mstuart/vitals","kind":"MCP component","category":"RWE Data & Analytics","summary":"Locally archives API data and compares observations with personal baselines.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mstuart/vitals","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Locally archives API data and compares observations with personal baselines."],"limitation":"API retention and shared credential refresh behavior matter; descriptive differences not causal effects.","url":"https://github.com/mstuart/vitals","primarySourceURLs":["https://raw.githubusercontent.com/mstuart/vitals/main/README.md","https://github.com/mstuart/vitals"],"id":"RWE-4455","relevance":{"id":"RWE-4455","decision":"Core","rationale":"Locally archives API data and compares observations with personal baselines. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Locally archives API data and compares observations with personal baselines. Limits: API retention and shared credential refresh behavior matter; descriptive differences not causal effects.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mstuart/vitals/main/README.md","https://github.com/mstuart/vitals"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"antvsl/oura_mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Oura daily metrics/statistics with connection status.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"antvsl/oura_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Oura daily metrics/statistics with connection status."],"limitation":"Descriptive only; account/backend constraints apply.","url":"https://github.com/antvsl/oura_mcp","primarySourceURLs":["https://raw.githubusercontent.com/AntVsl/oura_mcp/main/README.md","https://github.com/AntVsl/oura_mcp"],"id":"RWE-4456","relevance":{"id":"RWE-4456","decision":"Core","rationale":"Oura daily metrics/statistics with connection status. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Oura daily metrics/statistics with connection status. Limits: Descriptive only; account/backend constraints apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AntVsl/oura_mcp/main/README.md","https://github.com/AntVsl/oura_mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"rossw811/health-vault","kind":"Research tool","category":"RWE Data & Analytics","summary":"Combines saved health/performance information and wearable context for agent retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rossw811/health-vault","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Combines saved health/performance information and wearable context for agent retrieval."],"limitation":"Exhaustiveness and evidence-standard claims unverified; individual associations are not clinical conclusions.","url":"https://github.com/rossw811/health-vault","primarySourceURLs":["https://raw.githubusercontent.com/rossw811/health-vault/main/README.md","https://github.com/rossw811/health-vault"],"id":"RWE-4457","relevance":{"id":"RWE-4457","decision":"Core","rationale":"Combines saved health/performance information and wearable context for agent retrieval. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Combines saved health/performance information and wearable context for agent retrieval. Limits: Exhaustiveness and evidence-standard claims unverified; individual associations are not clinical conclusions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rossw811/health-vault/main/README.md","https://github.com/rossw811/health-vault"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"nokai-dev/sdoh-bridge-agent","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR social determinant screening/referral tracking through MCP/A2A.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nokai-dev/sdoh-bridge-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR social determinant screening/referral tracking through MCP/A2A."],"limitation":"Synthea examples are synthetic; inferred social risk requires measurement validation and human review.","url":"https://github.com/nokai-dev/sdoh-bridge-agent","primarySourceURLs":["https://raw.githubusercontent.com/nokai-dev/sdoh-bridge-agent/main/README.md","https://github.com/nokai-dev/sdoh-bridge-agent"],"id":"RWE-4458","relevance":{"id":"RWE-4458","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR social determinant screening/referral tracking through MCP/A2A.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nokai-dev/sdoh-bridge-agent/main/README.md","https://github.com/nokai-dev/sdoh-bridge-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"baranzinilab/cdwagent","kind":"MCP component","category":"OMOP & terminology","summary":"Reads de-identified Epic Caboodle SQL Server data and maps OMOP person identifiers.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"baranzinilab/cdwagent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Reads de-identified Epic Caboodle SQL Server data and maps OMOP person identifiers."],"limitation":"Institution-specific authorized schema; mapping validity and de-identification/use permissions require review.","url":"https://github.com/baranzinilab/cdwagent","primarySourceURLs":["https://raw.githubusercontent.com/BaranziniLab/CDWAgent/main/README.md","https://github.com/BaranziniLab/CDWAgent"],"id":"RWE-4459","relevance":{"id":"RWE-4459","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Reads de-identified Epic Caboodle SQL Server data and maps OMOP person identifiers.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/BaranziniLab/CDWAgent/main/README.md","https://github.com/BaranziniLab/CDWAgent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"joshzyj/open-scholar-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Literature synthesis and manuscript/reviewer workflows for social-science research.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"joshzyj/open-scholar-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature synthesis and manuscript/reviewer workflows for social-science research."],"limitation":"Method/citation correctness remains researcher responsibility; submission-ready claim unverified.","url":"https://github.com/joshzyj/open-scholar-skill","primarySourceURLs":["https://raw.githubusercontent.com/joshzyj/open-scholar-skill/main/README.md","https://github.com/joshzyj/open-scholar-skill"],"id":"RWE-4460","relevance":{"id":"RWE-4460","decision":"Core","rationale":"Retain only the documented evidence function: Social-science literature synthesis only; generic manuscript and reviewer production excluded. Coverage and validation limitations remain in force.","relevanceBasis":"Social-science literature synthesis only; generic manuscript and reviewer production excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/joshzyj/open-scholar-skill","https://raw.githubusercontent.com/joshzyj/open-scholar-skill/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mattmargolis/nhanes-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"NHANES cycle/table access, codebooks and variable search.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mattmargolis/nhanes-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["NHANES cycle/table access, codebooks and variable search."],"limitation":"Survey weighting, cycle compatibility and missingness require methodological handling.","url":"https://github.com/mattmargolis/nhanes-mcp","primarySourceURLs":["https://raw.githubusercontent.com/mattmargolis/nhanes-mcp/master/README.md","https://github.com/mattmargolis/nhanes-mcp"],"id":"RWE-4461","relevance":{"id":"RWE-4461","decision":"Core","rationale":"NHANES cycle/table access, codebooks and variable search. The documented function explicitly supplies health-exposure context, population surveys/access, clinical analysis datasets or causal/statistical methods; inference and measurement limitations remain.","relevanceBasis":"NHANES cycle/table access, codebooks and variable search. Limits: Survey weighting, cycle compatibility and missingness require methodological handling.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mattmargolis/nhanes-mcp/master/README.md","https://github.com/mattmargolis/nhanes-mcp"],"reviewGroup":"population-clinical-research-method"}},{"name":"lyy0819/yishuzhiyan-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Variable discovery, data assembly, cleaning and statistical/report workflows.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lyy0819/yishuzhiyan-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Variable discovery, data assembly, cleaning and statistical/report workflows."],"limitation":"CHARLS supplied locally/read-only; weights/design/confounding and generated analysis need review.","url":"https://github.com/lyy0819/yishuzhiyan-agent","primarySourceURLs":["https://raw.githubusercontent.com/Lyy0819/yishuzhiyan-agent/main/README.md","https://github.com/Lyy0819/yishuzhiyan-agent"],"id":"RWE-4462","relevance":{"id":"RWE-4462","decision":"Core","rationale":"Variable discovery, data assembly, cleaning and statistical/report workflows. The documented function explicitly supplies health-exposure context, population surveys/access, clinical analysis datasets or causal/statistical methods; inference and measurement limitations remain.","relevanceBasis":"Variable discovery, data assembly, cleaning and statistical/report workflows. Limits: CHARLS supplied locally/read-only; weights/design/confounding and generated analysis need review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Lyy0819/yishuzhiyan-agent/main/README.md","https://github.com/Lyy0819/yishuzhiyan-agent"],"reviewGroup":"population-clinical-research-method"}},{"name":"sipengxie2024/superpower-writing","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Paper development, Zotero-first reference resolution, evidence extraction and figure/reviewer support.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sipengxie2024/superpower-writing","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper development, Zotero-first reference resolution, evidence extraction and figure/reviewer support."],"limitation":"Model checks are not independent verification; writes may modify Zotero library.","url":"https://github.com/sipengxie2024/superpower-writing","primarySourceURLs":["https://raw.githubusercontent.com/SipengXie2024/superpower-writing/main/README.md","https://github.com/SipengXie2024/superpower-writing"],"id":"RWE-4464","relevance":{"id":"RWE-4464","decision":"Core","rationale":"Retain the documented evidence function: Zotero reference resolution and evidence extraction only; writing/figure production excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Zotero reference resolution and evidence extraction only; writing/figure production excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sipengxie2024/superpower-writing","https://raw.githubusercontent.com/SipengXie2024/superpower-writing/main/README.md","https://github.com/SipengXie2024/superpower-writing"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mattmargolis/brfss-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieves CDC annual BRFSS 2019-2023 data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mattmargolis/brfss-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieves CDC annual BRFSS 2019-2023 data."],"limitation":"Survey design/weights, year changes and missingness must be handled by analyst.","url":"https://github.com/mattmargolis/brfss-mcp","primarySourceURLs":["https://raw.githubusercontent.com/mattmargolis/brfss-mcp/master/README.md","https://github.com/mattmargolis/brfss-mcp"],"id":"RWE-4465","relevance":{"id":"RWE-4465","decision":"Core","rationale":"Retrieves CDC annual BRFSS 2019-2023 data. The documented function explicitly supplies health-exposure context, population surveys/access, clinical analysis datasets or causal/statistical methods; inference and measurement limitations remain.","relevanceBasis":"Retrieves CDC annual BRFSS 2019-2023 data. Limits: Survey design/weights, year changes and missingness must be handled by analyst.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mattmargolis/brfss-mcp/master/README.md","https://github.com/mattmargolis/brfss-mcp"],"reviewGroup":"population-clinical-research-method"}},{"name":"rradhakr-git/icd10-mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"Search, lookup, code validation and hierarchy traversal.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rradhakr-git/icd10-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search, lookup, code validation and hierarchy traversal."],"limitation":"Version context matters; code validity is not clinical appropriateness.","url":"https://github.com/rradhakr-git/icd10-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/rradhakr-git/icd10-mcp-server/master/README.md","https://github.com/rradhakr-git/icd10-mcp-server"],"id":"RWE-4466","relevance":{"id":"RWE-4466","decision":"Core","rationale":"Search, lookup, code validation and hierarchy traversal. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Search, lookup, code validation and hierarchy traversal. Limits: Version context matters; code validity is not clinical appropriateness.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rradhakr-git/icd10-mcp-server/master/README.md","https://github.com/rradhakr-git/icd10-mcp-server"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"dralkh/seerai","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Paper chat, structured extraction and PRISMA-style workflows in Zotero.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dralkh/seerai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper chat, structured extraction and PRISMA-style workflows in Zotero."],"limitation":"PRISMA formatting does not establish complete/valid systematic review; privacy claims untested.","url":"https://github.com/dralkh/seerai","primarySourceURLs":["https://raw.githubusercontent.com/dralkh/seerai/main/README.md","https://github.com/dralkh/seerai"],"id":"RWE-4467","relevance":{"id":"RWE-4467","decision":"Core","rationale":"Retain the documented evidence function: Paper chat, structured extraction and PRISMA-style workflows in Zotero. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper chat, structured extraction and PRISMA-style workflows in Zotero.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dralkh/seerai","https://raw.githubusercontent.com/dralkh/seerai/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"healthchainai/healthchain","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"FHIR record reads/writes with coded resource validation.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"healthchainai/healthchain","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR record reads/writes with coded resource validation."],"limitation":"Structural validation does not establish clinical correctness, authorization or privacy compliance.","url":"https://github.com/healthchainai/healthchain","primarySourceURLs":["https://raw.githubusercontent.com/healthchainai/HealthChain/main/README.md","https://github.com/healthchainai/HealthChain"],"id":"RWE-4468","relevance":{"id":"RWE-4468","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR record reads/writes with coded resource validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/healthchainai/HealthChain/main/README.md","https://github.com/healthchainai/HealthChain"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"papersgpt/papersgpt-for-zotero","kind":"Research tool","category":"RWE Data & Analytics","summary":"Cross-document PDF search and synthesis in Zotero.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"papersgpt/papersgpt-for-zotero","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Cross-document PDF search and synthesis in Zotero."],"limitation":"Zero-hallucination/local-sovereignty claims unverified; source and privacy behavior require checks.","url":"https://github.com/papersgpt/papersgpt-for-zotero","primarySourceURLs":["https://raw.githubusercontent.com/papersgpt/papersgpt-for-zotero/main/README.md","https://github.com/papersgpt/papersgpt-for-zotero"],"id":"RWE-4470","relevance":{"id":"RWE-4470","decision":"Core","rationale":"Cross-document PDF search and synthesis in Zotero. The selected function retrieves or extracts scholarly/clinical/policy source evidence; synthesis and citation checks do not establish validity or completeness.","relevanceBasis":"Cross-document PDF search and synthesis in Zotero. Limits: Zero-hallucination/local-sovereignty claims unverified; source and privacy behavior require checks.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/papersgpt/papersgpt-for-zotero/main/README.md","https://github.com/papersgpt/papersgpt-for-zotero"],"reviewGroup":"scholarly-clinical-evidence-retrieval"}},{"name":"navisbio/aact_clinicaltrials_mcp","kind":"MCP component","category":"Trials & Study Design","summary":"Read-only SQL over AACT ClinicalTrials.gov tables with buffered pagination.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"navisbio/aact_clinicaltrials_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Read-only SQL over AACT ClinicalTrials.gov tables with buffered pagination.","AACT ClinicalTrials.gov SQL querying, schema inspection and buffered result pagination."],"limitation":"AACT refresh/schema and trial result completeness matter; arbitrary SQL not automatically valid analysis. Independent third-party integration requiring AACT credentials; registry data and SQL outputs require interpretation.","url":"https://github.com/navisbio/aact_clinicaltrials_mcp","primarySourceURLs":["https://raw.githubusercontent.com/navisbio/AACT_clinicaltrials_MCP/main/README.md","https://github.com/navisbio/AACT_clinicaltrials_MCP"],"id":"RWE-4471","relevance":{"id":"RWE-4471","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Read-only SQL over AACT ClinicalTrials.gov tables with buffered pagination.; AACT ClinicalTrials.gov SQL querying, schema inspection and buffered result pagination.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/navisbio/AACT_clinicaltrials_MCP/main/README.md","https://github.com/navisbio/AACT_clinicaltrials_MCP"],"reviewGroup":"clinical-trial-workflow"}},{"name":"matthewdcage/pbs-mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"Queries Pharmaceutical Benefits Scheme reference endpoints.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"matthewdcage/pbs-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Queries Pharmaceutical Benefits Scheme reference endpoints."],"limitation":"Australian coverage/formulary data are not efficacy evidence; source versions/auth apply.","url":"https://github.com/matthewdcage/pbs-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/matthewdcage/pbs-mcp-server/main/README.md","https://github.com/matthewdcage/pbs-mcp-server"],"id":"RWE-4474","relevance":{"id":"RWE-4474","decision":"Core","rationale":"Queries Pharmaceutical Benefits Scheme reference endpoints. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Queries Pharmaceutical Benefits Scheme reference endpoints. Limits: Australian coverage/formulary data are not efficacy evidence; source versions/auth apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/matthewdcage/pbs-mcp-server/main/README.md","https://github.com/matthewdcage/pbs-mcp-server"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"openags/paper-search-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Multi-source academic search, PDF download and text extraction.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openags/paper-search-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Multi-source academic search, PDF download and text extraction."],"limitation":"Free-first source selection does not guarantee full coverage/access; compare upstream project provenance.","url":"https://github.com/openags/paper-search-mcp","primarySourceURLs":["https://raw.githubusercontent.com/openags/paper-search-mcp/main/README.md","https://github.com/openags/paper-search-mcp"],"id":"RWE-4475","relevance":{"id":"RWE-4475","decision":"Core","rationale":"Multi-source academic search, PDF download and text extraction. The selected function retrieves or extracts scholarly/clinical/policy source evidence; synthesis and citation checks do not establish validity or completeness.","relevanceBasis":"Multi-source academic search, PDF download and text extraction. Limits: Free-first source selection does not guarantee full coverage/access; compare upstream project provenance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/openags/paper-search-mcp/main/README.md","https://github.com/openags/paper-search-mcp"],"reviewGroup":"scholarly-clinical-evidence-retrieval"}},{"name":"byron993/google_scholar_mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Paper metadata and abstracts through Scholar search with Chinese/English support.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"byron993/google_scholar_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper metadata and abstracts through Scholar search with Chinese/English support."],"limitation":"Scraping/access limits and metadata quality vary; Scholar search not exhaustive.","url":"https://github.com/byron993/google_scholar_mcp","primarySourceURLs":["https://raw.githubusercontent.com/Byron993/google_scholar_mcp/main/README.md","https://github.com/Byron993/google_scholar_mcp"],"id":"RWE-4477","relevance":{"id":"RWE-4477","decision":"Core","rationale":"Retain the documented evidence function: Paper metadata and abstracts through Scholar search with Chinese/English support. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper metadata and abstracts through Scholar search with Chinese/English support.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/byron993/google_scholar_mcp","https://raw.githubusercontent.com/Byron993/google_scholar_mcp/main/README.md","https://github.com/Byron993/google_scholar_mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"alperenkocyigit/semantic-scholar-graph-api","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Academic search and citation-network retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alperenkocyigit/semantic-scholar-graph-api","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic search and citation-network retrieval.","Canonical semantic-scholar-graph-api README identifies academic paper search, bulk metadata, recommendations and citation-network access through MCP."],"limitation":"Coverage/metadata limitations apply; citation relationships not claim support. Canonical semantic-scholar-graph-api README identifies academic paper search, bulk metadata, recommendations and citation-network access through MCP. API coverage and author matching constrain retrieval; no evidence-quality appraisal implied.","url":"https://github.com/alperenkocyigit/semantic-scholar-graph-api","primarySourceURLs":["https://raw.githubusercontent.com/alperenkocyigit/semantic-scholar-graph-api/main/README.md","https://github.com/alperenkocyigit/semantic-scholar-graph-api","https://smithery.ai/server/@alperenkocyigit/semantic-scholar-graph-api"],"id":"RWE-4479","relevance":{"id":"RWE-4479","decision":"Core","rationale":"Retain the documented evidence function: Academic search and citation-network retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic search and citation-network retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alperenkocyigit/semantic-scholar-graph-api","https://raw.githubusercontent.com/alperenkocyigit/semantic-scholar-graph-api/main/README.md","https://smithery.ai/server/@alperenkocyigit/semantic-scholar-graph-api"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mattjohnpowell/clinical-trials-mcp","kind":"MCP component","category":"Trials & Study Design","summary":"Searches international and US trial-registration data.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mattjohnpowell/clinical-trials-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Searches international and US trial-registration data."],"limitation":"WHO web-service availability/access terms need current verification; registries are not complete trial outcomes.","url":"https://github.com/mattjohnpowell/clinical-trials-mcp","primarySourceURLs":["https://raw.githubusercontent.com/mattjohnpowell/clinical-trials-mcp/main/README.md","https://github.com/mattjohnpowell/clinical-trials-mcp"],"id":"RWE-4481","relevance":{"id":"RWE-4481","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Searches international and US trial-registration data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mattjohnpowell/clinical-trials-mcp/main/README.md","https://github.com/mattjohnpowell/clinical-trials-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"grahama1970/arxiv-mcp-server","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Searches papers and organizes supporting/contradictory evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"grahama1970/arxiv-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Searches papers and organizes supporting/contradictory evidence."],"limitation":"Automated support/contradiction labeling requires primary-paper review; arXiv preprints not peer review.","url":"https://github.com/grahama1970/arxiv-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/grahama1970/arxiv-mcp-server/main/README.md","https://github.com/grahama1970/arxiv-mcp-server"],"id":"RWE-4482","relevance":{"id":"RWE-4482","decision":"Core","rationale":"Retain the documented evidence function: Searches papers and organizes supporting/contradictory evidence. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Searches papers and organizes supporting/contradictory evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/grahama1970/arxiv-mcp-server","https://raw.githubusercontent.com/grahama1970/arxiv-mcp-server/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kieran-heidi/medical-mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"search_medical_guidelines retrieves authoritative guideline content.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kieran-heidi/medical-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["search_medical_guidelines retrieves authoritative guideline content."],"limitation":"Production claims and guideline applicability not independently validated; source access varies.","url":"https://github.com/kieran-heidi/medical-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/kieran-heidi/medical-mcp-server/main/README.md","https://github.com/kieran-heidi/medical-mcp-server"],"id":"RWE-4483","relevance":{"id":"RWE-4483","decision":"Core","rationale":"search_medical_guidelines retrieves authoritative guideline content. The selected function retrieves or extracts scholarly/clinical/policy source evidence; synthesis and citation checks do not establish validity or completeness.","relevanceBasis":"search_medical_guidelines retrieves authoritative guideline content. Limits: Production claims and guideline applicability not independently validated; source access varies.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kieran-heidi/medical-mcp-server/main/README.md","https://github.com/kieran-heidi/medical-mcp-server"],"reviewGroup":"scholarly-clinical-evidence-retrieval"}},{"name":"mcphub-com/healthcare-gov","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieves Marketplace education post bodies and metadata.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcphub-com/healthcare-gov","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieves Marketplace education post bodies and metadata."],"limitation":"Policy reference context, not individual eligibility/coverage determinations.","url":"https://github.com/mcphub-com/healthcare-gov","primarySourceURLs":["https://raw.githubusercontent.com/mcphub-com/healthcare-gov/main/README.md","https://github.com/mcphub-com/healthcare-gov"],"id":"RWE-4484","relevance":{"id":"RWE-4484","decision":"Core","rationale":"Retrieves Marketplace education post bodies and metadata. The selected function retrieves or extracts scholarly/clinical/policy source evidence; synthesis and citation checks do not establish validity or completeness.","relevanceBasis":"Retrieves Marketplace education post bodies and metadata. Limits: Policy reference context, not individual eligibility/coverage determinations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mcphub-com/healthcare-gov/main/README.md","https://github.com/mcphub-com/healthcare-gov"],"reviewGroup":"scholarly-clinical-evidence-retrieval"}},{"name":"nissand/whoop-mcp-server-claude","kind":"MCP component","category":"RWE Data & Analytics","summary":"WHOOP fitness/health records via OAuth tooling.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nissand/whoop-mcp-server-claude","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["WHOOP fitness/health records via OAuth tooling."],"limitation":"Tokens/access permissions required; no clinical analytics guarantee.","url":"https://github.com/nissand/whoop-mcp-server-claude","primarySourceURLs":["https://raw.githubusercontent.com/nissand/whoop-mcp-server-claude/main/README.md","https://github.com/nissand/whoop-mcp-server-claude"],"id":"RWE-4485","relevance":{"id":"RWE-4485","decision":"Core","rationale":"WHOOP fitness/health records via OAuth tooling. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"WHOOP fitness/health records via OAuth tooling. Limits: Tokens/access permissions required; no clinical analytics guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nissand/whoop-mcp-server-claude/main/README.md","https://github.com/nissand/whoop-mcp-server-claude"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"betoui/whoop-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieves WHOOP wearable health context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"betoui/whoop-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieves WHOOP wearable health context."],"limitation":"AI therapy use framing not validated; authorized personal data only.","url":"https://github.com/betoui/whoop-mcp","primarySourceURLs":["https://raw.githubusercontent.com/betoui/whoop-mcp/main/README.md","https://github.com/betoui/whoop-mcp"],"id":"RWE-4486","relevance":{"id":"RWE-4486","decision":"Core","rationale":"Retrieves WHOOP wearable health context. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Retrieves WHOOP wearable health context. Limits: AI therapy use framing not validated; authorized personal data only.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/betoui/whoop-mcp/main/README.md","https://github.com/betoui/whoop-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"justincastilla/symptomminder","kind":"MCP component","category":"RWE Data & Analytics","summary":"Stores symptom/medical context through FastMCP tools/resources.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"justincastilla/symptomminder","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Stores symptom/medical context through FastMCP tools/resources."],"limitation":"In development/not production ready; no privacy or diagnostic validation.","url":"https://github.com/justincastilla/symptomminder","primarySourceURLs":["https://raw.githubusercontent.com/justincastilla/symptomMinder/main/README.md","https://github.com/justincastilla/symptomMinder"],"id":"RWE-4487","relevance":{"id":"RWE-4487","decision":"Core","rationale":"Stores symptom/medical context through FastMCP tools/resources. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Stores symptom/medical context through FastMCP tools/resources. Limits: In development/not production ready; no privacy or diagnostic validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/justincastilla/symptomMinder/main/README.md","https://github.com/justincastilla/symptomMinder"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"samiahmad13/medicalpassport","kind":"Research tool","category":"RWE Data & Analytics","summary":"Extracts handwritten/scanned notes into structured longitudinal records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"samiahmad13/medicalpassport","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Extracts handwritten/scanned notes into structured longitudinal records."],"limitation":"Project aims and extraction quality require verification; sensitive multilingual data errors possible.","url":"https://github.com/samiahmad13/medicalpassport","primarySourceURLs":["https://raw.githubusercontent.com/samiahmad13/MedicalPassport/main/README.md","https://github.com/samiahmad13/MedicalPassport"],"id":"RWE-4488","relevance":{"id":"RWE-4488","decision":"Core","rationale":"Extracts handwritten/scanned notes into structured longitudinal records. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Extracts handwritten/scanned notes into structured longitudinal records. Limits: Project aims and extraction quality require verification; sensitive multilingual data errors possible.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/samiahmad13/MedicalPassport/main/README.md","https://github.com/samiahmad13/MedicalPassport"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"popellab/maple","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Extracts model parameters from literature through agent-callable MAPLE workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"popellab/maple","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Extracts model parameters from literature through agent-callable MAPLE workflows."],"limitation":"Parameter context, units, uncertainty and model applicability require expert review.","url":"https://github.com/popellab/maple","primarySourceURLs":["https://raw.githubusercontent.com/popellab/maple/main/README.md","https://github.com/popellab/maple"],"id":"RWE-4489","relevance":{"id":"RWE-4489","decision":"Core","rationale":"Retain the documented evidence function: Extracts model parameters from literature through agent-callable MAPLE workflows. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Extracts model parameters from literature through agent-callable MAPLE workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/popellab/maple","https://raw.githubusercontent.com/popellab/maple/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dweinflash/pharmacist-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Searches arXiv papers, extracts information and researches active ingredients.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dweinflash/pharmacist-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Searches arXiv papers, extracts information and researches active ingredients."],"limitation":"Include literature component only; YouTube/product recommendations and arXiv evidence do not validate OTC efficacy/safety.","url":"https://github.com/dweinflash/pharmacist-agent","primarySourceURLs":["https://raw.githubusercontent.com/dweinflash/pharmacist-agent/main/README.md","https://github.com/dweinflash/pharmacist-agent"],"id":"RWE-4490","relevance":{"id":"RWE-4490","decision":"Core","rationale":"Retain the documented evidence function: Scholarly paper retrieval only; product recommendations and OTC efficacy judgments excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly paper retrieval only; product recommendations and OTC efficacy judgments excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dweinflash/pharmacist-agent","https://raw.githubusercontent.com/dweinflash/pharmacist-agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"oksure/openalex-research-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Searches works/authors/institutions through thirty-one advertised tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"oksure/openalex-research-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Searches works/authors/institutions through thirty-one advertised tools."],"limitation":"Catalogue counts and source coverage unverified; metadata not claim validation.","url":"https://github.com/oksure/openalex-research-mcp","primarySourceURLs":["https://raw.githubusercontent.com/oksure/openalex-research-mcp/master/README.md","https://github.com/oksure/openalex-research-mcp"],"id":"RWE-4492","relevance":{"id":"RWE-4492","decision":"Core","rationale":"Searches works/authors/institutions through thirty-one advertised tools. The selected function retrieves or extracts scholarly/clinical/policy source evidence; synthesis and citation checks do not establish validity or completeness.","relevanceBasis":"Searches works/authors/institutions through thirty-one advertised tools. Limits: Catalogue counts and source coverage unverified; metadata not claim validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/oksure/openalex-research-mcp/master/README.md","https://github.com/oksure/openalex-research-mcp"],"reviewGroup":"scholarly-clinical-evidence-retrieval"}},{"name":"diegoscarabelli/garmin-health-data","kind":"Research tool","category":"RWE Data & Analytics","summary":"Authenticates Garmin and stores health time series in SQLite.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"diegoscarabelli/garmin-health-data","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Authenticates Garmin and stores health time series in SQLite."],"limitation":"Account/session dependence and data completeness apply; no clinical conclusions.","url":"https://github.com/diegoscarabelli/garmin-health-data","primarySourceURLs":["https://raw.githubusercontent.com/diegoscarabelli/garmin-health-data/main/README.md","https://github.com/diegoscarabelli/garmin-health-data"],"id":"RWE-4493","relevance":{"id":"RWE-4493","decision":"Core","rationale":"Authenticates Garmin and stores health time series in SQLite. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Authenticates Garmin and stores health time series in SQLite. Limits: Account/session dependence and data completeness apply; no clinical conclusions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/diegoscarabelli/garmin-health-data/main/README.md","https://github.com/diegoscarabelli/garmin-health-data"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"junghan0611/zotero-config","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Zotero Cloud API to typed BibTeX bibliography with explicit optional key write-back.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"junghan0611/zotero-config","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Zotero Cloud API to typed BibTeX bibliography with explicit optional key write-back."],"limitation":"Requires user library access; no reference correctness guarantee, optional writes change metadata.","url":"https://github.com/junghan0611/zotero-config","primarySourceURLs":["https://raw.githubusercontent.com/junghan0611/zotero-config/main/README.md","https://github.com/junghan0611/zotero-config"],"id":"RWE-4494","relevance":{"id":"RWE-4494","decision":"Core","rationale":"Retain the documented evidence function: Zotero Cloud API to typed BibTeX bibliography with explicit optional key write-back. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Zotero Cloud API to typed BibTeX bibliography with explicit optional key write-back.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/junghan0611/zotero-config","https://raw.githubusercontent.com/junghan0611/zotero-config/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"robsontigre/everyday-causal-skills","kind":"Research tool","category":"RWE Data & Analytics","summary":"Synthetic control with donor weighting, fit diagnostics and placebo tests.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"robsontigre/everyday-causal-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Synthetic control with donor weighting, fit diagnostics and placebo tests."],"limitation":"Business examples do not preclude methodological reuse; assumptions must be justified and planned news skill excluded.","url":"https://github.com/robsontigre/everyday-causal-skills","primarySourceURLs":["https://raw.githubusercontent.com/RobsonTigre/everyday-causal-skills/HEAD/README.md","https://github.com/RobsonTigre/everyday-causal-skills"],"id":"RWE-4495","relevance":{"id":"RWE-4495","decision":"Core","rationale":"Synthetic control with donor weighting, fit diagnostics and placebo tests. The documented function explicitly supplies health-exposure context, population surveys/access, clinical analysis datasets or causal/statistical methods; inference and measurement limitations remain.","relevanceBasis":"Synthetic control with donor weighting, fit diagnostics and placebo tests. Limits: Business examples do not preclude methodological reuse; assumptions must be justified and planned news skill excluded.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/RobsonTigre/everyday-causal-skills/HEAD/README.md","https://github.com/RobsonTigre/everyday-causal-skills"],"reviewGroup":"population-clinical-research-method"}},{"name":"nigmat-future/biomedical-skill-suite","kind":"Research tool","category":"Biomedical & Bioinformatics","summary":"Modular biomedical/bioinformatics planning and evidence-synthesis workflows.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nigmat-future/biomedical-skill-suite","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Modular biomedical/bioinformatics planning and evidence-synthesis workflows."],"limitation":"Planning guidance is not executed or validated empirical research.","url":"https://github.com/nigmat-future/biomedical-skill-suite","primarySourceURLs":["https://raw.githubusercontent.com/Nigmat-future/biomedical-skill-suite/HEAD/README.md","https://github.com/Nigmat-future/biomedical-skill-suite"],"id":"RWE-4496","relevance":{"id":"RWE-4496","decision":"Core","rationale":"Retain the clinical cohort and analysis-planning instructions, which specify eligibility, index dates, endpoints, censoring, confounders and sensitivity checks. Molecular assay modules and manuscript packaging are not independently Core merely because they share this collection.","relevanceBasis":"Modular biomedical/bioinformatics planning and evidence-synthesis workflows. Primary clarification: Full biomedical-cohort-phenotype/SKILL.md and biomedical-analysis-planning/SKILL.md establish exact clinical/retrospective study procedures and output artifacts. These are planning checklists, not implemented estimation or validated model selection.","evidenceLevel":"fresh-primary","evidenceRefs":["https://raw.githubusercontent.com/Nigmat-future/biomedical-skill-suite/HEAD/README.md","https://github.com/Nigmat-future/biomedical-skill-suite","https://raw.githubusercontent.com/nigmat-future/biomedical-skill-suite/HEAD/README.md","https://raw.githubusercontent.com/nigmat-future/biomedical-skill-suite/HEAD/biomedical-cohort-phenotype/SKILL.md","https://raw.githubusercontent.com/nigmat-future/biomedical-skill-suite/HEAD/biomedical-analysis-planning/SKILL.md"],"reviewGroup":"clinical-cohort-analysis-planning"}},{"name":"armstrongl/function-health-plugin","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed/Cochrane search, source-quality review and evidence synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"armstrongl/function-health-plugin","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed/Cochrane search, source-quality review and evidence synthesis."],"limitation":"Functional/longgevity ranges and biomarker recommendations unvalidated; include research component only.","url":"https://github.com/armstrongl/function-health-plugin","primarySourceURLs":["https://raw.githubusercontent.com/armstrongl/function-health-plugin/HEAD/README.md","https://github.com/armstrongl/function-health-plugin"],"id":"RWE-4497","relevance":{"id":"RWE-4497","decision":"Core","rationale":"Retain the documented evidence function: PubMed/Cochrane search, source-quality review and evidence synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed/Cochrane search, source-quality review and evidence synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/armstrongl/function-health-plugin","https://raw.githubusercontent.com/armstrongl/function-health-plugin/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"stephenlzc/ai-powered-literature-review-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"CNKI, Web of Science, ScienceDirect and PubMed search with citation formatting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stephenlzc/ai-powered-literature-review-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["CNKI, Web of Science, ScienceDirect and PubMed search with citation formatting."],"limitation":"Browser login/cookies and access entitlements apply; source coverage and accuracy need review.","url":"https://github.com/stephenlzc/ai-powered-literature-review-skills","primarySourceURLs":["https://raw.githubusercontent.com/stephenlzc/AI-Powered-Literature-Review-Skills/HEAD/README.md","https://github.com/stephenlzc/AI-Powered-Literature-Review-Skills"],"id":"RWE-4498","relevance":{"id":"RWE-4498","decision":"Core","rationale":"Retain the documented evidence function: CNKI, Web of Science, ScienceDirect and PubMed search with citation formatting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"CNKI, Web of Science, ScienceDirect and PubMed search with citation formatting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/stephenlzc/ai-powered-literature-review-skills","https://raw.githubusercontent.com/stephenlzc/AI-Powered-Literature-Review-Skills/HEAD/README.md","https://github.com/stephenlzc/AI-Powered-Literature-Review-Skills"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tuminha/dental-ai-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PICO extraction, risk-of-bias tool selection, claim-evidence mapping and literature retrieval logs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tuminha/dental-ai-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PICO extraction, risk-of-bias tool selection, claim-evidence mapping and literature retrieval logs."],"limitation":"Credibility scores and appraisal judgments require expert review; guidance is not validated autonomy.","url":"https://github.com/tuminha/dental-ai-skills","primarySourceURLs":["https://raw.githubusercontent.com/Tuminha/dental-ai-skills/HEAD/README.md","https://github.com/Tuminha/dental-ai-skills"],"id":"RWE-4499","relevance":{"id":"RWE-4499","decision":"Core","rationale":"Retain the documented evidence function: PICO extraction, risk-of-bias tool selection, claim-evidence mapping and literature retrieval logs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PICO extraction, risk-of-bias tool selection, claim-evidence mapping and literature retrieval logs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tuminha/dental-ai-skills","https://raw.githubusercontent.com/Tuminha/dental-ai-skills/HEAD/README.md","https://github.com/Tuminha/dental-ai-skills"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"iblai/medical-healthcare-agents","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Cerner/Epic FHIR data operations and PubMed access.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"iblai/medical-healthcare-agents","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Cerner/Epic FHIR data operations and PubMed access."],"limitation":"One collection; authorization and write scopes differ, clinical orchestration unvalidated.","url":"https://github.com/iblai/medical-healthcare-agents","primarySourceURLs":["https://raw.githubusercontent.com/iblai/medical-healthcare-agents/HEAD/README.md","https://github.com/iblai/medical-healthcare-agents"],"id":"RWE-4500","relevance":{"id":"RWE-4500","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Cerner/Epic FHIR data operations and PubMed access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/iblai/medical-healthcare-agents/HEAD/README.md","https://github.com/iblai/medical-healthcare-agents"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"healthsamurai/samurai-skills","kind":"Research tool","category":"OMOP & terminology","summary":"Aidbox API/terminology and SQL-on-FHIR ViewDefinition/materialization workflows.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"healthsamurai/samurai-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Aidbox API/terminology and SQL-on-FHIR ViewDefinition/materialization workflows."],"limitation":"Configured platform and data access required; transformations require semantic validation.","url":"https://github.com/healthsamurai/samurai-skills","primarySourceURLs":["https://raw.githubusercontent.com/HealthSamurai/samurai-skills/HEAD/README.md","https://github.com/HealthSamurai/samurai-skills"],"id":"RWE-4501","relevance":{"id":"RWE-4501","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Aidbox API/terminology and SQL-on-FHIR ViewDefinition/materialization workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/HealthSamurai/samurai-skills/HEAD/README.md","https://github.com/HealthSamurai/samurai-skills"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"joelsathi/ballerina-health-skills","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"FHIR/HL7/C-CDA/DICOM/EMR integration and clinical-data development guidance.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"joelsathi/ballerina-health-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR/HL7/C-CDA/DICOM/EMR integration and clinical-data development guidance."],"limitation":"Development skills not conformance, de-identification or clinical certification.","url":"https://github.com/joelsathi/ballerina-health-skills","primarySourceURLs":["https://raw.githubusercontent.com/joelsathi/ballerina-health-skills/HEAD/README.md","https://github.com/joelsathi/ballerina-health-skills"],"id":"RWE-4502","relevance":{"id":"RWE-4502","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR/HL7/C-CDA/DICOM/EMR integration and clinical-data development guidance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/joelsathi/ballerina-health-skills/HEAD/README.md","https://github.com/joelsathi/ballerina-health-skills"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"canvas-medical/coding-agents","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Canvas clinical extension setup and FHIR/API development workflows.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"canvas-medical/coding-agents","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Canvas clinical extension setup and FHIR/API development workflows."],"limitation":"Developer infrastructure; security-review prompts do not certify implementations.","url":"https://github.com/canvas-medical/coding-agents","primarySourceURLs":["https://raw.githubusercontent.com/canvas-medical/coding-agents/HEAD/README.md","https://github.com/canvas-medical/coding-agents"],"id":"RWE-4503","relevance":{"id":"RWE-4503","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Canvas clinical extension setup and FHIR/API development workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/canvas-medical/coding-agents/HEAD/README.md","https://github.com/canvas-medical/coding-agents"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"lucaswangzcx/literature-downloader-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Generates searches across Scholar/PubMed/Crossref/OpenAlex/Semantic Scholar/PMC/arXiv.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lucaswangzcx/literature-downloader-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Generates searches across Scholar/PubMed/Crossref/OpenAlex/Semantic Scholar/PMC/arXiv."],"limitation":"Search-entry generation is not completed searching or guaranteed full-text access.","url":"https://github.com/lucaswangzcx/literature-downloader-skill","primarySourceURLs":["https://raw.githubusercontent.com/Lucaswangzcx/literature-downloader-skill/HEAD/README.md","https://github.com/Lucaswangzcx/literature-downloader-skill"],"id":"RWE-4504","relevance":{"id":"RWE-4504","decision":"Core","rationale":"Retain the documented evidence function: Generates searches across Scholar/PubMed/Crossref/OpenAlex/Semantic Scholar/PMC/arXiv. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Generates searches across Scholar/PubMed/Crossref/OpenAlex/Semantic Scholar/PMC/arXiv.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lucaswangzcx/literature-downloader-skill","https://raw.githubusercontent.com/Lucaswangzcx/literature-downloader-skill/HEAD/README.md","https://github.com/Lucaswangzcx/literature-downloader-skill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"neflibata-feng/myarxiv-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Collects arXiv metadata into review inbox, paper archive and research notes.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"neflibata-feng/myarxiv-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Collects arXiv metadata into review inbox, paper archive and research notes."],"limitation":"Personal/field-limited template; curated notes not independently verified evidence.","url":"https://github.com/neflibata-feng/myarxiv-agent","primarySourceURLs":["https://raw.githubusercontent.com/neflibata-feng/MyArxiv-Agent/HEAD/README.md","https://github.com/neflibata-feng/MyArxiv-Agent"],"id":"RWE-4505","relevance":{"id":"RWE-4505","decision":"Core","rationale":"Retain the documented evidence function: Collects arXiv metadata into review inbox, paper archive and research notes. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Collects arXiv metadata into review inbox, paper archive and research notes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/neflibata-feng/myarxiv-agent","https://raw.githubusercontent.com/neflibata-feng/MyArxiv-Agent/HEAD/README.md","https://github.com/neflibata-feng/MyArxiv-Agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pf-f/biomedical-retrieval-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed/Europe PMC/Crossref/bioRxiv/medRxiv/arXiv metadata and open-full-text workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pf-f/biomedical-retrieval-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed/Europe PMC/Crossref/bioRxiv/medRxiv/arXiv metadata and open-full-text workflows."],"limitation":"Zero-credential access does not guarantee complete coverage or permissions to all full text.","url":"https://github.com/pf-f/biomedical-retrieval-skills","primarySourceURLs":["https://raw.githubusercontent.com/pf-f/biomedical-retrieval-skills/HEAD/README.md","https://github.com/pf-f/biomedical-retrieval-skills"],"id":"RWE-4506","relevance":{"id":"RWE-4506","decision":"Core","rationale":"Retain the documented evidence function: PubMed/Europe PMC/Crossref/bioRxiv/medRxiv/arXiv metadata and open-full-text workflows. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed/Europe PMC/Crossref/bioRxiv/medRxiv/arXiv metadata and open-full-text workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pf-f/biomedical-retrieval-skills","https://raw.githubusercontent.com/pf-f/biomedical-retrieval-skills/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rconsortium/pharma-skills","kind":"Research tool","category":"Trials & Study Design","summary":"Synthetic IPD/CRF/SDTM/ADaM generation calibrated to public trial protocols/results using pharmaverse methods.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rconsortium/pharma-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Synthetic IPD/CRF/SDTM/ADaM generation calibrated to public trial protocols/results using pharmaverse methods."],"limitation":"Synthetic data do not reproduce real patient evidence; g-formula model assumptions and community warranty limits apply.","url":"https://github.com/rconsortium/pharma-skills","primarySourceURLs":["https://raw.githubusercontent.com/RConsortium/pharma-skills/HEAD/README.md","https://github.com/RConsortium/pharma-skills"],"id":"RWE-4507","relevance":{"id":"RWE-4507","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Synthetic IPD/CRF/SDTM/ADaM generation calibrated to public trial protocols/results using pharmaverse methods.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/RConsortium/pharma-skills/HEAD/README.md","https://github.com/RConsortium/pharma-skills"],"reviewGroup":"clinical-trial-workflow"}},{"name":"sid-6921/biomedical-research-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"MeSH-aware PubMed search, survival-analysis reporting and AMA citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sid-6921/biomedical-research-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["MeSH-aware PubMed search, survival-analysis reporting and AMA citations."],"limitation":"Search syntax/retractions and missing model outputs require checking; skill cannot invent valid statistics.","url":"https://github.com/sid-6921/biomedical-research-skill","primarySourceURLs":["https://raw.githubusercontent.com/SID-6921/biomedical-research-skill/HEAD/README.md","https://github.com/SID-6921/biomedical-research-skill"],"id":"RWE-4508","relevance":{"id":"RWE-4508","decision":"Core","rationale":"Retain the documented evidence function: MeSH-aware PubMed retrieval only; manuscript survival reporting does not independently establish statistical analysis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"MeSH-aware PubMed retrieval only; manuscript survival reporting does not independently establish statistical analysis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sid-6921/biomedical-research-skill","https://raw.githubusercontent.com/SID-6921/biomedical-research-skill/HEAD/README.md","https://github.com/SID-6921/biomedical-research-skill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sammieh21/scholar-flux-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Concurrent scholarly search, similarity ranking, synthesis and bracketed citation/source checks.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sammieh21/scholar-flux-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Concurrent scholarly search, similarity ranking, synthesis and bracketed citation/source checks."],"limitation":"Automated verification is not independent claim appraisal or complete search coverage.","url":"https://github.com/sammieh21/scholar-flux-mcp","primarySourceURLs":["https://raw.githubusercontent.com/SammieH21/scholar-flux-mcp/develop/README.md","https://github.com/SammieH21/scholar-flux-mcp"],"id":"RWE-4509","relevance":{"id":"RWE-4509","decision":"Core","rationale":"Retain the documented evidence function: Concurrent scholarly search, similarity ranking, synthesis and bracketed citation/source checks. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Concurrent scholarly search, similarity ranking, synthesis and bracketed citation/source checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sammieh21/scholar-flux-mcp","https://raw.githubusercontent.com/SammieH21/scholar-flux-mcp/develop/README.md","https://github.com/SammieH21/scholar-flux-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"buildngrowsv/pubroot-website","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"arXiv/Semantic Scholar related-work search and structured submission review.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"buildngrowsv/pubroot-website","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["arXiv/Semantic Scholar related-work search and structured submission review."],"limitation":"AI peer review/fact-check claims do not establish peer-reviewed status or scientific validity.","url":"https://github.com/buildngrowsv/pubroot-website","primarySourceURLs":["https://raw.githubusercontent.com/buildngrowsv/pubroot-website/main/README.md","https://github.com/buildngrowsv/pubroot-website"],"id":"RWE-4511","relevance":{"id":"RWE-4511","decision":"Core","rationale":"Retain the documented evidence function: arXiv/Semantic Scholar retrieval only; generic submission review excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"arXiv/Semantic Scholar retrieval only; generic submission review excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/buildngrowsv/pubroot-website","https://raw.githubusercontent.com/buildngrowsv/pubroot-website/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aquistbe/transport-lit","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Grey-literature report search and PubMed transport/injury retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aquistbe/transport-lit","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Grey-literature report search and PubMed transport/injury retrieval."],"limitation":"Renamed from dot-lit; search subset/harvest dates limit coverage, transportation-only outputs may be adjacent.","url":"https://github.com/aquistbe/transport-lit","primarySourceURLs":["https://raw.githubusercontent.com/aquistbe/transport-lit/main/README.md","https://github.com/aquistbe/transport-lit"],"id":"RWE-4513","relevance":{"id":"RWE-4513","decision":"Core","rationale":"Retain the documented evidence function: Transport-injury/public-health literature and relevant grey evidence only; unrelated transportation studies excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Transport-injury/public-health literature and relevant grey evidence only; unrelated transportation studies excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aquistbe/transport-lit","https://raw.githubusercontent.com/aquistbe/transport-lit/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"eformat/aus-health-mcp-data-agent","kind":"Research tool","category":"Public health & surveillance","summary":"Query Australian disease surveillance with methodological context and evaluation pipeline.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eformat/aus-health-mcp-data-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Query Australian disease surveillance with methodological context and evaluation pipeline."],"limitation":"Preserve Australian adapter scope separately from generic rdwj framework; LLM evaluation not epidemiological validation.","url":"https://github.com/eformat/aus-health-mcp-data-agent","primarySourceURLs":["https://raw.githubusercontent.com/eformat/aus-health-mcp-data-agent/main/README.md","https://github.com/eformat/aus-health-mcp-data-agent"],"id":"RWE-4516","relevance":{"id":"RWE-4516","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Query Australian disease surveillance with methodological context and evaluation pipeline.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/eformat/aus-health-mcp-data-agent/main/README.md","https://github.com/eformat/aus-health-mcp-data-agent"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"jcrossman/ab-health-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieves Alberta labs/immunizations/medication context with separate family demo.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jcrossman/ab-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieves Alberta labs/immunizations/medication context with separate family demo."],"limitation":"Account authorization required; demo is synthetic, not real data or clinical advice.","url":"https://github.com/jcrossman/ab-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/JCrossman/ab-health-mcp/main/README.md","https://github.com/JCrossman/ab-health-mcp"],"id":"RWE-4517","relevance":{"id":"RWE-4517","decision":"Core","rationale":"Retrieves Alberta labs/immunizations/medication context with separate family demo. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Retrieves Alberta labs/immunizations/medication context with separate family demo. Limits: Account authorization required; demo is synthetic, not real data or clinical advice.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JCrossman/ab-health-mcp/main/README.md","https://github.com/JCrossman/ab-health-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"insalata-fresca/withings-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Read-only body composition and measurement retrieval over HTTP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"insalata-fresca/withings-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Read-only body composition and measurement retrieval over HTTP."],"limitation":"Withings Public API means developer API, not public patient data; authorized account required.","url":"https://github.com/insalata-fresca/withings-mcp","primarySourceURLs":["https://raw.githubusercontent.com/insalata-fresca/withings-mcp/main/README.md","https://github.com/insalata-fresca/withings-mcp"],"id":"RWE-4518","relevance":{"id":"RWE-4518","decision":"Core","rationale":"Read-only body composition and measurement retrieval over HTTP. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Read-only body composition and measurement retrieval over HTTP. Limits: Withings Public API means developer API, not public patient data; authorized account required.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/insalata-fresca/withings-mcp/main/README.md","https://github.com/insalata-fresca/withings-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"hasaannoor/polaris","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Research schemas, dataset manifests, statistical/causal specifications and versioned artifacts.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hasaannoor/polaris","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Research schemas, dataset manifests, statistical/causal specifications and versioned artifacts."],"limitation":"Framework completion not causal identification validity; researcher assumptions and data review required.","url":"https://github.com/hasaannoor/polaris","primarySourceURLs":["https://raw.githubusercontent.com/HasaanNoor/polaris/main/README.md","https://github.com/HasaanNoor/polaris"],"id":"RWE-4519","relevance":{"id":"RWE-4519","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Research schemas, dataset manifests, statistical/causal specifications and versioned artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/HasaanNoor/polaris/main/README.md","https://github.com/HasaanNoor/polaris"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"sachds/dais2026-virtue-healthcare","kind":"Research tool","category":"RWE Data & Analytics","summary":"Explore evidence-attached medical deserts and health service availability.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sachds/dais2026-virtue-healthcare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Explore evidence-attached medical deserts and health service availability."],"limitation":"10,000 facility records; data gaps and geography limits; planner findings not health outcomes.","url":"https://github.com/sachds/dais2026-virtue-healthcare","primarySourceURLs":["https://raw.githubusercontent.com/sachds/dais2026-virtue-healthcare/main/README.md","https://github.com/sachds/dais2026-virtue-healthcare"],"id":"RWE-4521","relevance":{"id":"RWE-4521","decision":"Core","rationale":"Explore evidence-attached medical deserts and health service availability. The documented function explicitly supplies health-exposure context, population surveys/access, clinical analysis datasets or causal/statistical methods; inference and measurement limitations remain.","relevanceBasis":"Explore evidence-attached medical deserts and health service availability. Limits: 10,000 facility records; data gaps and geography limits; planner findings not health outcomes.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sachds/dais2026-virtue-healthcare/main/README.md","https://github.com/sachds/dais2026-virtue-healthcare"],"reviewGroup":"population-clinical-research-method"}},{"name":"pabl0azeved0/clinical-rag","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieve passages and synthesize cited clinical evidence.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pabl0azeved0/clinical-rag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve passages and synthesize cited clinical evidence."],"limitation":"Local corpus coverage and evidence quality limit answers; no clinical validation.","url":"https://github.com/pabl0azeved0/clinical-rag","primarySourceURLs":["https://raw.githubusercontent.com/Pabl0Azeved0/clinical-rag/main/README.md","https://github.com/Pabl0Azeved0/clinical-rag"],"id":"RWE-4522","relevance":{"id":"RWE-4522","decision":"Core","rationale":"Retrieve passages and synthesize cited clinical evidence. The selected function retrieves or extracts scholarly/clinical/policy source evidence; synthesis and citation checks do not establish validity or completeness.","relevanceBasis":"Retrieve passages and synthesize cited clinical evidence. Limits: Local corpus coverage and evidence quality limit answers; no clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Pabl0Azeved0/clinical-rag/main/README.md","https://github.com/Pabl0Azeved0/clinical-rag"],"reviewGroup":"scholarly-clinical-evidence-retrieval"}},{"name":"simonraj79/sg_health_wellness_mcp","kind":"MCP component","category":"Public health & surveillance","summary":"Retrieve Singapore public health datasets.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"simonraj79/sg_health_wellness_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Retrieve Singapore public health datasets."],"limitation":"Source and geography limited; documentation-only review.","url":"https://github.com/simonraj79/sg_health_wellness_mcp","primarySourceURLs":["https://raw.githubusercontent.com/simonraj79/SG_HEALTH_WELLNESS_MCP/main/README.md","https://github.com/simonraj79/SG_HEALTH_WELLNESS_MCP"],"id":"RWE-4523","relevance":{"id":"RWE-4523","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Retrieve Singapore public health datasets.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/simonraj79/SG_HEALTH_WELLNESS_MCP/main/README.md","https://github.com/simonraj79/SG_HEALTH_WELLNESS_MCP"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"sfikri/querymind","kind":"Research tool","category":"RWE Data & Analytics","summary":"Query Medicare spending/procedures/discharges and render summaries/charts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sfikri/querymind","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query Medicare spending/procedures/discharges and render summaries/charts."],"limitation":"Hackathon implementation; generated SQL correctness and causal/outcome interpretation unvalidated.","url":"https://github.com/sfikri/querymind","primarySourceURLs":["https://raw.githubusercontent.com/SFikri/querymind/main/README.md","https://github.com/SFikri/querymind"],"id":"RWE-4524","relevance":{"id":"RWE-4524","decision":"Core","rationale":"Query Medicare spending/procedures/discharges and render summaries/charts. The documented function explicitly supplies health-exposure context, population surveys/access, clinical analysis datasets or causal/statistical methods; inference and measurement limitations remain.","relevanceBasis":"Query Medicare spending/procedures/discharges and render summaries/charts. Limits: Hackathon implementation; generated SQL correctness and causal/outcome interpretation unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SFikri/querymind/main/README.md","https://github.com/SFikri/querymind"],"reviewGroup":"population-clinical-research-method"}},{"name":"bayillag/one-health-disease-intelligence-agents","kind":"MCP component","category":"Public health & surveillance","summary":"Combine climate/pathogen signals and calculate surveillance sampling plans.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bayillag/one-health-disease-intelligence-agents","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Combine climate/pathogen signals and calculate surveillance sampling plans."],"limitation":"Primarily veterinary Ethiopian region; include zoonotic public-health enabling component only; forecasts unvalidated.","url":"https://github.com/bayillag/one-health-disease-intelligence-agents","primarySourceURLs":["https://raw.githubusercontent.com/bayillag/one-health-disease-intelligence-agents/main/README.md","https://github.com/bayillag/one-health-disease-intelligence-agents"],"id":"RWE-4525","relevance":{"id":"RWE-4525","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Combine climate/pathogen signals and calculate surveillance sampling plans.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bayillag/one-health-disease-intelligence-agents/main/README.md","https://github.com/bayillag/one-health-disease-intelligence-agents"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"sbkeogh/ct-upm-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Search Connecticut Medicaid manuals and legal sources; retrieve documents and collection statistics.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sbkeogh/ct-upm-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search Connecticut Medicaid manuals and legal sources; retrieve documents and collection statistics."],"limitation":"Connecticut policy sources only; not legal determination.","url":"https://github.com/sbkeogh/ct-upm-mcp","primarySourceURLs":["https://raw.githubusercontent.com/sbkeogh/ct-upm-mcp/main/README.md","https://github.com/sbkeogh/ct-upm-mcp"],"id":"RWE-4526","relevance":{"id":"RWE-4526","decision":"Core","rationale":"Search Connecticut Medicaid manuals and legal sources; retrieve documents and collection statistics. The selected function retrieves or extracts scholarly/clinical/policy source evidence; synthesis and citation checks do not establish validity or completeness.","relevanceBasis":"Search Connecticut Medicaid manuals and legal sources; retrieve documents and collection statistics. Limits: Connecticut policy sources only; not legal determination.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sbkeogh/ct-upm-mcp/main/README.md","https://github.com/sbkeogh/ct-upm-mcp"],"reviewGroup":"scholarly-clinical-evidence-retrieval"}},{"name":"saludai-labs/saludai","kind":"Research tool","category":"OMOP & terminology","summary":"Query FHIR resources with terminology mapping and traceable answers.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"saludai-labs/saludai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Query FHIR resources with terminology mapping and traceable answers."],"limitation":"Reported testing uses Argentine synthetic data; operational clinical use unvalidated.","url":"https://github.com/saludai-labs/saludai","primarySourceURLs":["https://raw.githubusercontent.com/saludai-labs/saludai/main/README.md","https://github.com/saludai-labs/saludai"],"id":"RWE-4527","relevance":{"id":"RWE-4527","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Query FHIR resources with terminology mapping and traceable answers.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/saludai-labs/saludai/main/README.md","https://github.com/saludai-labs/saludai"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"drguptavivek/r-ophthal-analysis","kind":"Research tool","category":"RWE Data & Analytics","summary":"Stepwise analysis and reporting of ophthalmology research data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drguptavivek/r-ophthal-analysis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Stepwise analysis and reporting of ophthalmology research data."],"limitation":"Researcher must define outcomes, denominators and methods; no execution verified.","url":"https://github.com/drguptavivek/r-ophthal-analysis","primarySourceURLs":["https://raw.githubusercontent.com/drguptavivek/r-ophthal-analysis/main/README.md","https://github.com/drguptavivek/r-ophthal-analysis"],"id":"RWE-4528","relevance":{"id":"RWE-4528","decision":"Core","rationale":"Stepwise analysis and reporting of ophthalmology research data. The documented function explicitly supplies health-exposure context, population surveys/access, clinical analysis datasets or causal/statistical methods; inference and measurement limitations remain.","relevanceBasis":"Stepwise analysis and reporting of ophthalmology research data. Limits: Researcher must define outcomes, denominators and methods; no execution verified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/drguptavivek/r-ophthal-analysis/main/README.md","https://github.com/drguptavivek/r-ophthal-analysis"],"reviewGroup":"population-clinical-research-method"}},{"name":"didiowen/pubmed-daily-digest","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieve daily PubMed papers and render annotated digest.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"didiowen/pubmed-daily-digest","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve daily PubMed papers and render annotated digest."],"limitation":"Requires separately configured PubMed MCP; generated commentary is subjective.","url":"https://github.com/didiowen/pubmed-daily-digest","primarySourceURLs":["https://raw.githubusercontent.com/didiowen/pubmed-daily-digest/main/README.md","https://github.com/didiowen/pubmed-daily-digest"],"id":"RWE-4529","relevance":{"id":"RWE-4529","decision":"Core","rationale":"Retain the documented evidence function: Retrieve daily PubMed papers and render annotated digest. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve daily PubMed papers and render annotated digest.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/didiowen/pubmed-daily-digest","https://raw.githubusercontent.com/didiowen/pubmed-daily-digest/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"xaxee/open-health-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Synchronize health/activity data and query normalized PostgreSQL records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xaxee/open-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Synchronize health/activity data and query normalized PostgreSQL records."],"limitation":"Personal data and currently one provider only; no population representativeness.","url":"https://github.com/xaxee/open-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/xAxee/open-health-mcp/main/README.md","https://github.com/xAxee/open-health-mcp"],"id":"RWE-4530","relevance":{"id":"RWE-4530","decision":"Core","rationale":"Synchronize health/activity data and query normalized PostgreSQL records. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Synchronize health/activity data and query normalized PostgreSQL records. Limits: Personal data and currently one provider only; no population representativeness.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/xAxee/open-health-mcp/main/README.md","https://github.com/xAxee/open-health-mcp"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"daniel-tetteh/pipeline-for-tracking-outbreaks-and-antibiotic-resistance-","kind":"Research tool","category":"Biomedical & Bioinformatics","summary":"Process bacterial genomic sequences for outbreak and antimicrobial resistance research.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"daniel-tetteh/pipeline-for-tracking-outbreaks-and-antibiotic-resistance-","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Process bacterial genomic sequences for outbreak and antimicrobial resistance research."],"limitation":"Research pipeline; inferred proteins and structural drug interactions require validation.","url":"https://github.com/daniel-tetteh/pipeline-for-tracking-outbreaks-and-antibiotic-resistance-","primarySourceURLs":["https://raw.githubusercontent.com/Daniel-Tetteh/Pipeline-for-Tracking-Outbreaks-and-Antibiotic-Resistance-/main/README.md","https://github.com/Daniel-Tetteh/Pipeline-for-Tracking-Outbreaks-and-Antibiotic-Resistance-"],"id":"RWE-4531","relevance":{"id":"RWE-4531","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"Process bacterial genomic sequences for outbreak and antimicrobial resistance research.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Daniel-Tetteh/Pipeline-for-Tracking-Outbreaks-and-Antibiotic-Resistance-/main/README.md","https://github.com/Daniel-Tetteh/Pipeline-for-Tracking-Outbreaks-and-Antibiotic-Resistance-"],"reviewGroup":"bounded-research-method"}},{"name":"kgraph57/evidentia","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Verify citation identities and maintain claim ledger across Crossref, PubMed, OpenAlex, arXiv and trials.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kgraph57/evidentia","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Verify citation identities and maintain claim ledger across Crossref, PubMed, OpenAlex, arXiv and trials."],"limitation":"Identity verification does not establish support for every claim or clinical validity.","url":"https://github.com/kgraph57/evidentia","primarySourceURLs":["https://raw.githubusercontent.com/kgraph57/evidentia/main/README.md","https://github.com/kgraph57/evidentia"],"id":"RWE-4532","relevance":{"id":"RWE-4532","decision":"Core","rationale":"Retain the documented evidence function: Verify citation identities and maintain claim ledger across Crossref, PubMed, OpenAlex, arXiv and trials. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Verify citation identities and maintain claim ledger across Crossref, PubMed, OpenAlex, arXiv and trials.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kgraph57/evidentia","https://raw.githubusercontent.com/kgraph57/evidentia/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aniketpol-27/phantom","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Transforms fragmented FHIR patient records into longitudinal context.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aniketpol-27/phantom","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Transforms fragmented FHIR patient records into longitudinal context."],"limitation":"Forward-looking clinical intelligence and risk interpretations unvalidated; include data organization only.","url":"https://github.com/aniketpol-27/phantom","primarySourceURLs":["https://raw.githubusercontent.com/AniketPol-27/Phantom/main/README.md","https://github.com/AniketPol-27/Phantom"],"id":"RWE-4535","relevance":{"id":"RWE-4535","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Transforms fragmented FHIR patient records into longitudinal context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AniketPol-27/Phantom/main/README.md","https://github.com/AniketPol-27/Phantom"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"veale/academic-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Searches papers and fetches DOI/Zotero-key/URL full text with HTML-first extraction/cache.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"veale/academic-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Searches papers and fetches DOI/Zotero-key/URL full text with HTML-first extraction/cache."],"limitation":"Access rights and extraction completeness apply; no source-truth guarantee.","url":"https://github.com/veale/academic-mcp","primarySourceURLs":["https://raw.githubusercontent.com/veale/academic-mcp/main/README.md","https://github.com/veale/academic-mcp"],"id":"RWE-4536","relevance":{"id":"RWE-4536","decision":"Core","rationale":"Retain the documented evidence function: Searches papers and fetches DOI/Zotero-key/URL full text with HTML-first extraction/cache. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Searches papers and fetches DOI/Zotero-key/URL full text with HTML-first extraction/cache.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/veale/academic-mcp","https://raw.githubusercontent.com/veale/academic-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"herbertkokholm/researchthis","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Ingests versioned literature findings and matches DOI/arXiv records against Zotero.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"herbertkokholm/researchthis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Ingests versioned literature findings and matches DOI/arXiv records against Zotero."],"limitation":"Feed producer determines evidence; gallery/reconciliation does not establish complete search.","url":"https://github.com/herbertkokholm/researchthis","primarySourceURLs":["https://raw.githubusercontent.com/herbertkokholm/ResearchThis/main/README.md","https://github.com/herbertkokholm/ResearchThis"],"id":"RWE-4537","relevance":{"id":"RWE-4537","decision":"Core","rationale":"Retain the documented evidence function: Ingests versioned literature findings and matches DOI/arXiv records against Zotero. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Ingests versioned literature findings and matches DOI/arXiv records against Zotero.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/herbertkokholm/researchthis","https://raw.githubusercontent.com/herbertkokholm/ResearchThis/main/README.md","https://github.com/herbertkokholm/ResearchThis"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"saemind/n8n-mcp-clinical-workflow","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed search/abstract retrieval and structured digest generation through n8n/agent tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"saemind/n8n-mcp-clinical-workflow","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed search/abstract retrieval and structured digest generation through n8n/agent tools."],"limitation":"MCP-style interfaces not necessarily protocol-conformant; summaries require source review.","url":"https://github.com/saemind/n8n-mcp-clinical-workflow","primarySourceURLs":["https://raw.githubusercontent.com/SaeMind/n8n-mcp-clinical-workflow/main/README.md","https://github.com/SaeMind/n8n-mcp-clinical-workflow"],"id":"RWE-4538","relevance":{"id":"RWE-4538","decision":"Core","rationale":"Retain the documented evidence function: PubMed search/abstract retrieval and structured digest generation through n8n/agent tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search/abstract retrieval and structured digest generation through n8n/agent tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/saemind/n8n-mcp-clinical-workflow","https://raw.githubusercontent.com/SaeMind/n8n-mcp-clinical-workflow/main/README.md","https://github.com/SaeMind/n8n-mcp-clinical-workflow"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"habibadjigo/amr-agent","kind":"Research tool","category":"Public health & surveillance","summary":"Organizes antimicrobial-resistance surveillance evidence and retrieves treatment-reference context.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"habibadjigo/amr-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Organizes antimicrobial-resistance surveillance evidence and retrieves treatment-reference context."],"limitation":"Treatment protocol retrieval not prescribing validation; source/denominator comparability matters.","url":"https://github.com/habibadjigo/amr-agent","primarySourceURLs":["https://raw.githubusercontent.com/habibadjigo/amr-agent/main/README.md","https://github.com/habibadjigo/amr-agent"],"id":"RWE-4539","relevance":{"id":"RWE-4539","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Organizes antimicrobial-resistance surveillance evidence and retrieves treatment-reference context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/habibadjigo/amr-agent/main/README.md","https://github.com/habibadjigo/amr-agent"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"barah123/claude-biomedical-research-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Grounded citations, PRISMA/PROSPERO workflows, novelty checks and Zotero coordination.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"barah123/claude-biomedical-research-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Grounded citations, PRISMA/PROSPERO workflows, novelty checks and Zotero coordination."],"limitation":"Protocol guidance not guaranteed complete or valid review; verify actual source claims.","url":"https://github.com/barah123/claude-biomedical-research-skills","primarySourceURLs":["https://raw.githubusercontent.com/barah123/Claude-Biomedical-Research-Skills/main/README.md","https://github.com/barah123/Claude-Biomedical-Research-Skills"],"id":"RWE-4540","relevance":{"id":"RWE-4540","decision":"Core","rationale":"Retain the documented evidence function: Grounded citations, PRISMA/PROSPERO workflows, novelty checks and Zotero coordination. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Grounded citations, PRISMA/PROSPERO workflows, novelty checks and Zotero coordination.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/barah123/claude-biomedical-research-skills","https://raw.githubusercontent.com/barah123/Claude-Biomedical-Research-Skills/main/README.md","https://github.com/barah123/Claude-Biomedical-Research-Skills"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"abrarhaque-code/global-health-ai-radar","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Maps trial/paper records into versioned evidence cards and landscape artifacts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"abrarhaque-code/global-health-ai-radar","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Maps trial/paper records into versioned evidence cards and landscape artifacts."],"limitation":"Company cards anonymized composites, not real-company ratings; domain evidence separate.","url":"https://github.com/abrarhaque-code/global-health-ai-radar","primarySourceURLs":["https://raw.githubusercontent.com/abrarhaque-code/Global-Health-AI-Radar/main/README.md","https://github.com/abrarhaque-code/Global-Health-AI-Radar"],"id":"RWE-4541","relevance":{"id":"RWE-4541","decision":"Core","rationale":"Retain the documented evidence function: Maps trial/paper records into versioned evidence cards and landscape artifacts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Maps trial/paper records into versioned evidence cards and landscape artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/abrarhaque-code/global-health-ai-radar","https://raw.githubusercontent.com/abrarhaque-code/Global-Health-AI-Radar/main/README.md","https://github.com/abrarhaque-code/Global-Health-AI-Radar"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"chaudhariatul/pubmed_literature_scout","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieves, evaluates, scores and exports papers with structured human-gated workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chaudhariatul/pubmed_literature_scout","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieves, evaluates, scores and exports papers with structured human-gated workflow."],"limitation":"PRISMA/Cochrane/GRADE labeling not proof of valid review; scores need expert appraisal.","url":"https://github.com/chaudhariatul/pubmed_literature_scout","primarySourceURLs":["https://raw.githubusercontent.com/chaudhariatul/pubmed_literature_scout/main/README.md","https://github.com/chaudhariatul/pubmed_literature_scout"],"id":"RWE-4542","relevance":{"id":"RWE-4542","decision":"Core","rationale":"Retain the documented evidence function: Retrieves, evaluates, scores and exports papers with structured human-gated workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieves, evaluates, scores and exports papers with structured human-gated workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chaudhariatul/pubmed_literature_scout","https://raw.githubusercontent.com/chaudhariatul/pubmed_literature_scout/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"stel-nik/clinical-rag","kind":"Research tool","category":"RWE Data & Analytics","summary":"ingest_document and query_rag over local clinical corpus.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stel-nik/clinical-rag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ingest_document and query_rag over local clinical corpus."],"limitation":"On-premise/privacy claims not independently tested; retrieval accuracy and authorization matter.","url":"https://github.com/stel-nik/clinical-rag","primarySourceURLs":["https://raw.githubusercontent.com/stel-nik/clinical-rag/main/README.md","https://github.com/stel-nik/clinical-rag"],"id":"RWE-4544","relevance":{"id":"RWE-4544","decision":"Core","rationale":"ingest_document and query_rag over local clinical corpus. The selected function retrieves or extracts scholarly/clinical/policy source evidence; synthesis and citation checks do not establish validity or completeness.","relevanceBasis":"ingest_document and query_rag over local clinical corpus. Limits: On-premise/privacy claims not independently tested; retrieval accuracy and authorization matter.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/stel-nik/clinical-rag/main/README.md","https://github.com/stel-nik/clinical-rag"],"reviewGroup":"scholarly-clinical-evidence-retrieval"}},{"name":"gsa-tts/mcp-server-nih-clinicaltrials","kind":"MCP component","category":"Trials & Study Design","summary":"Searches/retrieves/analyzes ClinicalTrials.gov records.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gsa-tts/mcp-server-nih-clinicaltrials","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Searches/retrieves/analyzes ClinicalTrials.gov records."],"limitation":"Government repository is not scientific validation; registration/outcome completeness limits apply.","url":"https://github.com/gsa-tts/mcp-server-nih-clinicaltrials","primarySourceURLs":["https://raw.githubusercontent.com/GSA-TTS/mcp-server-nih-clinicaltrials/main/README.md","https://github.com/GSA-TTS/mcp-server-nih-clinicaltrials"],"id":"RWE-4545","relevance":{"id":"RWE-4545","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Searches/retrieves/analyzes ClinicalTrials.gov records.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/GSA-TTS/mcp-server-nih-clinicaltrials/main/README.md","https://github.com/GSA-TTS/mcp-server-nih-clinicaltrials"],"reviewGroup":"clinical-trial-workflow"}},{"name":"udaya-ds/clinical-protocol-rag-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Citation-linked RAG and structured extraction over trial/regulatory documents.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"udaya-ds/clinical-protocol-rag-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Citation-linked RAG and structured extraction over trial/regulatory documents."],"limitation":"Portfolio prototype; extracted criteria/design fields require human verification.","url":"https://github.com/udaya-ds/clinical-protocol-rag-agent","primarySourceURLs":["https://raw.githubusercontent.com/udaya-ds/clinical-protocol-rag-agent/main/README.md","https://github.com/udaya-ds/clinical-protocol-rag-agent"],"id":"RWE-4546","relevance":{"id":"RWE-4546","decision":"Core","rationale":"Retain the documented evidence function: Citation-linked RAG and structured extraction over trial/regulatory documents. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Citation-linked RAG and structured extraction over trial/regulatory documents.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/udaya-ds/clinical-protocol-rag-agent","https://raw.githubusercontent.com/udaya-ds/clinical-protocol-rag-agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fandcomp/clindigest","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Retrieves/condenses FHIR patient data into audience-specific summaries.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fandcomp/clindigest","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Retrieves/condenses FHIR patient data into audience-specific summaries."],"limitation":"Summary omissions and clinical interpretations require verification.","url":"https://github.com/fandcomp/clindigest","primarySourceURLs":["https://raw.githubusercontent.com/fandcomp/clindigest/main/README.md","https://github.com/fandcomp/clindigest"],"id":"RWE-4547","relevance":{"id":"RWE-4547","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Retrieves/condenses FHIR patient data into audience-specific summaries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/fandcomp/clindigest/main/README.md","https://github.com/fandcomp/clindigest"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"hemjay07/claude-architect","kind":"MCP server","category":"RWE Data & Analytics","summary":"Clinical research queries with three MCP servers and bounded researcher/critic synthesis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hemjay07/claude-architect","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical research queries with three MCP servers and bounded researcher/critic synthesis."],"limitation":"Production/safety scores unverified; bounded calls can yield partial evidence.","url":"https://github.com/hemjay07/claude-architect","primarySourceURLs":["https://raw.githubusercontent.com/hemjay07/claude-architect/main/README.md","https://github.com/hemjay07/claude-architect"],"id":"RWE-4548","relevance":{"id":"RWE-4548","decision":"Core","rationale":"Clinical research queries with three MCP servers and bounded researcher/critic synthesis. The selected function retrieves or extracts scholarly/clinical/policy source evidence; synthesis and citation checks do not establish validity or completeness.","relevanceBasis":"Clinical research queries with three MCP servers and bounded researcher/critic synthesis. Limits: Production/safety scores unverified; bounded calls can yield partial evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hemjay07/claude-architect/main/README.md","https://github.com/hemjay07/claude-architect"],"reviewGroup":"scholarly-clinical-evidence-retrieval"}},{"name":"mortezahoolari/klinika","kind":"MCP server","category":"RWE Data & Analytics","summary":"Reads BDT/LDT clinical context and supports configured MCP plugins.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mortezahoolari/klinika","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Reads BDT/LDT clinical context and supports configured MCP plugins."],"limitation":"Additional FHIR/DICOM plugin support not proof all installed; privacy/model accuracy unverified.","url":"https://github.com/mortezahoolari/klinika","primarySourceURLs":["https://raw.githubusercontent.com/mortezahoolari/klinika/main/README.md","https://github.com/mortezahoolari/klinika"],"id":"RWE-4552","relevance":{"id":"RWE-4552","decision":"Core","rationale":"Reads BDT/LDT clinical context and supports configured MCP plugins. The actual selected component retrieves, normalizes or queries explicit longitudinal health observations, clinical records or healthcare references; coaching and clinical prediction remain outside relevance.","relevanceBasis":"Reads BDT/LDT clinical context and supports configured MCP plugins. Limits: Additional FHIR/DICOM plugin support not proof all installed; privacy/model accuracy unverified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mortezahoolari/klinika/main/README.md","https://github.com/mortezahoolari/klinika"],"reviewGroup":"clinical-record-health-measurements"}},{"name":"psood708/clinical-intelligence-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Extracts source-linked clinical document insights and summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"psood708/clinical-intelligence-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Extracts source-linked clinical document insights and summaries."],"limitation":"Local/free-tier claims unverified; model verification not independent accuracy validation.","url":"https://github.com/psood708/clinical-intelligence-agent","primarySourceURLs":["https://raw.githubusercontent.com/psood708/Clinical-Intelligence-Agent/main/README.md","https://github.com/psood708/Clinical-Intelligence-Agent"],"id":"RWE-4553","relevance":{"id":"RWE-4553","decision":"Core","rationale":"Extracts source-linked clinical document insights and summaries. The selected function retrieves or extracts scholarly/clinical/policy source evidence; synthesis and citation checks do not establish validity or completeness.","relevanceBasis":"Extracts source-linked clinical document insights and summaries. Limits: Local/free-tier claims unverified; model verification not independent accuracy validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/psood708/Clinical-Intelligence-Agent/main/README.md","https://github.com/psood708/Clinical-Intelligence-Agent"],"reviewGroup":"scholarly-clinical-evidence-retrieval"}},{"name":"nicola-murgia/ai-agent-infrastructure","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed/bioRxiv/arXiv monitoring and Scanpy/STAR/SRA analysis workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nicola-murgia/ai-agent-infrastructure","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed/bioRxiv/arXiv monitoring and Scanpy/STAR/SRA analysis workflows."],"limitation":"One configured research environment; scientific tool execution requires validation and data permissions.","url":"https://github.com/nicola-murgia/ai-agent-infrastructure","primarySourceURLs":["https://raw.githubusercontent.com/nicola-murgia/ai-agent-infrastructure/main/README.md","https://github.com/nicola-murgia/ai-agent-infrastructure"],"id":"RWE-4554","relevance":{"id":"RWE-4554","decision":"Core","rationale":"Retain the documented evidence function: PubMed/bioRxiv/arXiv scholarly monitoring only; molecular Scanpy/STAR/SRA analysis excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed/bioRxiv/arXiv scholarly monitoring only; molecular Scanpy/STAR/SRA analysis excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nicola-murgia/ai-agent-infrastructure","https://raw.githubusercontent.com/nicola-murgia/ai-agent-infrastructure/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mikhailbahdashych/mcp-academic-researcher","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Retrieves scholarly papers and generates source-linked research answers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mikhailbahdashych/mcp-academic-researcher","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieves scholarly papers and generates source-linked research answers."],"limitation":"Model/provider-dependent synthesis and citation checking require verification.","url":"https://github.com/mikhailbahdashych/mcp-academic-researcher","primarySourceURLs":["https://raw.githubusercontent.com/mikhailbahdashych/mcp-academic-researcher/master/README.md","https://github.com/mikhailbahdashych/mcp-academic-researcher"],"id":"RWE-4556","relevance":{"id":"RWE-4556","decision":"Core","rationale":"Retain the documented evidence function: Retrieves scholarly papers and generates source-linked research answers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieves scholarly papers and generates source-linked research answers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mikhailbahdashych/mcp-academic-researcher","https://raw.githubusercontent.com/mikhailbahdashych/mcp-academic-researcher/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ebispot/grebi","kind":"MCP component","category":"RWE Data & Analytics","summary":"Query integrated biomedical knowledge graphs including human exposome context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ebispot/grebi","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query integrated biomedical knowledge graphs including human exposome context."],"limitation":"Development service; graph/ontology coverage and inferred links require checking.","url":"https://github.com/ebispot/grebi","primarySourceURLs":["https://raw.githubusercontent.com/EBISPOT/GrEBI/dev/README.md","https://github.com/EBISPOT/GrEBI"],"id":"RWE-4557","relevance":{"id":"RWE-4557","decision":"Core","rationale":"Query integrated biomedical knowledge graphs including human exposome context. The documented function explicitly supplies health-exposure context, population surveys/access, clinical analysis datasets or causal/statistical methods; inference and measurement limitations remain.","relevanceBasis":"Query integrated biomedical knowledge graphs including human exposome context. Limits: Development service; graph/ontology coverage and inferred links require checking.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/EBISPOT/GrEBI/dev/README.md","https://github.com/EBISPOT/GrEBI"],"reviewGroup":"population-clinical-research-method"}},{"name":"tnnandi/agentic_lab","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Hypothesis-oriented retrieval from PubMed, clinical trials and variants.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tnnandi/agentic_lab","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Hypothesis-oriented retrieval from PubMed, clinical trials and variants."],"limitation":"Depends on BioMCP and external models; generated hypotheses unvalidated.","url":"https://github.com/tnnandi/agentic_lab","primarySourceURLs":["https://raw.githubusercontent.com/tnnandi/agentic_lab/master/README.md","https://github.com/tnnandi/agentic_lab"],"id":"RWE-4559","relevance":{"id":"RWE-4559","decision":"Core","rationale":"Retain the documented evidence function: PubMed and clinical-trial retrieval only; variant/hypothesis generation excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed and clinical-trial retrieval only; variant/hypothesis generation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tnnandi/agentic_lab","https://raw.githubusercontent.com/tnnandi/agentic_lab/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kush614/clinisearch--multi-llm-medical-agent-using-mcp-server","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Refine queries, retrieve PubMed evidence and summarize snippets.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kush614/clinisearch--multi-llm-medical-agent-using-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Refine queries, retrieve PubMed evidence and summarize snippets.","PubMed retrieval; query refinement; source-linked literature QA"],"limitation":"Free model/API availability and retrieved snippets constrain evidence. Custom HTTP tool protocol, not established standards-conformant MCP. Hosted LLM services process prompts; generated answers require source checks.","url":"https://github.com/kush614/clinisearch--multi-llm-medical-agent-using-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/Kush614/CliniSearch--Multi-LLM-Medical-Agent-using-MCP-Server/main/README.md","https://github.com/Kush614/CliniSearch--Multi-LLM-Medical-Agent-using-MCP-Server","https://github.com/Kush614/Multi-LLM-Medical-Agent-using-MCP-Server"],"id":"RWE-4562","relevance":{"id":"RWE-4562","decision":"Core","rationale":"Retain the documented evidence function: Refine queries, retrieve PubMed evidence and summarize snippets. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Refine queries, retrieve PubMed evidence and summarize snippets.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kush614/clinisearch--multi-llm-medical-agent-using-mcp-server","https://raw.githubusercontent.com/Kush614/CliniSearch--Multi-LLM-Medical-Agent-using-MCP-Server/main/README.md","https://github.com/Kush614/CliniSearch--Multi-LLM-Medical-Agent-using-MCP-Server","https://github.com/Kush614/Multi-LLM-Medical-Agent-using-MCP-Server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"deepkariax/analysis-alpaca-researcher","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search scholarly metadata and synthesize research with citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"deepkariax/analysis-alpaca-researcher","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search scholarly metadata and synthesize research with citations."],"limitation":"Web content and model synthesis require verification.","url":"https://github.com/deepkariax/analysis-alpaca-researcher","primarySourceURLs":["https://raw.githubusercontent.com/DeepKariaX/Analysis-Alpaca-Researcher/main/README.md","https://github.com/DeepKariaX/Analysis-Alpaca-Researcher"],"id":"RWE-4563","relevance":{"id":"RWE-4563","decision":"Core","rationale":"Retain the documented evidence function: Search scholarly metadata and synthesize research with citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search scholarly metadata and synthesize research with citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/deepkariax/analysis-alpaca-researcher","https://raw.githubusercontent.com/DeepKariaX/Analysis-Alpaca-Researcher/main/README.md","https://github.com/DeepKariaX/Analysis-Alpaca-Researcher"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zhidongmiao/literature-suite","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Discover papers across scholarly MCPs, expand citations and synthesize sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhidongmiao/literature-suite","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Discover papers across scholarly MCPs, expand citations and synthesize sources."],"limitation":"Requires external scholarly servers; no systematic review completeness guarantee.","url":"https://github.com/zhidongmiao/literature-suite","primarySourceURLs":["https://raw.githubusercontent.com/ZhidongMiao/literature-suite/master/README.md","https://github.com/ZhidongMiao/literature-suite"],"id":"RWE-4564","relevance":{"id":"RWE-4564","decision":"Core","rationale":"Retain the documented evidence function: Discover papers across scholarly MCPs, expand citations and synthesize sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Discover papers across scholarly MCPs, expand citations and synthesize sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zhidongmiao/literature-suite","https://raw.githubusercontent.com/ZhidongMiao/literature-suite/master/README.md","https://github.com/ZhidongMiao/literature-suite"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"elaineli-0916/healthcare-monthly-report","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Collect ClinicalTrials.gov and feed candidates; deduplicate and produce reviewable monthly reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"elaineli-0916/healthcare-monthly-report","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Collect ClinicalTrials.gov and feed candidates; deduplicate and produce reviewable monthly reports."],"limitation":"Depends on monitor-healthcare-intelligence source data and editorial selections.","url":"https://github.com/elaineli-0916/healthcare-monthly-report","primarySourceURLs":["https://raw.githubusercontent.com/elaineli-0916/healthcare-monthly-report/main/README.md","https://github.com/elaineli-0916/healthcare-monthly-report"],"id":"RWE-4565","relevance":{"id":"RWE-4565","decision":"Core","rationale":"Retain the documented evidence function: Collect ClinicalTrials.gov and feed candidates; deduplicate and produce reviewable monthly reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Collect ClinicalTrials.gov and feed candidates; deduplicate and produce reviewable monthly reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/elaineli-0916/healthcare-monthly-report","https://raw.githubusercontent.com/elaineli-0916/healthcare-monthly-report/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"khanhs-234/tool4lm","kind":"Research tool","category":"RWE Data & Analytics","summary":"Search arXiv/Crossref and retrieve DOI/arXiv metadata.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"khanhs-234/tool4lm","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search arXiv/Crossref and retrieve DOI/arXiv metadata."],"limitation":"Attribute only scholar component; other utility tools outside scope.","url":"https://github.com/khanhs-234/tool4lm","primarySourceURLs":["https://raw.githubusercontent.com/khanhs-234/tool4lm/main/README.md","https://github.com/khanhs-234/tool4lm"],"id":"RWE-4566","relevance":{"id":"RWE-4566","decision":"Core","rationale":"Search arXiv/Crossref and retrieve DOI/arXiv metadata. The selected function retrieves or extracts scholarly/clinical/policy source evidence; synthesis and citation checks do not establish validity or completeness.","relevanceBasis":"Search arXiv/Crossref and retrieve DOI/arXiv metadata. Limits: Attribute only scholar component; other utility tools outside scope.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/khanhs-234/tool4lm/main/README.md","https://github.com/khanhs-234/tool4lm"],"reviewGroup":"scholarly-clinical-evidence-retrieval"}},{"name":"matt-grain/pharma-derive","kind":"Research tool","category":"RWE Data & Analytics","summary":"Derive clinical analysis datasets with human approvals and verification artifacts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"matt-grain/pharma-derive","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Derive clinical analysis datasets with human approvals and verification artifacts."],"limitation":"Regulatory-grade claims unverified; standards compliance and outputs require expert validation.","url":"https://github.com/matt-grain/pharma-derive","primarySourceURLs":["https://raw.githubusercontent.com/matt-grain/pharma-derive/main/README.md","https://github.com/matt-grain/pharma-derive"],"id":"RWE-4567","relevance":{"id":"RWE-4567","decision":"Core","rationale":"Derive clinical analysis datasets with human approvals and verification artifacts. The documented function explicitly supplies health-exposure context, population surveys/access, clinical analysis datasets or causal/statistical methods; inference and measurement limitations remain.","relevanceBasis":"Derive clinical analysis datasets with human approvals and verification artifacts. Limits: Regulatory-grade claims unverified; standards compliance and outputs require expert validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/matt-grain/pharma-derive/main/README.md","https://github.com/matt-grain/pharma-derive"],"reviewGroup":"population-clinical-research-method"}},{"name":"patoangolano/bioplatform","kind":"Research tool","category":"Biomedical & Bioinformatics","summary":"Query PubMed, UniProt, InterPro, AlphaFold and STRING; sequence analysis.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"patoangolano/bioplatform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Query PubMed, UniProt, InterPro, AlphaFold and STRING; sequence analysis."],"limitation":"Regulatory/GxP and biosafety claims not independently validated.","url":"https://github.com/patoangolano/bioplatform","primarySourceURLs":["https://raw.githubusercontent.com/patoangolano/bioplatform/main/README.md","https://github.com/patoangolano/bioplatform"],"id":"RWE-4568","relevance":{"id":"RWE-4568","decision":"Core","rationale":"Retain explicit PubMed source retrieval only; sequence, protein and structure workflows remain outside the core basis.","relevanceBasis":"Query PubMed, UniProt, InterPro, AlphaFold and STRING; sequence analysis.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/patoangolano/bioplatform/main/README.md","https://github.com/patoangolano/bioplatform"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"renejes/apropos","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search OpenAlex, Crossref, Europe PMC, Semantic Scholar and OpenAIRE.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"renejes/apropos","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search OpenAlex, Crossref, Europe PMC, Semantic Scholar and OpenAIRE."],"limitation":"Source discovery does not verify factual support of generated synthesis.","url":"https://github.com/renejes/apropos","primarySourceURLs":["https://raw.githubusercontent.com/renejes/apropos/main/README.md","https://github.com/renejes/apropos"],"id":"RWE-4569","relevance":{"id":"RWE-4569","decision":"Core","rationale":"Retain the documented evidence function: Search OpenAlex, Crossref, Europe PMC, Semantic Scholar and OpenAIRE. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search OpenAlex, Crossref, Europe PMC, Semantic Scholar and OpenAIRE.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/renejes/apropos","https://raw.githubusercontent.com/renejes/apropos/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dimitrisvard/health-docs-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Search evidence corpus and produce passage-cited answers with retrieval inspection.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dimitrisvard/health-docs-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search evidence corpus and produce passage-cited answers with retrieval inspection."],"limitation":"Small/local corpus; no clinical validation or exhaustive coverage.","url":"https://github.com/dimitrisvard/health-docs-agent","primarySourceURLs":["https://raw.githubusercontent.com/dimitrisvard/health-docs-agent/main/README.md","https://github.com/dimitrisvard/health-docs-agent"],"id":"RWE-4571","relevance":{"id":"RWE-4571","decision":"Core","rationale":"Search evidence corpus and produce passage-cited answers with retrieval inspection. Retain the selected scholarly/clinical source retrieval, provenance or reference-extraction function only; target rankings and clinical interpretations do not provide the relevance basis.","relevanceBasis":"Search evidence corpus and produce passage-cited answers with retrieval inspection. Limits: Small/local corpus; no clinical validation or exhaustive coverage.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dimitrisvard/health-docs-agent/main/README.md","https://github.com/dimitrisvard/health-docs-agent"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"algotds/memorytonic","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Ingest literature/lab notes and query Neo4j knowledge graph through Claude.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"algotds/memorytonic","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Ingest literature/lab notes and query Neo4j knowledge graph through Claude."],"limitation":"User-provided corpus and extracted relations require verification.","url":"https://github.com/algotds/memorytonic","primarySourceURLs":["https://raw.githubusercontent.com/ALGOTDS/memorytonic/main/README.md","https://github.com/ALGOTDS/memorytonic"],"id":"RWE-4572","relevance":{"id":"RWE-4572","decision":"Core","rationale":"Retain the documented evidence function: Ingest literature/lab notes and query Neo4j knowledge graph through Claude. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Ingest literature/lab notes and query Neo4j knowledge graph through Claude.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/algotds/memorytonic","https://raw.githubusercontent.com/ALGOTDS/memorytonic/main/README.md","https://github.com/ALGOTDS/memorytonic"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jackkuo666/pubtator-mcp-server","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Search biomedical literature and annotated entities/relationships.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackkuo666/pubtator-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search biomedical literature and annotated entities/relationships."],"limitation":"Automated annotations and relationships require verification.","url":"https://github.com/jackkuo666/pubtator-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/JackKuo666/PubTator-MCP-Server/main/README.md","https://github.com/JackKuo666/PubTator-MCP-Server"],"id":"RWE-4580","relevance":{"id":"RWE-4580","decision":"Core","rationale":"Retain the documented evidence function: Search biomedical literature and annotated entities/relationships. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search biomedical literature and annotated entities/relationships.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackkuo666/pubtator-mcp-server","https://raw.githubusercontent.com/JackKuo666/PubTator-MCP-Server/main/README.md","https://github.com/JackKuo666/PubTator-MCP-Server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"scholarnavis/scholar_navis","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieve local scientific literature and augment from biological databases.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scholarnavis/scholar_navis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve local scientific literature and augment from biological databases."],"limitation":"Plant-science emphasis but general scholarly capability; hallucination-free and rigor guarantees unsupported.","url":"https://github.com/scholarnavis/scholar_navis","primarySourceURLs":["https://raw.githubusercontent.com/scholarnavis/scholar_navis/main/README.md","https://github.com/scholarnavis/scholar_navis"],"id":"RWE-4583","relevance":{"id":"RWE-4583","decision":"Core","rationale":"Retain the documented evidence function: Retrieve local scientific literature and augment from biological databases. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve local scientific literature and augment from biological databases.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/scholarnavis/scholar_navis","https://raw.githubusercontent.com/scholarnavis/scholar_navis/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jackkuo666/biomcp-hub","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search PubMed and preprints and query biological databases.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackkuo666/biomcp-hub","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search PubMed and preprints and query biological databases."],"limitation":"Hub collection; constituent server dependencies must be attributed and deduplicated.","url":"https://github.com/jackkuo666/biomcp-hub","primarySourceURLs":["https://raw.githubusercontent.com/JackKuo666/BioMCP-Hub/main/README.md","https://github.com/JackKuo666/BioMCP-Hub"],"id":"RWE-4585","relevance":{"id":"RWE-4585","decision":"Core","rationale":"Retain the documented evidence function: PubMed/preprint retrieval only; broad biological database hub excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed/preprint retrieval only; broad biological database hub excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackkuo666/biomcp-hub","https://raw.githubusercontent.com/JackKuo666/BioMCP-Hub/main/README.md","https://github.com/JackKuo666/BioMCP-Hub"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"perongh/biomcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Retrieve PMC literature and biological annotations through separate servers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"perongh/biomcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve PMC literature and biological annotations through separate servers."],"limitation":"Attribute individual modules; distinguish unrelated BioMCP projects with same name.","url":"https://github.com/perongh/biomcp","primarySourceURLs":["https://raw.githubusercontent.com/PeronGH/biomcp/main/README.md","https://github.com/PeronGH/biomcp"],"id":"RWE-4587","relevance":{"id":"RWE-4587","decision":"Core","rationale":"Retain the documented evidence function: PMC scholarly literature retrieval only; molecular annotations excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PMC scholarly literature retrieval only; molecular annotations excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/perongh/biomcp","https://raw.githubusercontent.com/PeronGH/biomcp/main/README.md","https://github.com/PeronGH/biomcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pickleton89/mutation-clinical-trial-matching-mcp","kind":"MCP component","category":"Trials & Study Design","summary":"Retrieve trials using genetic mutation criteria.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pickleton89/mutation-clinical-trial-matching-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Retrieve trials using genetic mutation criteria."],"limitation":"Candidate matches do not establish clinical eligibility or treatment suitability.","url":"https://github.com/pickleton89/mutation-clinical-trial-matching-mcp","primarySourceURLs":["https://raw.githubusercontent.com/pickleton89/mutation-clinical-trial-matching-mcp/main/README.md","https://github.com/pickleton89/mutation-clinical-trial-matching-mcp"],"id":"RWE-4590","relevance":{"id":"RWE-4590","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Retrieve trials using genetic mutation criteria.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pickleton89/mutation-clinical-trial-matching-mcp/main/README.md","https://github.com/pickleton89/mutation-clinical-trial-matching-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"capgalea/medluma_ai_agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Gather and synthesize biomedical research through specialized agents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"capgalea/medluma_ai_agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Gather and synthesize biomedical research through specialized agents."],"limitation":"Depends on canonical BioMCP; news and generated interpretation need source checking.","url":"https://github.com/capgalea/medluma_ai_agent","primarySourceURLs":["https://raw.githubusercontent.com/capgalea/Medluma_AI_Agent/main/README.md","https://github.com/capgalea/Medluma_AI_Agent"],"id":"RWE-4596","relevance":{"id":"RWE-4596","decision":"Core","rationale":"Gather and synthesize biomedical research through specialized agents. Retain the selected scholarly/clinical source retrieval, provenance or reference-extraction function only; target rankings and clinical interpretations do not provide the relevance basis.","relevanceBasis":"Gather and synthesize biomedical research through specialized agents. Limits: Depends on canonical BioMCP; news and generated interpretation need source checking.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/capgalea/Medluma_AI_Agent/main/README.md","https://github.com/capgalea/Medluma_AI_Agent"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"alfredcs/dova","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Search arXiv, PubMed, ClinicalTrials.gov and PubChem in research workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alfredcs/dova","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search arXiv, PubMed, ClinicalTrials.gov and PubChem in research workflows."],"limitation":"Requires AWS and external services; synthesis and coverage unverified.","url":"https://github.com/alfredcs/dova","primarySourceURLs":["https://raw.githubusercontent.com/alfredcs/dova/main/README.md","https://github.com/alfredcs/dova"],"id":"RWE-4598","relevance":{"id":"RWE-4598","decision":"Core","rationale":"Retain the documented evidence function: arXiv/PubMed and ClinicalTrials retrieval only; chemical PubChem functions excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"arXiv/PubMed and ClinicalTrials retrieval only; chemical PubChem functions excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alfredcs/dova","https://raw.githubusercontent.com/alfredcs/dova/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"khireddinemahaline/mini-pharmamind","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Retrieve literature and pharmaceutical research information.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"khireddinemahaline/mini-pharmamind","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve literature and pharmaceutical research information."],"limitation":"Limited educational prototype; not equivalent to full PharmaMind or validated drug discovery.","url":"https://github.com/khireddinemahaline/mini-pharmamind","primarySourceURLs":["https://raw.githubusercontent.com/khireddinemahaline/Mini-PharmaMind/main/README.md","https://github.com/khireddinemahaline/Mini-PharmaMind"],"id":"RWE-4600","relevance":{"id":"RWE-4600","decision":"Core","rationale":"Retain the documented evidence function: Retrieve literature and pharmaceutical research information. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve literature and pharmaceutical research information.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/khireddinemahaline/mini-pharmamind","https://raw.githubusercontent.com/khireddinemahaline/Mini-PharmaMind/main/README.md","https://github.com/khireddinemahaline/Mini-PharmaMind"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"vanbelkummax/polymath","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Discover papers and trace claims to page-level sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vanbelkummax/polymath","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Discover papers and trace claims to page-level sources."],"limitation":"Cross-domain hypothesis generation remains unvalidated.","url":"https://github.com/vanbelkummax/polymath","primarySourceURLs":["https://raw.githubusercontent.com/vanbelkummax/polymath/main/README.md","https://github.com/vanbelkummax/polymath"],"id":"RWE-4601","relevance":{"id":"RWE-4601","decision":"Core","rationale":"Retain the documented evidence function: Discover papers and trace claims to page-level sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Discover papers and trace claims to page-level sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vanbelkummax/polymath","https://raw.githubusercontent.com/vanbelkummax/polymath/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"csi-genomics-and-data-analytics-core/ega-mcp-server","kind":"MCP component","category":"Biomedical & Bioinformatics","summary":"Search genome-phenome archive studies/datasets and retrieve metadata.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"csi-genomics-and-data-analytics-core/ega-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Search genome-phenome archive studies/datasets and retrieve metadata."],"limitation":"Public metadata access does not grant controlled genomic data access.","url":"https://github.com/csi-genomics-and-data-analytics-core/ega-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/CSI-Genomics-and-Data-Analytics-Core/ega-mcp-server/main/README.md","https://github.com/CSI-Genomics-and-Data-Analytics-Core/ega-mcp-server"],"id":"RWE-4602","relevance":{"id":"RWE-4602","decision":"Core","rationale":"Retain discovery of human genotype–phenotype studies through study design, subject/phenotype metadata and linked datasets. This supports clinical cohort identification; public metadata access does not grant controlled-data downloads or validate phenotype completeness.","relevanceBasis":"Search genome-phenome archive studies/datasets and retrieve metadata. Primary clarification: Full primary README tool contracts: ega_get_study returns study design, publications and datasets; ega_get_sample returns subject information and phenotype data; cross-reference tools connect studies, samples and datasets.","evidenceLevel":"fresh-primary","evidenceRefs":["https://raw.githubusercontent.com/CSI-Genomics-and-Data-Analytics-Core/ega-mcp-server/main/README.md","https://github.com/CSI-Genomics-and-Data-Analytics-Core/ega-mcp-server","https://raw.githubusercontent.com/csi-genomics-and-data-analytics-core/ega-mcp-server/HEAD/README.md"],"reviewGroup":"clinical-study-metadata"}},{"name":"daveremy/function-health-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieve local biomarker results, changes and summaries; synchronize upstream data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"daveremy/function-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve local biomarker results, changes and summaries; synchronize upstream data."],"limitation":"Personal authenticated data; recommendations are not validated clinical advice.","url":"https://github.com/daveremy/function-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/daveremy/function-health-mcp/main/README.md","https://github.com/daveremy/function-health-mcp"],"id":"RWE-4608","relevance":{"id":"RWE-4608","decision":"Core","rationale":"Retrieve local biomarker results, changes and summaries; synchronize upstream data. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Retrieve local biomarker results, changes and summaries; synchronize upstream data. Limits: Personal authenticated data; recommendations are not validated clinical advice.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/daveremy/function-health-mcp/main/README.md","https://github.com/daveremy/function-health-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"shalabhsuman/oncoinsight-agents","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Retrieve supporting literature and generate structured biomarker research reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shalabhsuman/oncoinsight-agents","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve supporting literature and generate structured biomarker research reports."],"limitation":"Generated interpretations not validated clinical biomarker guidance.","url":"https://github.com/shalabhsuman/oncoinsight-agents","primarySourceURLs":["https://raw.githubusercontent.com/shalabhsuman/oncoinsight-agents/main/README.md","https://github.com/shalabhsuman/oncoinsight-agents"],"id":"RWE-4612","relevance":{"id":"RWE-4612","decision":"Core","rationale":"Retain the documented evidence function: Retrieve supporting literature and generate structured biomarker research reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve supporting literature and generate structured biomarker research reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shalabhsuman/oncoinsight-agents","https://raw.githubusercontent.com/shalabhsuman/oncoinsight-agents/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ansonyuu/whoop-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Retrieve personal fitness and physiological data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ansonyuu/whoop-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve personal fitness and physiological data."],"limitation":"Authenticated personal measurements; not representative population data.","url":"https://github.com/ansonyuu/whoop-mcp","primarySourceURLs":["https://raw.githubusercontent.com/ansonyuu/whoop-mcp/main/README.md","https://github.com/ansonyuu/whoop-mcp"],"id":"RWE-4613","relevance":{"id":"RWE-4613","decision":"Core","rationale":"Retrieve personal fitness and physiological data. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Retrieve personal fitness and physiological data. Limits: Authenticated personal measurements; not representative population data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ansonyuu/whoop-mcp/main/README.md","https://github.com/ansonyuu/whoop-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"muslus/biocite-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Retrieve paper metadata, DOIs and related literature.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"muslus/biocite-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve paper metadata, DOIs and related literature."],"limitation":"Valid identifiers do not eliminate hallucinations or ensure peer review and claim support.","url":"https://github.com/muslus/biocite-mcp","primarySourceURLs":["https://raw.githubusercontent.com/muslus/biocite-mcp/main/README.md","https://github.com/muslus/biocite-mcp"],"id":"RWE-4616","relevance":{"id":"RWE-4616","decision":"Core","rationale":"Retain the documented evidence function: Retrieve paper metadata, DOIs and related literature. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve paper metadata, DOIs and related literature.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/muslus/biocite-mcp","https://raw.githubusercontent.com/muslus/biocite-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"saurabhsing21/literature-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Europe PMC MCP search with raw queries and ranked gene/disease literature evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"saurabhsing21/literature-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Europe PMC MCP search with raw queries and ranked gene/disease literature evidence."],"limitation":"Ranking and LLM synthesis do not establish evidence certainty; documentation-only review.","url":"https://github.com/saurabhsing21/literature-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Saurabhsing21/Literature-MCP/main/README.md","https://github.com/Saurabhsing21/Literature-MCP"],"id":"RWE-4617","relevance":{"id":"RWE-4617","decision":"Core","rationale":"Retain the documented evidence function: Europe PMC MCP search with raw queries and ranked gene/disease literature evidence. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Europe PMC MCP search with raw queries and ranked gene/disease literature evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/saurabhsing21/literature-mcp","https://raw.githubusercontent.com/Saurabhsing21/Literature-MCP/main/README.md","https://github.com/Saurabhsing21/Literature-MCP"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"biological-sovereignty-protocol/bsp-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"BSP MCP interface to health-data exchange with token-based consent checks through the BSP SDK.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"biological-sovereignty-protocol/bsp-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["BSP MCP interface to health-data exchange with token-based consent checks through the BSP SDK."],"limitation":"Consent enforcement and blockchain revocation claims were not runtime audited; requires compatible exchange and credentials.","url":"https://github.com/biological-sovereignty-protocol/bsp-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Biological-Sovereignty-Protocol/bsp-mcp/main/README.md","https://github.com/Biological-Sovereignty-Protocol/bsp-mcp"],"id":"RWE-4618","relevance":{"id":"RWE-4618","decision":"Core","rationale":"BSP MCP interface to health-data exchange with token-based consent checks through the BSP SDK. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"BSP MCP interface to health-data exchange with token-based consent checks through the BSP SDK. Limits: Consent enforcement and blockchain revocation claims were not runtime audited; requires compatible exchange and credentials.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Biological-Sovereignty-Protocol/bsp-mcp/main/README.md","https://github.com/Biological-Sovereignty-Protocol/bsp-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"lineex/scopus-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Agent skills for authenticated Scopus searches, result parsing, citation export and Zotero handoff.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lineex/scopus-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Agent skills for authenticated Scopus searches, result parsing, citation export and Zotero handoff."],"limitation":"Requires existing authorized Scopus browser access; browser workflows can change.","url":"https://github.com/lineex/scopus-skills","primarySourceURLs":["https://raw.githubusercontent.com/lineex/scopus-skills/main/README.md","https://github.com/lineex/scopus-skills"],"id":"RWE-4621","relevance":{"id":"RWE-4621","decision":"Core","rationale":"Retain the documented evidence function: Agent skills for authenticated Scopus searches, result parsing, citation export and Zotero handoff. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Agent skills for authenticated Scopus searches, result parsing, citation export and Zotero handoff.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lineex/scopus-skills","https://raw.githubusercontent.com/lineex/scopus-skills/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hjsh200219/trading-by-clinical-trial","kind":"MCP server","category":"Trials & Study Design","summary":"Claude plugin and MCP workflow retrieves ClinicalTrials.gov trial intelligence for Korean pharma analysis.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hjsh200219/trading-by-clinical-trial","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Claude plugin and MCP workflow retrieves ClinicalTrials.gov trial intelligence for Korean pharma analysis."],"limitation":"Include trial-data retrieval component only; stock scores and investment decision labels are outside research validation.","url":"https://github.com/hjsh200219/trading-by-clinical-trial","primarySourceURLs":["https://raw.githubusercontent.com/hjsh200219/trading-by-clinical-trial/main/README.md","https://github.com/hjsh200219/trading-by-clinical-trial"],"id":"RWE-4623","relevance":{"id":"RWE-4623","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Claude plugin and MCP workflow retrieves ClinicalTrials.gov trial intelligence for Korean pharma analysis.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hjsh200219/trading-by-clinical-trial/main/README.md","https://github.com/hjsh200219/trading-by-clinical-trial"],"reviewGroup":"clinical-trial-workflow"}},{"name":"allan9719/weekly-paper-monitor","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Literature monitoring workflow searches scholarly feeds and APIs, deduplicates records and produces reports with agent/MCP follow-up.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"allan9719/weekly-paper-monitor","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature monitoring workflow searches scholarly feeds and APIs, deduplicates records and produces reports with agent/MCP follow-up."],"limitation":"Source coverage and heuristic scoring are not a systematic-review completeness guarantee.","url":"https://github.com/allan9719/weekly-paper-monitor","primarySourceURLs":["https://raw.githubusercontent.com/Allan9719/weekly-paper-monitor/main/README.md","https://github.com/Allan9719/weekly-paper-monitor"],"id":"RWE-4624","relevance":{"id":"RWE-4624","decision":"Core","rationale":"Retain the documented evidence function: Literature monitoring workflow searches scholarly feeds and APIs, deduplicates records and produces reports with agent/MCP follow-up. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature monitoring workflow searches scholarly feeds and APIs, deduplicates records and produces reports with agent/MCP follow-up.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/allan9719/weekly-paper-monitor","https://raw.githubusercontent.com/Allan9719/weekly-paper-monitor/main/README.md","https://github.com/Allan9719/weekly-paper-monitor"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tazwaryayyyy/authbridge","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"AuthBridge FHIR R4 clinical snapshot retrieval and source-linked PA evidence assembly MCP/A2A.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tazwaryayyyy/authbridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["AuthBridge FHIR R4 clinical snapshot retrieval and source-linked PA evidence assembly MCP/A2A."],"limitation":"Defaults to synthetic HAPI sandbox; unsupported drug criteria may be LLM-synthetic. Retrieval component only, not verified payer decisions or regulatory compliance.","url":"https://github.com/tazwaryayyyy/authbridge","primarySourceURLs":["https://raw.githubusercontent.com/tazwaryayyyy/AuthBridge/main/README.md","https://github.com/tazwaryayyyy/AuthBridge"],"id":"RWE-4631","relevance":{"id":"RWE-4631","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"AuthBridge FHIR R4 clinical snapshot retrieval and source-linked PA evidence assembly MCP/A2A.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tazwaryayyyy/AuthBridge/main/README.md","https://github.com/tazwaryayyyy/AuthBridge"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"saurabhsing21/drug-discovery-agent","kind":"MCP server","category":"RWE Data & Analytics","summary":"LangGraph drug-target prioritization workflow integrating DepMap, Open Targets, Pharos and Europe PMC through MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"saurabhsing21/drug-discovery-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["LangGraph drug-target prioritization workflow integrating DepMap, Open Targets, Pharos and Europe PMC through MCP."],"limitation":"Model-based prioritization and enterprise claims are not independent method validation.","url":"https://github.com/saurabhsing21/drug-discovery-agent","primarySourceURLs":["https://raw.githubusercontent.com/Saurabhsing21/Drug-discovery-agent/main/README.md","https://github.com/Saurabhsing21/Drug-discovery-agent"],"id":"RWE-4632","relevance":{"id":"RWE-4632","decision":"Core","rationale":"LangGraph drug-target prioritization workflow integrating DepMap, Open Targets, Pharos and Europe PMC through MCP. Retain the selected scholarly/clinical source retrieval, provenance or reference-extraction function only; target rankings and clinical interpretations do not provide the relevance basis.","relevanceBasis":"LangGraph drug-target prioritization workflow integrating DepMap, Open Targets, Pharos and Europe PMC through MCP. Limits: Model-based prioritization and enterprise claims are not independent method validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Saurabhsing21/Drug-discovery-agent/main/README.md","https://github.com/Saurabhsing21/Drug-discovery-agent"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"medmcp/medmcp-neuro-core","kind":"Research tool","category":"RWE Data & Analytics","summary":"MedMCP neuroimaging component exposes brain extraction, template registration and segmentation tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"medmcp/medmcp-neuro-core","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MedMCP neuroimaging component exposes brain extraction, template registration and segmentation tools."],"limitation":"Component of MedMCP ecosystem; computational imaging outputs require quality control and are not clinical certification.","url":"https://github.com/medmcp/medmcp-neuro-core","primarySourceURLs":["https://raw.githubusercontent.com/medmcp/medmcp-neuro-core/main/README.md","https://github.com/medmcp/medmcp-neuro-core"],"id":"RWE-4633","relevance":{"id":"RWE-4633","decision":"Core","rationale":"MedMCP neuroimaging component exposes brain extraction, template registration and segmentation tools. The selected clinical-data preparation, PK summary, meta-analysis, occupational-health or explicit observed-data analytical contract provides a necessary research method with validity limits.","relevanceBasis":"MedMCP neuroimaging component exposes brain extraction, template registration and segmentation tools. Limits: Component of MedMCP ecosystem; computational imaging outputs require quality control and are not clinical certification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/medmcp/medmcp-neuro-core/main/README.md","https://github.com/medmcp/medmcp-neuro-core"],"reviewGroup":"clinical-statistical-method"}},{"name":"felix-owo/rigorous-reviewer","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Portable scientific-review skill organizes claim review, methods criticism and structured issue reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"felix-owo/rigorous-reviewer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Portable scientific-review skill organizes claim review, methods criticism and structured issue reports."],"limitation":"Instruction workflow does not replace expert peer review or establish scientific validity.","url":"https://github.com/felix-owo/rigorous-reviewer","primarySourceURLs":["https://raw.githubusercontent.com/Felix-owo/Rigorous-Reviewer/main/README.md","https://github.com/Felix-owo/Rigorous-Reviewer"],"id":"RWE-4636","relevance":{"id":"RWE-4636","decision":"Core","rationale":"Retain the documented evidence function: Portable scientific-review skill organizes claim review, methods criticism and structured issue reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Portable scientific-review skill organizes claim review, methods criticism and structured issue reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/felix-owo/rigorous-reviewer","https://raw.githubusercontent.com/Felix-owo/Rigorous-Reviewer/main/README.md","https://github.com/Felix-owo/Rigorous-Reviewer"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"apifyforge/autopoietic-knowledge-synthesis-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Hosted MCP packages scholarly-source search across OpenAlex, PubMed, Europe PMC, Semantic Scholar and DBLP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"apifyforge/autopoietic-knowledge-synthesis-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Hosted MCP packages scholarly-source search across OpenAlex, PubMed, Europe PMC, Semantic Scholar and DBLP."],"limitation":"Include documented retrieval only; advanced mathematical synthesis claims are not validated, and hosted service conditions apply.","url":"https://github.com/apifyforge/autopoietic-knowledge-synthesis-mcp","primarySourceURLs":["https://raw.githubusercontent.com/apifyforge/autopoietic-knowledge-synthesis-mcp/main/README.md","https://github.com/apifyforge/autopoietic-knowledge-synthesis-mcp"],"id":"RWE-4638","relevance":{"id":"RWE-4638","decision":"Core","rationale":"Retain the documented evidence function: Hosted MCP packages scholarly-source search across OpenAlex, PubMed, Europe PMC, Semantic Scholar and DBLP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Hosted MCP packages scholarly-source search across OpenAlex, PubMed, Europe PMC, Semantic Scholar and DBLP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/apifyforge/autopoietic-knowledge-synthesis-mcp","https://raw.githubusercontent.com/apifyforge/autopoietic-knowledge-synthesis-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wangshuaifbj-collab/mcp-server-bioscience","kind":"MCP server","category":"Biomedical & Bioinformatics","summary":"SciAgent MCP retrieves PubMed/Europe PMC literature, ClinicalTrials.gov records, genomic annotations and chemical/structural data.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wangshuaifbj-collab/mcp-server-bioscience","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["SciAgent MCP retrieves PubMed/Europe PMC literature, ClinicalTrials.gov records, genomic annotations and chemical/structural data."],"limitation":"Reject marketing claim that database access eliminates hallucinations; retrieval and generated interpretations require verification.","url":"https://github.com/wangshuaifbj-collab/mcp-server-bioscience","primarySourceURLs":["https://raw.githubusercontent.com/wangshuaifbj-collab/mcp-server-bioscience/main/README.md","https://github.com/wangshuaifbj-collab/mcp-server-bioscience"],"id":"RWE-4644","relevance":{"id":"RWE-4644","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"SciAgent MCP retrieves PubMed/Europe PMC literature, ClinicalTrials.gov records, genomic annotations and chemical/structural data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/wangshuaifbj-collab/mcp-server-bioscience/main/README.md","https://github.com/wangshuaifbj-collab/mcp-server-bioscience"],"reviewGroup":"clinical-trial-workflow"}},{"name":"seosiri-official/bioassay-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"BioAssay MCP exposes assay calculations, luminescence analysis and pharmacokinetic summary calculations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"seosiri-official/bioassay-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["BioAssay MCP exposes assay calculations, luminescence analysis and pharmacokinetic summary calculations."],"limitation":"Computational assay and model outputs require method/unit checks; no runtime or laboratory validation performed.","url":"https://github.com/seosiri-official/bioassay-mcp","primarySourceURLs":["https://raw.githubusercontent.com/SEOSiri-Official/bioassay-mcp/main/README.md","https://github.com/SEOSiri-Official/bioassay-mcp"],"id":"RWE-4646","relevance":{"id":"RWE-4646","decision":"Core","rationale":"BioAssay MCP exposes assay calculations, luminescence analysis and pharmacokinetic summary calculations. The selected clinical-data preparation, PK summary, meta-analysis, occupational-health or explicit observed-data analytical contract provides a necessary research method with validity limits.","relevanceBasis":"BioAssay MCP exposes assay calculations, luminescence analysis and pharmacokinetic summary calculations. Limits: Computational assay and model outputs require method/unit checks; no runtime or laboratory validation performed.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SEOSiri-Official/bioassay-mcp/main/README.md","https://github.com/SEOSiri-Official/bioassay-mcp"],"reviewGroup":"clinical-statistical-method"}},{"name":"prabhasini/mednote_scribe","kind":"Research tool","category":"OMOP & terminology","summary":"Agent workflow extracts structured SOAP documentation and retrieves billable ICD-10-CM terminology from official CDC data.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"prabhasini/mednote_scribe","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Agent workflow extracts structured SOAP documentation and retrieves billable ICD-10-CM terminology from official CDC data."],"limitation":"Enabling clinical-data structuring only; extraction and coding need human review and are not billing or clinical validation.","url":"https://github.com/prabhasini/mednote_scribe","primarySourceURLs":["https://raw.githubusercontent.com/prabhasini/MedNote_Scribe/main/README.md","https://github.com/prabhasini/MedNote_Scribe"],"id":"RWE-4647","relevance":{"id":"RWE-4647","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Agent workflow extracts structured SOAP documentation and retrieves billable ICD-10-CM terminology from official CDC data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/prabhasini/MedNote_Scribe/main/README.md","https://github.com/prabhasini/MedNote_Scribe"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"karidasd/darkais-science-workbench","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Biological agent workbench documents PubMed tool queries, FASTA parsing and uploaded-paper vector retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"karidasd/darkais-science-workbench","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biological agent workbench documents PubMed tool queries, FASTA parsing and uploaded-paper vector retrieval."],"limitation":"Actor/critic biological validation and absolute privacy claims unsupported; Groq model calls external.","url":"https://github.com/karidasd/darkais-science-workbench","primarySourceURLs":["https://raw.githubusercontent.com/karidasd/darkais-science-workbench/main/README.md","https://github.com/karidasd/darkais-science-workbench"],"id":"RWE-4648","relevance":{"id":"RWE-4648","decision":"Core","rationale":"Retain the documented evidence function: PubMed and supplied scholarly-paper retrieval only; FASTA/molecular reasoning excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed and supplied scholarly-paper retrieval only; FASTA/molecular reasoning excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/karidasd/darkais-science-workbench","https://raw.githubusercontent.com/karidasd/darkais-science-workbench/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kenningai/kenning-soma","kind":"MCP server","category":"RWE Data & Analytics","summary":"Schema-constrained MCP over Neo4j for empirical neuroscience studies, structures, evidence and falsification conditions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kenningai/kenning-soma","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Schema-constrained MCP over Neo4j for empirical neuroscience studies, structures, evidence and falsification conditions."],"limitation":"Supports graph edits and analytics; evidence structure is not proof of a consciousness theory.","url":"https://github.com/kenningai/kenning-soma","primarySourceURLs":["https://raw.githubusercontent.com/kenningai/kenning-soma/main/README.md","https://github.com/kenningai/kenning-soma"],"id":"RWE-4650","relevance":{"id":"RWE-4650","decision":"Core","rationale":"Schema-constrained MCP over Neo4j for empirical neuroscience studies, structures, evidence and falsification conditions. Retain the selected scholarly/clinical source retrieval, provenance or reference-extraction function only; target rankings and clinical interpretations do not provide the relevance basis.","relevanceBasis":"Schema-constrained MCP over Neo4j for empirical neuroscience studies, structures, evidence and falsification conditions. Limits: Supports graph edits and analytics; evidence structure is not proof of a consciousness theory.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kenningai/kenning-soma/main/README.md","https://github.com/kenningai/kenning-soma"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"sashaskind/pharma-trail","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP queries linked CMS Open Payments and Medicare Part D prescribing records by prescriber NPI and drug.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sashaskind/pharma-trail","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP queries linked CMS Open Payments and Medicare Part D prescribing records by prescriber NPI and drug."],"limitation":"Cross-sectional prescribing/payment associations cannot establish influence or causal effect; stated 2024 and 50-drug scope.","url":"https://github.com/sashaskind/pharma-trail","primarySourceURLs":["https://raw.githubusercontent.com/SashaSkind/pharma-trail/main/README.md","https://github.com/SashaSkind/pharma-trail"],"id":"RWE-4656","relevance":{"id":"RWE-4656","decision":"Core","rationale":"MCP queries linked CMS Open Payments and Medicare Part D prescribing records by prescriber NPI and drug. The selected clinical-data preparation, PK summary, meta-analysis, occupational-health or explicit observed-data analytical contract provides a necessary research method with validity limits.","relevanceBasis":"MCP queries linked CMS Open Payments and Medicare Part D prescribing records by prescriber NPI and drug. Limits: Cross-sectional prescribing/payment associations cannot establish influence or causal effect; stated 2024 and 50-drug scope.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SashaSkind/pharma-trail/main/README.md","https://github.com/SashaSkind/pharma-trail"],"reviewGroup":"clinical-statistical-method"}},{"name":"minusent/zotero-work-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Read-only MCP connects to local Zotero 9 to search literature, retrieve metadata/indexed text/annotations and create bibliography exports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"minusent/zotero-work-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Read-only MCP connects to local Zotero 9 to search literature, retrieve metadata/indexed text/annotations and create bibliography exports."],"limitation":"Requires running compatible local Zotero; full text is limited to text Zotero has indexed.","url":"https://github.com/minusent/zotero-work-mcp","primarySourceURLs":["https://raw.githubusercontent.com/minusent/zotero-work-mcp/main/README.md","https://github.com/minusent/zotero-work-mcp"],"id":"RWE-4663","relevance":{"id":"RWE-4663","decision":"Core","rationale":"Retain the documented evidence function: Read-only MCP connects to local Zotero 9 to search literature, retrieve metadata/indexed text/annotations and create bibliography exports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Read-only MCP connects to local Zotero 9 to search literature, retrieve metadata/indexed text/annotations and create bibliography exports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/minusent/zotero-work-mcp","https://raw.githubusercontent.com/minusent/zotero-work-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"drdebabratamondal/astro_rasayana","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Research agents combine PubMed and NASA GeneLab evidence with traditional herb classifications.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drdebabratamondal/astro_rasayana","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research agents combine PubMed and NASA GeneLab evidence with traditional herb classifications."],"limitation":"Include literature/data research workflow only; triangulation does not establish herb safety or effectiveness in space medicine.","url":"https://github.com/drdebabratamondal/astro_rasayana","primarySourceURLs":["https://raw.githubusercontent.com/drdebabratamondal/Astro_Rasayana/main/README.md","https://github.com/drdebabratamondal/Astro_Rasayana"],"id":"RWE-4664","relevance":{"id":"RWE-4664","decision":"Core","rationale":"Retain the documented evidence function: PubMed evidence retrieval only; GeneLab/herb classifications do not establish health effects. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed evidence retrieval only; GeneLab/herb classifications do not establish health effects.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/drdebabratamondal/astro_rasayana","https://raw.githubusercontent.com/drdebabratamondal/Astro_Rasayana/main/README.md","https://github.com/drdebabratamondal/Astro_Rasayana"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"anyapages/askbench","kind":"Research tool","category":"RWE Data & Analytics","summary":"Agent workflow pools per-study effects or two-by-two counts and checks whether statistical pooling is appropriate.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anyapages/askbench","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent workflow pools per-study effects or two-by-two counts and checks whether statistical pooling is appropriate."],"limitation":"Per-study meta-analysis only; Perturb-seq functionality is explicitly synthetic demonstration, and pooled estimates still need methodological review.","url":"https://github.com/anyapages/askbench","primarySourceURLs":["https://raw.githubusercontent.com/anyapages/askbench/main/README.md","https://github.com/anyapages/askbench"],"id":"RWE-4667","relevance":{"id":"RWE-4667","decision":"Core","rationale":"Agent workflow pools per-study effects or two-by-two counts and checks whether statistical pooling is appropriate. The selected clinical-data preparation, PK summary, meta-analysis, occupational-health or explicit observed-data analytical contract provides a necessary research method with validity limits.","relevanceBasis":"Agent workflow pools per-study effects or two-by-two counts and checks whether statistical pooling is appropriate. Limits: Per-study meta-analysis only; Perturb-seq functionality is explicitly synthetic demonstration, and pooled estimates still need methodological review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/anyapages/askbench/main/README.md","https://github.com/anyapages/askbench"],"reviewGroup":"clinical-statistical-method"}},{"name":"joelkshaju/qtov","kind":"Research tool","category":"Trials & Study Design","summary":"ClinicalTrials.gov agent maps supported natural-language queries to API data, deterministic aggregates and cited chart specifications.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"joelkshaju/qtov","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["ClinicalTrials.gov agent maps supported natural-language queries to API data, deterministic aggregates and cited chart specifications."],"limitation":"Registry records and counts are not trial results or completeness guarantees beyond supported query types.","url":"https://github.com/joelkshaju/qtov","primarySourceURLs":["https://raw.githubusercontent.com/JoelKShaju/qtov/main/README.md","https://github.com/JoelKShaju/qtov"],"id":"RWE-4673","relevance":{"id":"RWE-4673","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"ClinicalTrials.gov agent maps supported natural-language queries to API data, deterministic aggregates and cited chart specifications.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JoelKShaju/qtov/main/README.md","https://github.com/JoelKShaju/qtov"],"reviewGroup":"clinical-trial-workflow"}},{"name":"javakishore-veleti/drug-discovery-agentic-target-identification","kind":"MCP server","category":"RWE Data & Analytics","summary":"Bedrock research agent orchestrates biomedical MCP queries and cites PMID, NCT and ChEMBL identifiers for target identification.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"javakishore-veleti/drug-discovery-agentic-target-identification","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Bedrock research agent orchestrates biomedical MCP queries and cites PMID, NCT and ChEMBL identifiers for target identification."],"limitation":"Explicit research-assistance pilot, not a validated target-ranking or clinical decision product.","url":"https://github.com/javakishore-veleti/drug-discovery-agentic-target-identification","primarySourceURLs":["https://raw.githubusercontent.com/javakishore-veleti/Drug-Discovery-Agentic-Target-Identification/main/README.md","https://github.com/javakishore-veleti/Drug-Discovery-Agentic-Target-Identification"],"id":"RWE-4678","relevance":{"id":"RWE-4678","decision":"Core","rationale":"Bedrock research agent orchestrates biomedical MCP queries and cites PMID, NCT and ChEMBL identifiers for target identification. Retain the selected scholarly/clinical source retrieval, provenance or reference-extraction function only; target rankings and clinical interpretations do not provide the relevance basis.","relevanceBasis":"Bedrock research agent orchestrates biomedical MCP queries and cites PMID, NCT and ChEMBL identifiers for target identification. Limits: Explicit research-assistance pilot, not a validated target-ranking or clinical decision product.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/javakishore-veleti/Drug-Discovery-Agentic-Target-Identification/main/README.md","https://github.com/javakishore-veleti/Drug-Discovery-Agentic-Target-Identification"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"scottmss/hse-nz-au-skills","kind":"Research tool","category":"RWE Data & Analytics","summary":"Agent skill collection structures occupational-health risk assessments, incident investigations and control assurance for NZ/AU workplaces.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scottmss/hse-nz-au-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent skill collection structures occupational-health risk assessments, incident investigations and control assurance for NZ/AU workplaces."],"limitation":"Practitioner-oriented instructions; legal duties and risk judgments require current qualified review.","url":"https://github.com/scottmss/hse-nz-au-skills","primarySourceURLs":["https://raw.githubusercontent.com/scottmss/hse-nz-au-skills/main/README.md","https://github.com/scottmss/hse-nz-au-skills"],"id":"RWE-4679","relevance":{"id":"RWE-4679","decision":"Core","rationale":"Agent skill collection structures occupational-health risk assessments, incident investigations and control assurance for NZ/AU workplaces. The selected clinical-data preparation, PK summary, meta-analysis, occupational-health or explicit observed-data analytical contract provides a necessary research method with validity limits.","relevanceBasis":"Agent skill collection structures occupational-health risk assessments, incident investigations and control assurance for NZ/AU workplaces. Limits: Practitioner-oriented instructions; legal duties and risk judgments require current qualified review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/scottmss/hse-nz-au-skills/main/README.md","https://github.com/scottmss/hse-nz-au-skills"],"reviewGroup":"clinical-statistical-method"}},{"name":"zhaoxinghua09-cell/medical-device-reg-expert","kind":"MCP server","category":"RWE Data & Analytics","summary":"Read-only MCP queries medical-device registration documentation and supports submission-completeness self-assessment.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhaoxinghua09-cell/medical-device-reg-expert","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Read-only MCP queries medical-device registration documentation and supports submission-completeness self-assessment."],"limitation":"Reference/checklist assistance does not establish regulatory compliance or provide clinical judgments.","url":"https://github.com/zhaoxinghua09-cell/medical-device-reg-expert","primarySourceURLs":["https://raw.githubusercontent.com/zhaoxinghua09-cell/medical-device-reg-expert/main/README.md","https://github.com/zhaoxinghua09-cell/medical-device-reg-expert"],"id":"RWE-4682","relevance":{"id":"RWE-4682","decision":"Core","rationale":"Read-only MCP queries medical-device registration documentation and supports submission-completeness self-assessment. Retain the selected scholarly/clinical source retrieval, provenance or reference-extraction function only; target rankings and clinical interpretations do not provide the relevance basis.","relevanceBasis":"Read-only MCP queries medical-device registration documentation and supports submission-completeness self-assessment. Limits: Reference/checklist assistance does not establish regulatory compliance or provide clinical judgments.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zhaoxinghua09-cell/medical-device-reg-expert/main/README.md","https://github.com/zhaoxinghua09-cell/medical-device-reg-expert"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"zhanjinfeng/google-health-broker","kind":"MCP server","category":"RWE Data & Analytics","summary":"Self-hosted OAuth broker exposes read-only Google Health v4 activity, sleep, heart-rate and other observations through Agent API and optional MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhanjinfeng/google-health-broker","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Self-hosted OAuth broker exposes read-only Google Health v4 activity, sleep, heart-rate and other observations through Agent API and optional MCP."],"limitation":"Requires authorized Google Health access; credential-security claims not audited and no clinical validation.","url":"https://github.com/zhanjinfeng/google-health-broker","primarySourceURLs":["https://raw.githubusercontent.com/zhanjinfeng/google-health-broker/main/README.md","https://github.com/zhanjinfeng/google-health-broker"],"id":"RWE-4683","relevance":{"id":"RWE-4683","decision":"Core","rationale":"Self-hosted OAuth broker exposes read-only Google Health v4 activity, sleep, heart-rate and other observations through Agent API and optional MCP. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Self-hosted OAuth broker exposes read-only Google Health v4 activity, sleep, heart-rate and other observations through Agent API and optional MCP. Limits: Requires authorized Google Health access; credential-security claims not audited and no clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zhanjinfeng/google-health-broker/main/README.md","https://github.com/zhanjinfeng/google-health-broker"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"jondahealthtech/jondax-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Official JondaX MCP uploads clinical files or device images for structured extraction/normalization and retrieves processing results.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jondahealthtech/jondax-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Official JondaX MCP uploads clinical files or device images for structured extraction/normalization and retrieves processing results."],"limitation":"Hosted uploads can include sensitive health data; de-identification and extraction accuracy not independently verified.","url":"https://github.com/jondahealthtech/jondax-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/JondaHealthTech/jondax-mcp-server/main/README.md","https://github.com/JondaHealthTech/jondax-mcp-server"],"id":"RWE-4685","relevance":{"id":"RWE-4685","decision":"Core","rationale":"Official JondaX MCP uploads clinical files or device images for structured extraction/normalization and retrieves processing results. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Official JondaX MCP uploads clinical files or device images for structured extraction/normalization and retrieves processing results. Limits: Hosted uploads can include sensitive health data; de-identification and extraction accuracy not independently verified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JondaHealthTech/jondax-mcp-server/main/README.md","https://github.com/JondaHealthTech/jondax-mcp-server"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"timoknapp/apple-health-exporter","kind":"MCP server","category":"RWE Data & Analytics","summary":"HealthKit exporter and backend provide personal-health ingestion, SQLite analytics and read-only MCP access.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"timoknapp/apple-health-exporter","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["HealthKit exporter and backend provide personal-health ingestion, SQLite analytics and read-only MCP access."],"limitation":"Exporter/ingestion components write data; only MCP query interface described as read-only. Device and backend setup required.","url":"https://github.com/timoknapp/apple-health-exporter","primarySourceURLs":["https://raw.githubusercontent.com/timoknapp/apple-health-exporter/master/README.md","https://github.com/timoknapp/apple-health-exporter"],"id":"RWE-4688","relevance":{"id":"RWE-4688","decision":"Core","rationale":"HealthKit exporter and backend provide personal-health ingestion, SQLite analytics and read-only MCP access. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"HealthKit exporter and backend provide personal-health ingestion, SQLite analytics and read-only MCP access. Limits: Exporter/ingestion components write data; only MCP query interface described as read-only. Device and backend setup required.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/timoknapp/apple-health-exporter/master/README.md","https://github.com/timoknapp/apple-health-exporter"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"alexprotom/rust-dicom-station","kind":"Research tool","category":"RWE Data & Analytics","summary":"Agent-capable DICOM/radiotherapy research station supports study visualization, registration, comparison and quantitative QA.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alexprotom/rust-dicom-station","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent-capable DICOM/radiotherapy research station supports study visualization, registration, comparison and quantitative QA."],"limitation":"Imaging and dose calculations require independent QA; research software is not clinical certification.","url":"https://github.com/alexprotom/rust-dicom-station","primarySourceURLs":["https://raw.githubusercontent.com/alexprotom/rust-dicom-station/main/README.md","https://github.com/alexprotom/rust-dicom-station"],"id":"RWE-4689","relevance":{"id":"RWE-4689","decision":"Core","rationale":"Agent-capable DICOM/radiotherapy research station supports study visualization, registration, comparison and quantitative QA. The selected clinical-data preparation, PK summary, meta-analysis, occupational-health or explicit observed-data analytical contract provides a necessary research method with validity limits.","relevanceBasis":"Agent-capable DICOM/radiotherapy research station supports study visualization, registration, comparison and quantitative QA. Limits: Imaging and dose calculations require independent QA; research software is not clinical certification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/alexprotom/rust-dicom-station/main/README.md","https://github.com/alexprotom/rust-dicom-station"],"reviewGroup":"clinical-statistical-method"}},{"name":"tkausch/eudamed-web-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Streamable-HTTP MCP wraps EUDAMED public actor and device queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tkausch/eudamed-web-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Streamable-HTTP MCP wraps EUDAMED public actor and device queries."],"limitation":"Remote transport sibling of tkausch/eudamed-mcp; consolidate package identity or clearly label transport variant. Registration is not safety/effectiveness validation.","url":"https://github.com/tkausch/eudamed-web-mcp","primarySourceURLs":["https://raw.githubusercontent.com/tkausch/eudamed-web-mcp/main/README.md","https://github.com/tkausch/eudamed-web-mcp"],"id":"RWE-4690","relevance":{"id":"RWE-4690","decision":"Core","rationale":"Streamable-HTTP MCP wraps EUDAMED public actor and device queries. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Streamable-HTTP MCP wraps EUDAMED public actor and device queries. Limits: Remote transport sibling of tkausch/eudamed-mcp; consolidate package identity or clearly label transport variant. Registration is not safety/effectiveness validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tkausch/eudamed-web-mcp/main/README.md","https://github.com/tkausch/eudamed-web-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"rezamotaghi/cbctscope","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP drives CBCT and radiograph research viewing, slice navigation, rendering and anatomical views.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rezamotaghi/cbctscope","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP drives CBCT and radiograph research viewing, slice navigation, rendering and anatomical views."],"limitation":"Explicit research-use viewer, not an approved medical device or diagnostic validation service.","url":"https://github.com/rezamotaghi/cbctscope","primarySourceURLs":["https://raw.githubusercontent.com/rezamotaghi/cbctscope/main/README.md","https://github.com/rezamotaghi/cbctscope"],"id":"RWE-4691","relevance":{"id":"RWE-4691","decision":"Core","rationale":"MCP drives CBCT and radiograph research viewing, slice navigation, rendering and anatomical views. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"MCP drives CBCT and radiograph research viewing, slice navigation, rendering and anatomical views. Limits: Explicit research-use viewer, not an approved medical device or diagnostic validation service.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rezamotaghi/cbctscope/main/README.md","https://github.com/rezamotaghi/cbctscope"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"aswinn-m/healthcare-agent","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"LangGraph healthcare prototype includes a PubMed MCP literature-lookup workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aswinn-m/healthcare-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["LangGraph healthcare prototype includes a PubMed MCP literature-lookup workflow."],"limitation":"Include grounded literature retrieval component only; generated diagnoses and next-step guidance are outside validated scope.","url":"https://github.com/aswinn-m/healthcare-agent","primarySourceURLs":["https://raw.githubusercontent.com/ASWINN-M/Healthcare-Agent/master/README.md","https://github.com/ASWINN-M/Healthcare-Agent"],"id":"RWE-4693","relevance":{"id":"RWE-4693","decision":"Core","rationale":"Retain the documented evidence function: LangGraph healthcare prototype includes a PubMed MCP literature-lookup workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"LangGraph healthcare prototype includes a PubMed MCP literature-lookup workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aswinn-m/healthcare-agent","https://raw.githubusercontent.com/ASWINN-M/Healthcare-Agent/master/README.md","https://github.com/ASWINN-M/Healthcare-Agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"felixwag/oura-ring-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Oura MCP mirrors wearable observations locally and supports querying health metrics with user annotations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"felixwag/oura-ring-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Oura MCP mirrors wearable observations locally and supports querying health metrics with user annotations."],"limitation":"Personal observational correlations do not establish causal effects; requires Oura credentials and writes local annotation/mirror data.","url":"https://github.com/felixwag/oura-ring-mcp","primarySourceURLs":["https://raw.githubusercontent.com/FelixWag/oura-ring-mcp/main/README.md","https://github.com/FelixWag/oura-ring-mcp"],"id":"RWE-4694","relevance":{"id":"RWE-4694","decision":"Core","rationale":"Oura MCP mirrors wearable observations locally and supports querying health metrics with user annotations. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Oura MCP mirrors wearable observations locally and supports querying health metrics with user annotations. Limits: Personal observational correlations do not establish causal effects; requires Oura credentials and writes local annotation/mirror data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/FelixWag/oura-ring-mcp/main/README.md","https://github.com/FelixWag/oura-ring-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"johnmartinez/cgm-get-agent","kind":"MCP server","category":"RWE Data & Analytics","summary":"Dexcom MCP retrieves CGM observations and combines local meal/exercise logs with glucose-curve summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"johnmartinez/cgm-get-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Dexcom MCP retrieves CGM observations and combines local meal/exercise logs with glucose-curve summaries."],"limitation":"Meal macros and impact scores are estimated; correlations are not causal or medical guidance, and cached readings may be stale.","url":"https://github.com/johnmartinez/cgm-get-agent","primarySourceURLs":["https://raw.githubusercontent.com/johnmartinez/cgm-get-agent/main/README.md","https://github.com/johnmartinez/cgm-get-agent"],"id":"RWE-4696","relevance":{"id":"RWE-4696","decision":"Core","rationale":"Dexcom MCP retrieves CGM observations and combines local meal/exercise logs with glucose-curve summaries. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Dexcom MCP retrieves CGM observations and combines local meal/exercise logs with glucose-curve summaries. Limits: Meal macros and impact scores are estimated; correlations are not causal or medical guidance, and cached readings may be stale.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/johnmartinez/cgm-get-agent/main/README.md","https://github.com/johnmartinez/cgm-get-agent"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"cykj40/t1copilot","kind":"Research tool","category":"RWE Data & Analytics","summary":"Tool-based diabetes data platform integrates Dexcom, lab tracking and Apple Health/fitness observations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cykj40/t1copilot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Tool-based diabetes data platform integrates Dexcom, lab tracking and Apple Health/fitness observations."],"limitation":"Personal-data analysis only; recommendations and detected patterns are not validated treatment guidance.","url":"https://github.com/cykj40/t1copilot","primarySourceURLs":["https://raw.githubusercontent.com/cykj40/t1copilot/main/README.md","https://github.com/cykj40/t1copilot"],"id":"RWE-4697","relevance":{"id":"RWE-4697","decision":"Core","rationale":"Tool-based diabetes data platform integrates Dexcom, lab tracking and Apple Health/fitness observations. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Tool-based diabetes data platform integrates Dexcom, lab tracking and Apple Health/fitness observations. Limits: Personal-data analysis only; recommendations and detected patterns are not validated treatment guidance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cykj40/t1copilot/main/README.md","https://github.com/cykj40/t1copilot"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"sharath-lokesh/nutriplan_clinical_nutrition_ai_agent_system","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"NutriPlan MCP collection retrieves FHIR R4 patient data, dietary guideline references and nutrition context.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sharath-lokesh/nutriplan_clinical_nutrition_ai_agent_system","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["NutriPlan MCP collection retrieves FHIR R4 patient data, dietary guideline references and nutrition context."],"limitation":"Include data/reference components; personalized meal-plan and drug-food safety claims are not independently validated.","url":"https://github.com/sharath-lokesh/nutriplan_clinical_nutrition_ai_agent_system","primarySourceURLs":["https://raw.githubusercontent.com/Sharath-Lokesh/NutriPlan_Clinical_Nutrition_AI_Agent_System/main/README.md","https://github.com/Sharath-Lokesh/NutriPlan_Clinical_Nutrition_AI_Agent_System"],"id":"RWE-4698","relevance":{"id":"RWE-4698","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"NutriPlan MCP collection retrieves FHIR R4 patient data, dietary guideline references and nutrition context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Sharath-Lokesh/NutriPlan_Clinical_Nutrition_AI_Agent_System/main/README.md","https://github.com/Sharath-Lokesh/NutriPlan_Clinical_Nutrition_AI_Agent_System"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"colebypearson/nightscout-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Nightscout MCP reads CGM values, treatments and derived summaries from a user's instance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"colebypearson/nightscout-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Nightscout MCP reads CGM values, treatments and derived summaries from a user's instance."],"limitation":"Observations/analytics only, not treatment advice; endpoint access and data governance remain user responsibilities.","url":"https://github.com/colebypearson/nightscout-mcp","primarySourceURLs":["https://raw.githubusercontent.com/ColebyPearson/nightscout-mcp/main/README.md","https://github.com/ColebyPearson/nightscout-mcp"],"id":"RWE-4699","relevance":{"id":"RWE-4699","decision":"Core","rationale":"Nightscout MCP reads CGM values, treatments and derived summaries from a user's instance. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Nightscout MCP reads CGM values, treatments and derived summaries from a user's instance. Limits: Observations/analytics only, not treatment advice; endpoint access and data governance remain user responsibilities.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ColebyPearson/nightscout-mcp/main/README.md","https://github.com/ColebyPearson/nightscout-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"shri7ul/clinisight-ai-medical-diagnosis-app-using-generative-ai","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"MCP/FastAPI workflow extracts symptom terms and retrieves PubMed metadata and abstracts into research briefs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shri7ul/clinisight-ai-medical-diagnosis-app-using-generative-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["MCP/FastAPI workflow extracts symptom terms and retrieves PubMed metadata and abstracts into research briefs."],"limitation":"Educational prototype; include literature retrieval only, not generated diagnosis or treatment.","url":"https://github.com/shri7ul/clinisight-ai-medical-diagnosis-app-using-generative-ai","primarySourceURLs":["https://raw.githubusercontent.com/Shri7ul/Clinisight-AI-Medical-Diagnosis-App-Using-Generative-AI/main/README.md","https://github.com/Shri7ul/Clinisight-AI-Medical-Diagnosis-App-Using-Generative-AI"],"id":"RWE-4700","relevance":{"id":"RWE-4700","decision":"Core","rationale":"Retain the documented evidence function: MCP/FastAPI workflow extracts symptom terms and retrieves PubMed metadata and abstracts into research briefs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"MCP/FastAPI workflow extracts symptom terms and retrieves PubMed metadata and abstracts into research briefs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shri7ul/clinisight-ai-medical-diagnosis-app-using-generative-ai","https://raw.githubusercontent.com/Shri7ul/Clinisight-AI-Medical-Diagnosis-App-Using-Generative-AI/main/README.md","https://github.com/Shri7ul/Clinisight-AI-Medical-Diagnosis-App-Using-Generative-AI"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"marniakhilkumar-max/cliniq-nexus","kind":"Research tool","category":"RWE Data & Analytics","summary":"LangGraph workflow extracts structured patient/laboratory information from supplied medical reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"marniakhilkumar-max/cliniq-nexus","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["LangGraph workflow extracts structured patient/laboratory information from supplied medical reports."],"limitation":"Research-enabling extraction only; specialist consensus and clinical reasoning are not independently validated.","url":"https://github.com/marniakhilkumar-max/cliniq-nexus","primarySourceURLs":["https://raw.githubusercontent.com/marniakhilkumar-max/cliniq-nexus/main/README.md","https://github.com/marniakhilkumar-max/cliniq-nexus"],"id":"RWE-4701","relevance":{"id":"RWE-4701","decision":"Core","rationale":"LangGraph workflow extracts structured patient/laboratory information from supplied medical reports. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"LangGraph workflow extracts structured patient/laboratory information from supplied medical reports. Limits: Research-enabling extraction only; specialist consensus and clinical reasoning are not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/marniakhilkumar-max/cliniq-nexus/main/README.md","https://github.com/marniakhilkumar-max/cliniq-nexus"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"hopprai/horos-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Horos plugin and MCP server expose medical-image viewer controls and analysis operations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hopprai/horos-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Horos plugin and MCP server expose medical-image viewer controls and analysis operations."],"limitation":"Requires compatible running Horos; UI operations and derived imaging outputs require verification. Not read-only throughout.","url":"https://github.com/hopprai/horos-mcp","primarySourceURLs":["https://raw.githubusercontent.com/hopprai/horos-mcp/main/README.md","https://github.com/hopprai/horos-mcp"],"id":"RWE-4702","relevance":{"id":"RWE-4702","decision":"Core","rationale":"Horos plugin and MCP server expose medical-image viewer controls and analysis operations. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Horos plugin and MCP server expose medical-image viewer controls and analysis operations. Limits: Requires compatible running Horos; UI operations and derived imaging outputs require verification. Not read-only throughout.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hopprai/horos-mcp/main/README.md","https://github.com/hopprai/horos-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"jwdeveloper/fitimio","kind":"MCP server","category":"RWE Data & Analytics","summary":"Hosted MCP tracks nutrition, activity, body measurements and health-context records through OAuth.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jwdeveloper/fitimio","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Hosted MCP tracks nutrition, activity, body measurements and health-context records through OAuth."],"limitation":"User-entered/estimated observations are not validated measurements or medical advice; hosted account required.","url":"https://github.com/jwdeveloper/fitimio","primarySourceURLs":["https://raw.githubusercontent.com/jwdeveloper/fitimio/main/README.md","https://github.com/jwdeveloper/fitimio"],"id":"RWE-4703","relevance":{"id":"RWE-4703","decision":"Core","rationale":"Hosted MCP tracks nutrition, activity, body measurements and health-context records through OAuth. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Hosted MCP tracks nutrition, activity, body measurements and health-context records through OAuth. Limits: User-entered/estimated observations are not validated measurements or medical advice; hosted account required.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jwdeveloper/fitimio/main/README.md","https://github.com/jwdeveloper/fitimio"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"zenjizuojia/deepneph","kind":"Research tool","category":"RWE Data & Analytics","summary":"Tool-augmented RCC research agent extracts and standardizes report evidence against a WHO-oriented knowledge base.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zenjizuojia/deepneph","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Tool-augmented RCC research agent extracts and standardizes report evidence against a WHO-oriented knowledge base."],"limitation":"Include research classification/extraction workflow; subtype suggestions need specialist validation.","url":"https://github.com/zenjizuojia/deepneph","primarySourceURLs":["https://raw.githubusercontent.com/zenjizuojia/DeepNeph/main/README.md","https://github.com/zenjizuojia/DeepNeph"],"id":"RWE-4704","relevance":{"id":"RWE-4704","decision":"Core","rationale":"Tool-augmented RCC research agent extracts and standardizes report evidence against a WHO-oriented knowledge base. Retain the selected scholarly/clinical source retrieval, provenance or reference-extraction function only; target rankings and clinical interpretations do not provide the relevance basis.","relevanceBasis":"Tool-augmented RCC research agent extracts and standardizes report evidence against a WHO-oriented knowledge base. Limits: Include research classification/extraction workflow; subtype suggestions need specialist validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zenjizuojia/DeepNeph/main/README.md","https://github.com/zenjizuojia/DeepNeph"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"jg512/arbitermed-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Medical literature MCP builds evidence maps, searches PubMed and extracts reported statistical quantities.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jg512/arbitermed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medical literature MCP builds evidence maps, searches PubMed and extracts reported statistical quantities."],"limitation":"Ground Truth and high-precision claims are marketing; extracted HRs/p-values/CIs require source-level checking.","url":"https://github.com/jg512/arbitermed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/jg512/ArbiterMed-MCP/main/README.md","https://github.com/jg512/ArbiterMed-MCP"],"id":"RWE-4705","relevance":{"id":"RWE-4705","decision":"Core","rationale":"Retain the documented evidence function: Medical literature MCP builds evidence maps, searches PubMed and extracts reported statistical quantities. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Medical literature MCP builds evidence maps, searches PubMed and extracts reported statistical quantities.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jg512/arbitermed-mcp","https://raw.githubusercontent.com/jg512/ArbiterMed-MCP/main/README.md","https://github.com/jg512/ArbiterMed-MCP"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"paceaitian/google-health-chatgpt-selfhost","kind":"MCP server","category":"RWE Data & Analytics","summary":"Single-user reference MCP exposes narrowly scoped read-only Google Health data with fixed allowlists.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"paceaitian/google-health-chatgpt-selfhost","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Single-user reference MCP exposes narrowly scoped read-only Google Health data with fixed allowlists."],"limitation":"Requires independent deployment and OAuth; reference implementation and privacy claims not runtime tested.","url":"https://github.com/paceaitian/google-health-chatgpt-selfhost","primarySourceURLs":["https://raw.githubusercontent.com/paceaitian/google-health-chatgpt-selfhost/main/README.md","https://github.com/paceaitian/google-health-chatgpt-selfhost"],"id":"RWE-4706","relevance":{"id":"RWE-4706","decision":"Core","rationale":"Single-user reference MCP exposes narrowly scoped read-only Google Health data with fixed allowlists. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Single-user reference MCP exposes narrowly scoped read-only Google Health data with fixed allowlists. Limits: Requires independent deployment and OAuth; reference implementation and privacy claims not runtime tested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/paceaitian/google-health-chatgpt-selfhost/main/README.md","https://github.com/paceaitian/google-health-chatgpt-selfhost"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"celia-zheng/clinicaltrials-mcp","kind":"MCP server","category":"Trials & Study Design","summary":"ClinicalTrials.gov MCP searches studies, retrieves NCT details and ranks recruiting trials against profile criteria.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"celia-zheng/clinicaltrials-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["ClinicalTrials.gov MCP searches studies, retrieves NCT details and ranks recruiting trials against profile criteria."],"limitation":"Eligibility extraction and keyword ranking do not establish actual patient eligibility or medical suitability.","url":"https://github.com/celia-zheng/clinicaltrials-mcp","primarySourceURLs":["https://raw.githubusercontent.com/celia-zheng/ClinicalTrials-Mcp/main/README.md","https://github.com/celia-zheng/ClinicalTrials-Mcp"],"id":"RWE-4707","relevance":{"id":"RWE-4707","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"ClinicalTrials.gov MCP searches studies, retrieves NCT details and ranks recruiting trials against profile criteria.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/celia-zheng/ClinicalTrials-Mcp/main/README.md","https://github.com/celia-zheng/ClinicalTrials-Mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"toniibrahim/or-medical-interact","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Realtime clinical voice workflow exposes structured clinical-record tools and append-only documentation writes.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"toniibrahim/or-medical-interact","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Realtime clinical voice workflow exposes structured clinical-record tools and append-only documentation writes."],"limitation":"Clinical documentation enabling scope only; confirmations and audit claims not independently tested.","url":"https://github.com/toniibrahim/or-medical-interact","primarySourceURLs":["https://raw.githubusercontent.com/toniibrahim/or-medical-interact/main/README.md","https://github.com/toniibrahim/or-medical-interact"],"id":"RWE-4708","relevance":{"id":"RWE-4708","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Realtime clinical voice workflow exposes structured clinical-record tools and append-only documentation writes.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/toniibrahim/or-medical-interact/main/README.md","https://github.com/toniibrahim/or-medical-interact"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"coooder-crypto/vital-agent-sync","kind":"MCP server","category":"RWE Data & Analytics","summary":"Local Apple Health bridge moves authorized HealthKit summaries to local SQLite and exposes scoped MCP context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"coooder-crypto/vital-agent-sync","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Local Apple Health bridge moves authorized HealthKit summaries to local SQLite and exposes scoped MCP context."],"limitation":"Local Preview; current Mac/LAN path distinct from planned generic-agent support.","url":"https://github.com/coooder-crypto/vital-agent-sync","primarySourceURLs":["https://raw.githubusercontent.com/Coooder-Crypto/vital-agent-sync/main/README.md","https://github.com/Coooder-Crypto/vital-agent-sync"],"id":"RWE-4709","relevance":{"id":"RWE-4709","decision":"Core","rationale":"Local Apple Health bridge moves authorized HealthKit summaries to local SQLite and exposes scoped MCP context. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Local Apple Health bridge moves authorized HealthKit summaries to local SQLite and exposes scoped MCP context. Limits: Local Preview; current Mac/LAN path distinct from planned generic-agent support.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Coooder-Crypto/vital-agent-sync/main/README.md","https://github.com/Coooder-Crypto/vital-agent-sync"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"gosmart-health/dicom-rs-transformer","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP-enabled DICOM transformation library supports rule-based value changes, anonymization and batch scripting.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gosmart-health/dicom-rs-transformer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP-enabled DICOM transformation library supports rule-based value changes, anonymization and batch scripting."],"limitation":"Anonymization completeness is not established; transformations mutate medical-image metadata and require validation.","url":"https://github.com/gosmart-health/dicom-rs-transformer","primarySourceURLs":["https://raw.githubusercontent.com/gosmart-health/dicom-rs-transformer/main/README.md","https://github.com/gosmart-health/dicom-rs-transformer"],"id":"RWE-4710","relevance":{"id":"RWE-4710","decision":"Core","rationale":"MCP-enabled DICOM transformation library supports rule-based value changes, anonymization and batch scripting. The selected clinical-data preparation, PK summary, meta-analysis, occupational-health or explicit observed-data analytical contract provides a necessary research method with validity limits.","relevanceBasis":"MCP-enabled DICOM transformation library supports rule-based value changes, anonymization and batch scripting. Limits: Anonymization completeness is not established; transformations mutate medical-image metadata and require validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gosmart-health/dicom-rs-transformer/main/README.md","https://github.com/gosmart-health/dicom-rs-transformer"],"reviewGroup":"clinical-statistical-method"}},{"name":"pierresylvain/mon-parcours-sante-capstone","kind":"Research tool","category":"RWE Data & Analytics","summary":"Healthcare administrative agent parses lab PDFs into structured values, a retrieval index and marker timelines.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pierresylvain/mon-parcours-sante-capstone","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Healthcare administrative agent parses lab PDFs into structured values, a retrieval index and marker timelines."],"limitation":"Include document-structuring component only; capstone software and parsing accuracy not independently validated.","url":"https://github.com/pierresylvain/mon-parcours-sante-capstone","primarySourceURLs":["https://raw.githubusercontent.com/PierreSylvain/mon-parcours-sante-capstone/main/README.md","https://github.com/PierreSylvain/mon-parcours-sante-capstone"],"id":"RWE-4711","relevance":{"id":"RWE-4711","decision":"Core","rationale":"Healthcare administrative agent parses lab PDFs into structured values, a retrieval index and marker timelines. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Healthcare administrative agent parses lab PDFs into structured values, a retrieval index and marker timelines. Limits: Include document-structuring component only; capstone software and parsing accuracy not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/PierreSylvain/mon-parcours-sante-capstone/main/README.md","https://github.com/PierreSylvain/mon-parcours-sante-capstone"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"mabedd/clinisight-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Clinisight MCP retrieves PubMed abstracts linked to symptom queries and produces summaries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mabedd/clinisight-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Clinisight MCP retrieves PubMed abstracts linked to symptom queries and produces summaries."],"limitation":"Educational bootcamp variant; reconcile Clinisight copies before publication and exclude AI diagnosis claims from capability framing.","url":"https://github.com/mabedd/clinisight-mcp","primarySourceURLs":["https://raw.githubusercontent.com/mabedd/Clinisight-MCP/main/README.md","https://github.com/mabedd/Clinisight-MCP"],"id":"RWE-4712","relevance":{"id":"RWE-4712","decision":"Core","rationale":"Retain the documented evidence function: Clinisight MCP retrieves PubMed abstracts linked to symptom queries and produces summaries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinisight MCP retrieves PubMed abstracts linked to symptom queries and produces summaries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mabedd/clinisight-mcp","https://raw.githubusercontent.com/mabedd/Clinisight-MCP/main/README.md","https://github.com/mabedd/Clinisight-MCP"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jianghongcheng/radmeasure-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Research imaging agent performs protocol-defined HVA/IMA measurements with geometry checks, traces and human review.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jianghongcheng/radmeasure-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research imaging agent performs protocol-defined HVA/IMA measurements with geometry checks, traces and human review."],"limitation":"Explicit research prototype; not validated for diagnosis or patient care.","url":"https://github.com/jianghongcheng/radmeasure-agent","primarySourceURLs":["https://raw.githubusercontent.com/jianghongcheng/radmeasure-agent/main/README.md","https://github.com/jianghongcheng/radmeasure-agent"],"id":"RWE-4713","relevance":{"id":"RWE-4713","decision":"Core","rationale":"Retain the documented evidence function: Research imaging agent performs protocol-defined HVA/IMA measurements with geometry checks, traces and human review. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research imaging agent performs protocol-defined HVA/IMA measurements with geometry checks, traces and human review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jianghongcheng/radmeasure-agent","https://raw.githubusercontent.com/jianghongcheng/radmeasure-agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gayu-thri/icu-agent","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP queries ICU vital-sign data in DuckDB and retrieves clinical guideline passages.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gayu-thri/icu-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP queries ICU vital-sign data in DuckDB and retrieves clinical guideline passages."],"limitation":"Include structured-data/guideline retrieval; inferred sepsis alerts and clinical recommendations are unvalidated.","url":"https://github.com/gayu-thri/icu-agent","primarySourceURLs":["https://raw.githubusercontent.com/gayu-thri/icu-agent/main/README.md","https://github.com/gayu-thri/icu-agent"],"id":"RWE-4714","relevance":{"id":"RWE-4714","decision":"Core","rationale":"MCP queries ICU vital-sign data in DuckDB and retrieves clinical guideline passages. The selected clinical-data preparation, PK summary, meta-analysis, occupational-health or explicit observed-data analytical contract provides a necessary research method with validity limits.","relevanceBasis":"MCP queries ICU vital-sign data in DuckDB and retrieves clinical guideline passages. Limits: Include structured-data/guideline retrieval; inferred sepsis alerts and clinical recommendations are unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gayu-thri/icu-agent/main/README.md","https://github.com/gayu-thri/icu-agent"],"reviewGroup":"clinical-statistical-method"}},{"name":"sachinhansak/clinical-ai-agent-mcp-server","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Clinisight variant exposes PubMed E-utilities retrieval and abstract summaries through FastMCP/FastAPI.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sachinhansak/clinical-ai-agent-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Clinisight variant exposes PubMed E-utilities retrieval and abstract summaries through FastMCP/FastAPI."],"limitation":"Consolidate related Clinisight implementations where duplicated; generated treatment or diagnosis guidance is not validated.","url":"https://github.com/sachinhansak/clinical-ai-agent-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/sachinHansak/Clinical-AI-Agent-MCP-Server/main/README.md","https://github.com/sachinHansak/Clinical-AI-Agent-MCP-Server"],"id":"RWE-4715","relevance":{"id":"RWE-4715","decision":"Core","rationale":"Retain the documented evidence function: Clinisight variant exposes PubMed E-utilities retrieval and abstract summaries through FastMCP/FastAPI. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinisight variant exposes PubMed E-utilities retrieval and abstract summaries through FastMCP/FastAPI.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sachinhansak/clinical-ai-agent-mcp-server","https://raw.githubusercontent.com/sachinHansak/Clinical-AI-Agent-MCP-Server/main/README.md","https://github.com/sachinHansak/Clinical-AI-Agent-MCP-Server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"barbaroso/oscar-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Read-only MCP queries OSCAR 2.x SQLite CPAP/BiPAP therapy records and trends.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"barbaroso/oscar-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Read-only MCP queries OSCAR 2.x SQLite CPAP/BiPAP therapy records and trends."],"limitation":"Requires compatible local OSCAR data; server-local reads do not mean an external LLM never receives returned data.","url":"https://github.com/barbaroso/oscar-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Barbaroso/oscar-mcp/main/README.md","https://github.com/Barbaroso/oscar-mcp"],"id":"RWE-4716","relevance":{"id":"RWE-4716","decision":"Core","rationale":"Read-only MCP queries OSCAR 2.x SQLite CPAP/BiPAP therapy records and trends. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Read-only MCP queries OSCAR 2.x SQLite CPAP/BiPAP therapy records and trends. Limits: Requires compatible local OSCAR data; server-local reads do not mean an external LLM never receives returned data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Barbaroso/oscar-mcp/main/README.md","https://github.com/Barbaroso/oscar-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"hrbohra/plainsheet","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"MCP and agent workflow ingest trial participant information sheets, answer with paragraph citations and report readability/jargon.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hrbohra/plainsheet","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["MCP and agent workflow ingest trial participant information sheets, answer with paragraph citations and report readability/jargon."],"limitation":"Accessibility heuristics and generated explanations require study-team and participant review.","url":"https://github.com/hrbohra/plainsheet","primarySourceURLs":["https://raw.githubusercontent.com/hrbohra/plainsheet/main/README.md","https://github.com/hrbohra/plainsheet"],"id":"RWE-4717","relevance":{"id":"RWE-4717","decision":"Core","rationale":"Retain the documented evidence function: MCP and agent workflow ingest trial participant information sheets, answer with paragraph citations and report readability/jargon. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"MCP and agent workflow ingest trial participant information sheets, answer with paragraph citations and report readability/jargon.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hrbohra/plainsheet","https://raw.githubusercontent.com/hrbohra/plainsheet/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ma1ndo26rc/fitbit-health-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Single-user MCP exposes Google Health observations over local stdio or remote HTTP with separate OAuth authorization.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ma1ndo26rc/fitbit-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Single-user MCP exposes Google Health observations over local stdio or remote HTTP with separate OAuth authorization."],"limitation":"Reference implementation requires personal deployment; reconcile possible derivative Google Health wrappers.","url":"https://github.com/ma1ndo26rc/fitbit-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Ma1ndo26rc/fitbit-health-mcp/main/README.md","https://github.com/Ma1ndo26rc/fitbit-health-mcp"],"id":"RWE-4718","relevance":{"id":"RWE-4718","decision":"Core","rationale":"Single-user MCP exposes Google Health observations over local stdio or remote HTTP with separate OAuth authorization. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Single-user MCP exposes Google Health observations over local stdio or remote HTTP with separate OAuth authorization. Limits: Reference implementation requires personal deployment; reconcile possible derivative Google Health wrappers.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Ma1ndo26rc/fitbit-health-mcp/main/README.md","https://github.com/Ma1ndo26rc/fitbit-health-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"eryk-mazus/google-health-training-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Unofficial read-only Google Health MCP retrieves workouts, sleep, heart-rate and recovery observations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eryk-mazus/google-health-training-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Unofficial read-only Google Health MCP retrieves workouts, sleep, heart-rate and recovery observations."],"limitation":"Consumer measurements and recovery interpretation are not medical validation.","url":"https://github.com/eryk-mazus/google-health-training-mcp","primarySourceURLs":["https://raw.githubusercontent.com/eryk-mazus/google-health-training-mcp/main/README.md","https://github.com/eryk-mazus/google-health-training-mcp"],"id":"RWE-4720","relevance":{"id":"RWE-4720","decision":"Core","rationale":"Unofficial read-only Google Health MCP retrieves workouts, sleep, heart-rate and recovery observations. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Unofficial read-only Google Health MCP retrieves workouts, sleep, heart-rate and recovery observations. Limits: Consumer measurements and recovery interpretation are not medical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/eryk-mazus/google-health-training-mcp/main/README.md","https://github.com/eryk-mazus/google-health-training-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"lehibou06/apple-health-agent-pipeline","kind":"Research tool","category":"RWE Data & Analytics","summary":"Apple Health export pipeline normalizes records into SQLite for controlled read-only agent queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lehibou06/apple-health-agent-pipeline","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Apple Health export pipeline normalizes records into SQLite for controlled read-only agent queries."],"limitation":"Experimental personal-data connector; downstream interpretations need independent review.","url":"https://github.com/lehibou06/apple-health-agent-pipeline","primarySourceURLs":["https://raw.githubusercontent.com/LeHibou06/apple-health-agent-pipeline/main/README.md","https://github.com/LeHibou06/apple-health-agent-pipeline"],"id":"RWE-4722","relevance":{"id":"RWE-4722","decision":"Core","rationale":"Apple Health export pipeline normalizes records into SQLite for controlled read-only agent queries. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Apple Health export pipeline normalizes records into SQLite for controlled read-only agent queries. Limits: Experimental personal-data connector; downstream interpretations need independent review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/LeHibou06/apple-health-agent-pipeline/main/README.md","https://github.com/LeHibou06/apple-health-agent-pipeline"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"avinash-ashokar/glucoai","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP retrieves personal glucose trends and ADA-guideline context for nutrition analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"avinash-ashokar/glucoai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP retrieves personal glucose trends and ADA-guideline context for nutrition analysis."],"limitation":"Include observation/reference components only; real-time food-safety verdicts are unvalidated and mobile app is partial.","url":"https://github.com/avinash-ashokar/glucoai","primarySourceURLs":["https://raw.githubusercontent.com/Avinash-Ashokar/glucoai/main/README.md","https://github.com/Avinash-Ashokar/glucoai"],"id":"RWE-4724","relevance":{"id":"RWE-4724","decision":"Core","rationale":"MCP retrieves personal glucose trends and ADA-guideline context for nutrition analysis. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"MCP retrieves personal glucose trends and ADA-guideline context for nutrition analysis. Limits: Include observation/reference components only; real-time food-safety verdicts are unvalidated and mobile app is partial.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Avinash-Ashokar/glucoai/main/README.md","https://github.com/Avinash-Ashokar/glucoai"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"masalahealth/open-masala","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP queries cited LOINC-coded reference-threshold synthesis for South Asian biomarker research.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"masalahealth/open-masala","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP queries cited LOINC-coded reference-threshold synthesis for South Asian biomarker research."],"limitation":"Early 41-row secondary synthesis, not cohort data and not clinician-reviewed; ancestry-based thresholds need careful contextual validation.","url":"https://github.com/masalahealth/open-masala","primarySourceURLs":["https://raw.githubusercontent.com/masalahealth/open-masala/main/README.md","https://github.com/masalahealth/open-masala"],"id":"RWE-4725","relevance":{"id":"RWE-4725","decision":"Core","rationale":"MCP queries cited LOINC-coded reference-threshold synthesis for South Asian biomarker research. Retain the selected scholarly/clinical source retrieval, provenance or reference-extraction function only; target rankings and clinical interpretations do not provide the relevance basis.","relevanceBasis":"MCP queries cited LOINC-coded reference-threshold synthesis for South Asian biomarker research. Limits: Early 41-row secondary synthesis, not cohort data and not clinician-reviewed; ancestry-based thresholds need careful contextual validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/masalahealth/open-masala/main/README.md","https://github.com/masalahealth/open-masala"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"saiteja007-mv/openvitals","kind":"MCP server","category":"RWE Data & Analytics","summary":"Self-hosted Google Health MCP exposes heart, sleep, workout and nutrition observations from local storage.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"saiteja007-mv/openvitals","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Self-hosted Google Health MCP exposes heart, sleep, workout and nutrition observations from local storage."],"limitation":"Local storage does not guarantee returned data stays local when using cloud assistants; consumer-data limitations apply.","url":"https://github.com/saiteja007-mv/openvitals","primarySourceURLs":["https://raw.githubusercontent.com/saiteja007-mv/openvitals/main/README.md","https://github.com/saiteja007-mv/openvitals"],"id":"RWE-4727","relevance":{"id":"RWE-4727","decision":"Core","rationale":"Self-hosted Google Health MCP exposes heart, sleep, workout and nutrition observations from local storage. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Self-hosted Google Health MCP exposes heart, sleep, workout and nutrition observations from local storage. Limits: Local storage does not guarantee returned data stays local when using cloud assistants; consumer-data limitations apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/saiteja007-mv/openvitals/main/README.md","https://github.com/saiteja007-mv/openvitals"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"kurok/whoopmcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Read-only WHOOP API v2 MCP queries profiles, recovery, sleep, cycles and workouts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kurok/whoopmcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Read-only WHOOP API v2 MCP queries profiles, recovery, sleep, cycles and workouts."],"limitation":"Requires authorized WHOOP access; derived recovery/strain metrics are not clinical outcomes.","url":"https://github.com/kurok/whoopmcp","primarySourceURLs":["https://raw.githubusercontent.com/kurok/whoopmcp/main/README.md","https://github.com/kurok/whoopmcp"],"id":"RWE-4728","relevance":{"id":"RWE-4728","decision":"Core","rationale":"Read-only WHOOP API v2 MCP queries profiles, recovery, sleep, cycles and workouts. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Read-only WHOOP API v2 MCP queries profiles, recovery, sleep, cycles and workouts. Limits: Requires authorized WHOOP access; derived recovery/strain metrics are not clinical outcomes.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kurok/whoopmcp/main/README.md","https://github.com/kurok/whoopmcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"vishalmysore/healthcareagenticmesh","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Healthcare agent mesh exposes patient-record retrieval and structured medical-note operations.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vishalmysore/healthcareagenticmesh","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Healthcare agent mesh exposes patient-record retrieval and structured medical-note operations."],"limitation":"Include data interoperability component only; healthcare advice and deployment claims are unvalidated.","url":"https://github.com/vishalmysore/healthcareagenticmesh","primarySourceURLs":["https://raw.githubusercontent.com/vishalmysore/healthcareagenticmesh/main/README.md","https://github.com/vishalmysore/healthcareagenticmesh"],"id":"RWE-4731","relevance":{"id":"RWE-4731","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Healthcare agent mesh exposes patient-record retrieval and structured medical-note operations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vishalmysore/healthcareagenticmesh/main/README.md","https://github.com/vishalmysore/healthcareagenticmesh"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"jsfaulkner86/world-multi-agent-system-for-healthcare","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Healthcare CrewAI orchestration includes FHIR R4 patient retrieval and DocumentReference note creation.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jsfaulkner86/world-multi-agent-system-for-healthcare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Healthcare CrewAI orchestration includes FHIR R4 patient retrieval and DocumentReference note creation."],"limitation":"Include structured-data component only; triage, compliance and clinical advice claims are not independently validated.","url":"https://github.com/jsfaulkner86/world-multi-agent-system-for-healthcare","primarySourceURLs":["https://raw.githubusercontent.com/jsfaulkner86/world-multi-agent-system-for-healthcare/main/README.md","https://github.com/jsfaulkner86/world-multi-agent-system-for-healthcare"],"id":"RWE-4732","relevance":{"id":"RWE-4732","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Healthcare CrewAI orchestration includes FHIR R4 patient retrieval and DocumentReference note creation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jsfaulkner86/world-multi-agent-system-for-healthcare/main/README.md","https://github.com/jsfaulkner86/world-multi-agent-system-for-healthcare"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"dcmkit/pydcm","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"DICOM toolkit includes in-process MCP access with imaging I/O, transformations, research analysis and interoperability bridges.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dcmkit/pydcm","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["DICOM toolkit includes in-process MCP access with imaging I/O, transformations, research analysis and interoperability bridges."],"limitation":"Component-level MCP inventory should remain distinct from whole-library claims; not cleared for clinical use.","url":"https://github.com/dcmkit/pydcm","primarySourceURLs":["https://raw.githubusercontent.com/dcmkit/pydcm/main/README.md","https://github.com/dcmkit/pydcm"],"id":"RWE-4733","relevance":{"id":"RWE-4733","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"DICOM toolkit includes in-process MCP access with imaging I/O, transformations, research analysis and interoperability bridges.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dcmkit/pydcm/main/README.md","https://github.com/dcmkit/pydcm"],"reviewGroup":"bounded-research-method"}},{"name":"gattaniakshit/medmcp","kind":"Research benchmark","category":"RWE Data & Analytics","summary":"MCP provides bounded patient/admission/lab queries over MIMIC-IV Demo with an evaluation harness.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gattaniakshit/medmcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP provides bounded patient/admission/lab queries over MIMIC-IV Demo with an evaluation harness."],"limitation":"Real deidentified demo subset distinct from 24 author-written synthetic notes; limited scope and privacy/leakage findings need retention.","url":"https://github.com/gattaniakshit/medmcp","primarySourceURLs":["https://raw.githubusercontent.com/GattaniAkshit/medmcp/main/README.md","https://github.com/GattaniAkshit/medmcp"],"id":"RWE-4735","relevance":{"id":"RWE-4735","decision":"Core","rationale":"MCP provides bounded patient/admission/lab queries over MIMIC-IV Demo with an evaluation harness. The selected clinical-data preparation, PK summary, meta-analysis, occupational-health or explicit observed-data analytical contract provides a necessary research method with validity limits.","relevanceBasis":"MCP provides bounded patient/admission/lab queries over MIMIC-IV Demo with an evaluation harness. Limits: Real deidentified demo subset distinct from 24 author-written synthetic notes; limited scope and privacy/leakage findings need retention.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/GattaniAkshit/medmcp/main/README.md","https://github.com/GattaniAkshit/medmcp"],"reviewGroup":"clinical-statistical-method"}},{"name":"solaceking/openeir","kind":"Research tool","category":"RWE Data & Analytics","summary":"Agent-accessible personal-health system logs blood pressure, glucose, medication adherence and contextual observations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"solaceking/openeir","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent-accessible personal-health system logs blood pressure, glucose, medication adherence and contextual observations."],"limitation":"Include observation access only; estimated HbA1c, interaction advice and emergency features are not clinically validated.","url":"https://github.com/solaceking/openeir","primarySourceURLs":["https://raw.githubusercontent.com/Solaceking/openeir/main/README.md","https://github.com/Solaceking/openeir"],"id":"RWE-4736","relevance":{"id":"RWE-4736","decision":"Core","rationale":"Agent-accessible personal-health system logs blood pressure, glucose, medication adherence and contextual observations. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Agent-accessible personal-health system logs blood pressure, glucose, medication adherence and contextual observations. Limits: Include observation access only; estimated HbA1c, interaction advice and emergency features are not clinically validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Solaceking/openeir/main/README.md","https://github.com/Solaceking/openeir"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"janikdotzel/healthcare-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Agent workflow integrates Fitbit observations, medical-record retrieval and sensor ingestion.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"janikdotzel/healthcare-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent workflow integrates Fitbit observations, medical-record retrieval and sensor ingestion."],"limitation":"Personal-health prototype; reconcile shared Akka sample provenance and limit claims to documented data interfaces.","url":"https://github.com/janikdotzel/healthcare-agent","primarySourceURLs":["https://raw.githubusercontent.com/janikdotzel/healthcare-agent/main/README.md","https://github.com/janikdotzel/healthcare-agent"],"id":"RWE-4739","relevance":{"id":"RWE-4739","decision":"Core","rationale":"Agent workflow integrates Fitbit observations, medical-record retrieval and sensor ingestion. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Agent workflow integrates Fitbit observations, medical-record retrieval and sensor ingestion. Limits: Personal-health prototype; reconcile shared Akka sample provenance and limit claims to documented data interfaces.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/janikdotzel/healthcare-agent/main/README.md","https://github.com/janikdotzel/healthcare-agent"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"akka-samples/healthcare-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Akka healthcare-agent sample packages fitness/sensor ingestion and medical-record retrieval tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"akka-samples/healthcare-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Akka healthcare-agent sample packages fitness/sensor ingestion and medical-record retrieval tools."],"limitation":"Reference implementation; possible upstream of janikdotzel variant, requiring canonical consolidation.","url":"https://github.com/akka-samples/healthcare-agent","primarySourceURLs":["https://raw.githubusercontent.com/akka-samples/healthcare-agent/main/README.md","https://github.com/akka-samples/healthcare-agent"],"id":"RWE-4740","relevance":{"id":"RWE-4740","decision":"Core","rationale":"Akka healthcare-agent sample packages fitness/sensor ingestion and medical-record retrieval tools. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Akka healthcare-agent sample packages fitness/sensor ingestion and medical-record retrieval tools. Limits: Reference implementation; possible upstream of janikdotzel variant, requiring canonical consolidation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/akka-samples/healthcare-agent/main/README.md","https://github.com/akka-samples/healthcare-agent"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"sabbyanandan/apple-health-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Apple Health MCP provides HRV, sleep, heart-rate and training observations for daily summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sabbyanandan/apple-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Apple Health MCP provides HRV, sleep, heart-rate and training observations for daily summaries."],"limitation":"Include data access only; recovery/training advice is unvalidated.","url":"https://github.com/sabbyanandan/apple-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/sabbyanandan/apple-health-mcp/main/README.md","https://github.com/sabbyanandan/apple-health-mcp"],"id":"RWE-4741","relevance":{"id":"RWE-4741","decision":"Core","rationale":"Apple Health MCP provides HRV, sleep, heart-rate and training observations for daily summaries. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Apple Health MCP provides HRV, sleep, heart-rate and training observations for daily summaries. Limits: Include data access only; recovery/training advice is unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sabbyanandan/apple-health-mcp/main/README.md","https://github.com/sabbyanandan/apple-health-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"nmrastogi/patient_mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP queries diabetes glucose, sleep and exercise records in MySQL with dates, trends and correlations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nmrastogi/patient_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP queries diabetes glucose, sleep and exercise records in MySQL with dates, trends and correlations."],"limitation":"Requires configured data source; observational correlations do not establish causal effects and unbounded retrieval needs deployment assessment.","url":"https://github.com/nmrastogi/patient_mcp","primarySourceURLs":["https://raw.githubusercontent.com/nmrastogi/patient_mcp/master/README.md","https://github.com/nmrastogi/patient_mcp"],"id":"RWE-4742","relevance":{"id":"RWE-4742","decision":"Core","rationale":"MCP queries diabetes glucose, sleep and exercise records in MySQL with dates, trends and correlations. The selected clinical-data preparation, PK summary, meta-analysis, occupational-health or explicit observed-data analytical contract provides a necessary research method with validity limits.","relevanceBasis":"MCP queries diabetes glucose, sleep and exercise records in MySQL with dates, trends and correlations. Limits: Requires configured data source; observational correlations do not establish causal effects and unbounded retrieval needs deployment assessment.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nmrastogi/patient_mcp/master/README.md","https://github.com/nmrastogi/patient_mcp"],"reviewGroup":"clinical-statistical-method"}},{"name":"sp2learn/medical-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP-backed patient-data application routes queries to health/sleep observations for structured summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sp2learn/medical-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP-backed patient-data application routes queries to health/sleep observations for structured summaries."],"limitation":"Professional-medical-response claims are unvalidated; scope is documented data retrieval.","url":"https://github.com/sp2learn/medical-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/sp2learn/medical-mcp-server/main/README.md","https://github.com/sp2learn/medical-mcp-server"],"id":"RWE-4743","relevance":{"id":"RWE-4743","decision":"Core","rationale":"MCP-backed patient-data application routes queries to health/sleep observations for structured summaries. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"MCP-backed patient-data application routes queries to health/sleep observations for structured summaries. Limits: Professional-medical-response claims are unvalidated; scope is documented data retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sp2learn/medical-mcp-server/main/README.md","https://github.com/sp2learn/medical-mcp-server"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"marholoubek/health_mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Health MCP aggregates WHOOP and Strava observations through optional adapters.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"marholoubek/health_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Health MCP aggregates WHOOP and Strava observations through optional adapters."],"limitation":"Only current WHOOP/Strava components included; Withings/Oura/Garmin are described as future integrations.","url":"https://github.com/marholoubek/health_mcp","primarySourceURLs":["https://raw.githubusercontent.com/Marholoubek/health_mcp/main/README.md","https://github.com/Marholoubek/health_mcp"],"id":"RWE-4744","relevance":{"id":"RWE-4744","decision":"Core","rationale":"Health MCP aggregates WHOOP and Strava observations through optional adapters. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Health MCP aggregates WHOOP and Strava observations through optional adapters. Limits: Only current WHOOP/Strava components included; Withings/Oura/Garmin are described as future integrations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Marholoubek/health_mcp/main/README.md","https://github.com/Marholoubek/health_mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"benhursenabathi/whoop-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"WHOOP MCP retrieves recovery, HRV, sleep stages, workouts and strain records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"benhursenabathi/whoop-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["WHOOP MCP retrieves recovery, HRV, sleep stages, workouts and strain records."],"limitation":"Requires authorized account; consumer metrics and personalized recommendations are not clinical evidence validation.","url":"https://github.com/benhursenabathi/whoop-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/benhursenabathi/whoop-mcp-server/main/README.md","https://github.com/benhursenabathi/whoop-mcp-server"],"id":"RWE-4745","relevance":{"id":"RWE-4745","decision":"Core","rationale":"WHOOP MCP retrieves recovery, HRV, sleep stages, workouts and strain records. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"WHOOP MCP retrieves recovery, HRV, sleep stages, workouts and strain records. Limits: Requires authorized account; consumer metrics and personalized recommendations are not clinical evidence validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/benhursenabathi/whoop-mcp-server/main/README.md","https://github.com/benhursenabathi/whoop-mcp-server"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"wewoc/garmin_local_archive","kind":"Research tool","category":"RWE Data & Analytics","summary":"Garmin local archive supports health-data synchronization and agent-accessible analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wewoc/garmin_local_archive","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin local archive supports health-data synchronization and agent-accessible analysis."],"limitation":"Local archives can become stale; privacy and analytics accuracy were not independently audited.","url":"https://github.com/wewoc/garmin_local_archive","primarySourceURLs":["https://raw.githubusercontent.com/Wewoc/Garmin_Local_Archive/main/README.md","https://github.com/Wewoc/Garmin_Local_Archive"],"id":"RWE-4746","relevance":{"id":"RWE-4746","decision":"Core","rationale":"Garmin local archive supports health-data synchronization and agent-accessible analysis. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Garmin local archive supports health-data synchronization and agent-accessible analysis. Limits: Local archives can become stale; privacy and analytics accuracy were not independently audited.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Wewoc/Garmin_Local_Archive/main/README.md","https://github.com/Wewoc/Garmin_Local_Archive"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"googlarz/suunto-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Suunto MCP queries training records, resting heart rate, workout details and GPX exports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"googlarz/suunto-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Suunto MCP queries training records, resting heart rate, workout details and GPX exports."],"limitation":"Personal wearable measurements and training correlations are not medical or causal conclusions.","url":"https://github.com/googlarz/suunto-mcp","primarySourceURLs":["https://raw.githubusercontent.com/googlarz/suunto-mcp/main/README.md","https://github.com/googlarz/suunto-mcp"],"id":"RWE-4747","relevance":{"id":"RWE-4747","decision":"Core","rationale":"Suunto MCP queries training records, resting heart rate, workout details and GPX exports. The selected interface retrieves/extracts or normalizes clinical records, medical-image data or longitudinal health measurements; consumer predictions and clinical conclusions remain unapproved.","relevanceBasis":"Suunto MCP queries training records, resting heart rate, workout details and GPX exports. Limits: Personal wearable measurements and training correlations are not medical or causal conclusions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/googlarz/suunto-mcp/main/README.md","https://github.com/googlarz/suunto-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"macakdev/gc-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Unofficial Garmin Connect MCP retrieves sleep, HRV, heart-rate and activity records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"macakdev/gc-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Unofficial Garmin Connect MCP retrieves sleep, HRV, heart-rate and activity records."],"limitation":"Requires authorized account and third-party Garmin API compatibility.","url":"https://github.com/macakdev/gc-mcp","primarySourceURLs":["https://raw.githubusercontent.com/macakdev/GC-MCP/main/README.md","https://github.com/macakdev/GC-MCP"],"id":"RWE-4748","relevance":{"id":"RWE-4748","decision":"Core","rationale":"Unofficial Garmin Connect MCP retrieves sleep, HRV, heart-rate and activity records. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Unofficial Garmin Connect MCP retrieves sleep, HRV, heart-rate and activity records. Limits: Requires authorized account and third-party Garmin API compatibility.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/macakdev/GC-MCP/main/README.md","https://github.com/macakdev/GC-MCP"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"icepoint810/oura-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Self-hosted Oura MCP retrieves sleep, readiness, activity and heart-rate observations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"icepoint810/oura-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Self-hosted Oura MCP retrieves sleep, readiness, activity and heart-rate observations."],"limitation":"Requires Oura access; device-derived scores are not validated clinical endpoints by inclusion.","url":"https://github.com/icepoint810/oura-mcp","primarySourceURLs":["https://raw.githubusercontent.com/IcePoint810/oura-mcp/main/README.md","https://github.com/IcePoint810/oura-mcp"],"id":"RWE-4749","relevance":{"id":"RWE-4749","decision":"Core","rationale":"Self-hosted Oura MCP retrieves sleep, readiness, activity and heart-rate observations. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Self-hosted Oura MCP retrieves sleep, readiness, activity and heart-rate observations. Limits: Requires Oura access; device-derived scores are not validated clinical endpoints by inclusion.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/IcePoint810/oura-mcp/main/README.md","https://github.com/IcePoint810/oura-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"pinkymon/garmin-health-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Garmin MCP synchronizes daily, heart-rate, sleep and stress observations into SQLite for queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pinkymon/garmin-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin MCP synchronizes daily, heart-rate, sleep and stress observations into SQLite for queries."],"limitation":"Local cached data may be stale; consumer measurements have device/source limitations.","url":"https://github.com/pinkymon/garmin-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/pinkymon/garmin-health-mcp/main/README.md","https://github.com/pinkymon/garmin-health-mcp"],"id":"RWE-4750","relevance":{"id":"RWE-4750","decision":"Core","rationale":"Garmin MCP synchronizes daily, heart-rate, sleep and stress observations into SQLite for queries. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Garmin MCP synchronizes daily, heart-rate, sleep and stress observations into SQLite for queries. Limits: Local cached data may be stale; consumer measurements have device/source limitations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pinkymon/garmin-health-mcp/main/README.md","https://github.com/pinkymon/garmin-health-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"karthik-sivacharan/wellnessmcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"WellnessMCP bridges HealthKit summaries from AthletiqX to agent/LLM requests through an HTTP service.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"karthik-sivacharan/wellnessmcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["WellnessMCP bridges HealthKit summaries from AthletiqX to agent/LLM requests through an HTTP service."],"limitation":"Health context is sent to selected model providers; PII redaction claims not independently verified.","url":"https://github.com/karthik-sivacharan/wellnessmcp","primarySourceURLs":["https://raw.githubusercontent.com/Karthik-Sivacharan/WellnessMCP/main/README.md","https://github.com/Karthik-Sivacharan/WellnessMCP"],"id":"RWE-4751","relevance":{"id":"RWE-4751","decision":"Core","rationale":"WellnessMCP bridges HealthKit summaries from AthletiqX to agent/LLM requests through an HTTP service. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"WellnessMCP bridges HealthKit summaries from AthletiqX to agent/LLM requests through an HTTP service. Limits: Health context is sent to selected model providers; PII redaction claims not independently verified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Karthik-Sivacharan/WellnessMCP/main/README.md","https://github.com/Karthik-Sivacharan/WellnessMCP"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"lifemate-ai/garmin-health-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Garmin MCP retrieves health summaries, heart-rate, sleep, stress and steps.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lifemate-ai/garmin-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin MCP retrieves health summaries, heart-rate, sleep, stress and steps."],"limitation":"Reject claim that data-grounded rest advice becomes fact; wearable readings do not establish recommendations.","url":"https://github.com/lifemate-ai/garmin-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/lifemate-ai/garmin-health-mcp/main/README.md","https://github.com/lifemate-ai/garmin-health-mcp"],"id":"RWE-4752","relevance":{"id":"RWE-4752","decision":"Core","rationale":"Garmin MCP retrieves health summaries, heart-rate, sleep, stress and steps. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Garmin MCP retrieves health summaries, heart-rate, sleep, stress and steps. Limits: Reject claim that data-grounded rest advice becomes fact; wearable readings do not establish recommendations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/lifemate-ai/garmin-health-mcp/main/README.md","https://github.com/lifemate-ai/garmin-health-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"johanbellander/garminmcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Garmin Connect MCP exposes health summaries, sleep stages, workouts and split details.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"johanbellander/garminmcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin Connect MCP exposes health summaries, sleep stages, workouts and split details."],"limitation":"Relies on python-garminconnect and authorized user access; source compatibility may change.","url":"https://github.com/johanbellander/garminmcp","primarySourceURLs":["https://raw.githubusercontent.com/JohanBellander/GarminMCP/main/README.md","https://github.com/JohanBellander/GarminMCP"],"id":"RWE-4753","relevance":{"id":"RWE-4753","decision":"Core","rationale":"Garmin Connect MCP exposes health summaries, sleep stages, workouts and split details. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Garmin Connect MCP exposes health summaries, sleep stages, workouts and split details. Limits: Relies on python-garminconnect and authorized user access; source compatibility may change.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JohanBellander/GarminMCP/main/README.md","https://github.com/JohanBellander/GarminMCP"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"hanzoskill/garmin-health-analysis","kind":"Research tool","category":"RWE Data & Analytics","summary":"Garmin agent skill retrieves health metrics, activities and FIT/GPX files for analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hanzoskill/garmin-health-analysis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin agent skill retrieves health metrics, activities and FIT/GPX files for analysis."],"limitation":"Instruction/tool wrapper requires underlying account access; coaching interpretations are unvalidated.","url":"https://github.com/hanzoskill/garmin-health-analysis","primarySourceURLs":["https://raw.githubusercontent.com/hanzoskill/garmin-health-analysis/main/README.md","https://github.com/hanzoskill/garmin-health-analysis"],"id":"RWE-4754","relevance":{"id":"RWE-4754","decision":"Core","rationale":"Garmin agent skill retrieves health metrics, activities and FIT/GPX files for analysis. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Garmin agent skill retrieves health metrics, activities and FIT/GPX files for analysis. Limits: Instruction/tool wrapper requires underlying account access; coaching interpretations are unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hanzoskill/garmin-health-analysis/main/README.md","https://github.com/hanzoskill/garmin-health-analysis"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"fjcabello/apple_health_mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Apple Health MCP preprocesses exported XML into Parquet for agent queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fjcabello/apple_health_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Apple Health MCP preprocesses exported XML into Parquet for agent queries."],"limitation":"Export-derived snapshot rather than live HealthKit; reconcile sibling hosted version at fjcabello/apple-health-fly-mcp.","url":"https://github.com/fjcabello/apple_health_mcp","primarySourceURLs":["https://raw.githubusercontent.com/fjcabello/apple_health_mcp/main/README.md","https://github.com/fjcabello/apple_health_mcp"],"id":"RWE-4755","relevance":{"id":"RWE-4755","decision":"Core","rationale":"Apple Health MCP preprocesses exported XML into Parquet for agent queries. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Apple Health MCP preprocesses exported XML into Parquet for agent queries. Limits: Export-derived snapshot rather than live HealthKit; reconcile sibling hosted version at fjcabello/apple-health-fly-mcp.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/fjcabello/apple_health_mcp/main/README.md","https://github.com/fjcabello/apple_health_mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"hiro-777-sky/fitbit_mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Fitbit Web API MCP retrieves profile/device, daily activity, sleep logs and heart-rate records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hiro-777-sky/fitbit_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Fitbit Web API MCP retrieves profile/device, daily activity, sleep logs and heart-rate records."],"limitation":"Requires Fitbit authorization; API-version compatibility not runtime tested.","url":"https://github.com/hiro-777-sky/fitbit_mcp","primarySourceURLs":["https://raw.githubusercontent.com/hiro-777-sky/fitbit_mcp/main/README.md","https://github.com/hiro-777-sky/fitbit_mcp"],"id":"RWE-4756","relevance":{"id":"RWE-4756","decision":"Core","rationale":"Fitbit Web API MCP retrieves profile/device, daily activity, sleep logs and heart-rate records. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Fitbit Web API MCP retrieves profile/device, daily activity, sleep logs and heart-rate records. Limits: Requires Fitbit authorization; API-version compatibility not runtime tested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hiro-777-sky/fitbit_mcp/main/README.md","https://github.com/hiro-777-sky/fitbit_mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"gjlumsden/oura-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Independent .NET Oura MCP retrieves health and wellness observations through Oura API access.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gjlumsden/oura-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Independent .NET Oura MCP retrieves health and wellness observations through Oura API access."],"limitation":"Requires Oura OAuth application and .NET runtime; not endorsed by Oura.","url":"https://github.com/gjlumsden/oura-mcp","primarySourceURLs":["https://raw.githubusercontent.com/gjlumsden/oura-mcp/main/README.md","https://github.com/gjlumsden/oura-mcp"],"id":"RWE-4757","relevance":{"id":"RWE-4757","decision":"Core","rationale":"Independent .NET Oura MCP retrieves health and wellness observations through Oura API access. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Independent .NET Oura MCP retrieves health and wellness observations through Oura API access. Limits: Requires Oura OAuth application and .NET runtime; not endorsed by Oura.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gjlumsden/oura-mcp/main/README.md","https://github.com/gjlumsden/oura-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"asgoone/whoop-connecter","kind":"MCP server","category":"RWE Data & Analytics","summary":"WHOOP connector provides MCP/CLI access to personal wearable data for OpenClaw agents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"asgoone/whoop-connecter","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["WHOOP connector provides MCP/CLI access to personal wearable data for OpenClaw agents."],"limitation":"Requires configured credentials; generated coaching is outside validated scope.","url":"https://github.com/asgoone/whoop-connecter","primarySourceURLs":["https://raw.githubusercontent.com/asgoone/whoop-connecter/main/README.md","https://github.com/asgoone/whoop-connecter"],"id":"RWE-4758","relevance":{"id":"RWE-4758","decision":"Core","rationale":"WHOOP connector provides MCP/CLI access to personal wearable data for OpenClaw agents. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"WHOOP connector provides MCP/CLI access to personal wearable data for OpenClaw agents. Limits: Requires configured credentials; generated coaching is outside validated scope.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/asgoone/whoop-connecter/main/README.md","https://github.com/asgoone/whoop-connecter"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"sktrinh12/scientific_copilot_test2","kind":"MCP server","category":"Trials & Study Design","summary":"LangGraph scientific workflow combines ClinicalTrials.gov MCP and local compound SQL data.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sktrinh12/scientific_copilot_test2","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["LangGraph scientific workflow combines ClinicalTrials.gov MCP and local compound SQL data."],"limitation":"Small research prototype; private/local records and generated synthesis require provenance checks.","url":"https://github.com/sktrinh12/scientific_copilot_test2","primarySourceURLs":["https://raw.githubusercontent.com/sktrinh12/scientific_copilot_test2/main/README.md","https://github.com/sktrinh12/scientific_copilot_test2"],"id":"RWE-4759","relevance":{"id":"RWE-4759","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"LangGraph scientific workflow combines ClinicalTrials.gov MCP and local compound SQL data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sktrinh12/scientific_copilot_test2/main/README.md","https://github.com/sktrinh12/scientific_copilot_test2"],"reviewGroup":"clinical-trial-workflow"}},{"name":"dhavalbhimani44/zepp-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Zepp/Amazfit MCP retrieves personal health and workout data through local stdio.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dhavalbhimani44/zepp-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Zepp/Amazfit MCP retrieves personal health and workout data through local stdio."],"limitation":"Local transport does not prevent external LLM processing; device/API gaps and observational limits apply.","url":"https://github.com/dhavalbhimani44/zepp-mcp","primarySourceURLs":["https://raw.githubusercontent.com/DhavalBhimani44/zepp-mcp/main/README.md","https://github.com/DhavalBhimani44/zepp-mcp"],"id":"RWE-4761","relevance":{"id":"RWE-4761","decision":"Core","rationale":"Zepp/Amazfit MCP retrieves personal health and workout data through local stdio. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Zepp/Amazfit MCP retrieves personal health and workout data through local stdio. Limits: Local transport does not prevent external LLM processing; device/API gaps and observational limits apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DhavalBhimani44/zepp-mcp/main/README.md","https://github.com/DhavalBhimani44/zepp-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"leo-pe2/google-health-hermes-agent-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Google Health v4 service syncs Fitbit/Pixel data locally, computes 7/28-day comparisons and exposes read-only MCP queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"leo-pe2/google-health-hermes-agent-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Google Health v4 service syncs Fitbit/Pixel data locally, computes 7/28-day comparisons and exposes read-only MCP queries."],"limitation":"Timestamped personal observations are not validated outcomes; interpretation remains user/model-dependent.","url":"https://github.com/leo-pe2/google-health-hermes-agent-mcp","primarySourceURLs":["https://raw.githubusercontent.com/leo-pe2/google-health-hermes-agent-mcp/main/README.md","https://github.com/leo-pe2/google-health-hermes-agent-mcp"],"id":"RWE-4762","relevance":{"id":"RWE-4762","decision":"Core","rationale":"Google Health v4 service syncs Fitbit/Pixel data locally, computes 7/28-day comparisons and exposes read-only MCP queries. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Google Health v4 service syncs Fitbit/Pixel data locally, computes 7/28-day comparisons and exposes read-only MCP queries. Limits: Timestamped personal observations are not validated outcomes; interpretation remains user/model-dependent.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/leo-pe2/google-health-hermes-agent-mcp/main/README.md","https://github.com/leo-pe2/google-health-hermes-agent-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"liuyuan1041/zoterobridge","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Zotero MCP reads local literature metadata and PDF text with optional cross-machine access.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"liuyuan1041/zoterobridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Zotero MCP reads local literature metadata and PDF text with optional cross-machine access."],"limitation":"Direct local database compatibility and authorized remote tunnel setup required; full-text availability varies.","url":"https://github.com/liuyuan1041/zoterobridge","primarySourceURLs":["https://raw.githubusercontent.com/liuyuan1041/ZoteroBridge/main/README.md","https://github.com/liuyuan1041/ZoteroBridge"],"id":"RWE-4764","relevance":{"id":"RWE-4764","decision":"Core","rationale":"Retain the documented evidence function: Zotero MCP reads local literature metadata and PDF text with optional cross-machine access. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Zotero MCP reads local literature metadata and PDF text with optional cross-machine access.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/liuyuan1041/zoterobridge","https://raw.githubusercontent.com/liuyuan1041/ZoteroBridge/main/README.md","https://github.com/liuyuan1041/ZoteroBridge"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fjcabello/apple-health-fly-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Hosted variant of Apple Health MCP queries Parquet generated from exported health XML.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fjcabello/apple-health-fly-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Hosted variant of Apple Health MCP queries Parquet generated from exported health XML."],"limitation":"Sibling of fjcabello/apple_health_mcp; consolidate deployment variants, and clearly label snapshot/hosted data handling.","url":"https://github.com/fjcabello/apple-health-fly-mcp","primarySourceURLs":["https://raw.githubusercontent.com/fjcabello/apple-health-fly-mcp/main/README.md","https://github.com/fjcabello/apple-health-fly-mcp"],"id":"RWE-4765","relevance":{"id":"RWE-4765","decision":"Core","rationale":"Hosted variant of Apple Health MCP queries Parquet generated from exported health XML. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Hosted variant of Apple Health MCP queries Parquet generated from exported health XML. Limits: Sibling of fjcabello/apple_health_mcp; consolidate deployment variants, and clearly label snapshot/hosted data handling.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/fjcabello/apple-health-fly-mcp/main/README.md","https://github.com/fjcabello/apple-health-fly-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"ouracli/oura","kind":"Research tool","category":"RWE Data & Analytics","summary":"Agent-first Oura API v2 CLI exposes wearable observations through structured command interfaces.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ouracli/oura","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent-first Oura API v2 CLI exposes wearable observations through structured command interfaces."],"limitation":"Unofficial connector requires user credentials; no clinical interpretation validation.","url":"https://github.com/ouracli/oura","primarySourceURLs":["https://raw.githubusercontent.com/ouracli/oura/main/README.md","https://github.com/ouracli/oura"],"id":"RWE-4766","relevance":{"id":"RWE-4766","decision":"Core","rationale":"Agent-first Oura API v2 CLI exposes wearable observations through structured command interfaces. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Agent-first Oura API v2 CLI exposes wearable observations through structured command interfaces. Limits: Unofficial connector requires user credentials; no clinical interpretation validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ouracli/oura/main/README.md","https://github.com/ouracli/oura"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"runalyze/mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Official Runalyze MCP exposes activities, laps, training load, sleep, HRV, body composition and injury records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"runalyze/mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Official Runalyze MCP exposes activities, laps, training load, sleep, HRV, body composition and injury records."],"limitation":"Account/service access required; training analytics are not proof of medical benefit.","url":"https://github.com/runalyze/mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/Runalyze/mcp-server/main/README.md","https://github.com/Runalyze/mcp-server"],"id":"RWE-4767","relevance":{"id":"RWE-4767","decision":"Core","rationale":"Official Runalyze MCP exposes activities, laps, training load, sleep, HRV, body composition and injury records. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Official Runalyze MCP exposes activities, laps, training load, sleep, HRV, body composition and injury records. Limits: Account/service access required; training analytics are not proof of medical benefit.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Runalyze/mcp-server/main/README.md","https://github.com/Runalyze/mcp-server"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"branchkim/fitbit-health","kind":"MCP server","category":"RWE Data & Analytics","summary":"Fitbit/Google Health pipeline stores observations locally and exposes longitudinal summaries through MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"branchkim/fitbit-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Fitbit/Google Health pipeline stores observations locally and exposes longitudinal summaries through MCP."],"limitation":"Comparisons are within-person descriptive analyses; causal interpretations are not established.","url":"https://github.com/branchkim/fitbit-health","primarySourceURLs":["https://raw.githubusercontent.com/branchkim/fitbit-health/main/README.md","https://github.com/branchkim/fitbit-health"],"id":"RWE-4768","relevance":{"id":"RWE-4768","decision":"Core","rationale":"Fitbit/Google Health pipeline stores observations locally and exposes longitudinal summaries through MCP. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Fitbit/Google Health pipeline stores observations locally and exposes longitudinal summaries through MCP. Limits: Comparisons are within-person descriptive analyses; causal interpretations are not established.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/branchkim/fitbit-health/main/README.md","https://github.com/branchkim/fitbit-health"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"hakatashi/google-health-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Google Health v4 MCP reads and writes exercise, sleep, weight and food records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hakatashi/google-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Google Health v4 MCP reads and writes exercise, sleep, weight and food records."],"limitation":"Mutating connector with OAuth; not read-only, and derived guidance is unvalidated.","url":"https://github.com/hakatashi/google-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/hakatashi/google-health-mcp/main/README.md","https://github.com/hakatashi/google-health-mcp"],"id":"RWE-4769","relevance":{"id":"RWE-4769","decision":"Core","rationale":"Google Health v4 MCP reads and writes exercise, sleep, weight and food records. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Google Health v4 MCP reads and writes exercise, sleep, weight and food records. Limits: Mutating connector with OAuth; not read-only, and derived guidance is unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hakatashi/google-health-mcp/main/README.md","https://github.com/hakatashi/google-health-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"denki-san/garmin-sync","kind":"Research tool","category":"RWE Data & Analytics","summary":"Garmin agent skill synchronizes daily health metrics to local JSON for structured queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"denki-san/garmin-sync","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin agent skill synchronizes daily health metrics to local JSON for structured queries."],"limitation":"Daily tracking scope rather than full archive; consumer-data and account/API limitations apply.","url":"https://github.com/denki-san/garmin-sync","primarySourceURLs":["https://raw.githubusercontent.com/denki-san/garmin-sync/main/README.md","https://github.com/denki-san/garmin-sync"],"id":"RWE-4770","relevance":{"id":"RWE-4770","decision":"Core","rationale":"Garmin agent skill synchronizes daily health metrics to local JSON for structured queries. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Garmin agent skill synchronizes daily health metrics to local JSON for structured queries. Limits: Daily tracking scope rather than full archive; consumer-data and account/API limitations apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/denki-san/garmin-sync/main/README.md","https://github.com/denki-san/garmin-sync"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"lucasdevit0/google-health-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Local MCP reads authorized Google Health records through the user's OAuth setup.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lucasdevit0/google-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Local MCP reads authorized Google Health records through the user's OAuth setup."],"limitation":"Requires independently configured Google credentials; local execution does not guarantee all LLM processing is local.","url":"https://github.com/lucasdevit0/google-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/lucasdevit0/Google-Health-MCP/main/README.md","https://github.com/lucasdevit0/Google-Health-MCP"],"id":"RWE-4771","relevance":{"id":"RWE-4771","decision":"Core","rationale":"Local MCP reads authorized Google Health records through the user's OAuth setup. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Local MCP reads authorized Google Health records through the user's OAuth setup. Limits: Requires independently configured Google credentials; local execution does not guarantee all LLM processing is local.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/lucasdevit0/Google-Health-MCP/main/README.md","https://github.com/lucasdevit0/Google-Health-MCP"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"danmarg/mainspring","kind":"MCP server","category":"RWE Data & Analytics","summary":"Mainspring ingests Garmin/Google Health data and accepts MCP nutrition/caffeine/alcohol logs for trend analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"danmarg/mainspring","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Mainspring ingests Garmin/Google Health data and accepts MCP nutrition/caffeine/alcohol logs for trend analysis."],"limitation":"Manual entries and wearable associations do not establish causal behavior effects; writes local data.","url":"https://github.com/danmarg/mainspring","primarySourceURLs":["https://raw.githubusercontent.com/danmarg/mainspring/main/README.md","https://github.com/danmarg/mainspring"],"id":"RWE-4772","relevance":{"id":"RWE-4772","decision":"Core","rationale":"Mainspring ingests Garmin/Google Health data and accepts MCP nutrition/caffeine/alcohol logs for trend analysis. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Mainspring ingests Garmin/Google Health data and accepts MCP nutrition/caffeine/alcohol logs for trend analysis. Limits: Manual entries and wearable associations do not establish causal behavior effects; writes local data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/danmarg/mainspring/main/README.md","https://github.com/danmarg/mainspring"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"smedrec/fhir-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR MCP reads and manages resources against a configured external FHIR server with operation logging.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"smedrec/fhir-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR MCP reads and manages resources against a configured external FHIR server with operation logging."],"limitation":"Write operations and access controls require deployment-specific review; FHIR conformance not independently tested.","url":"https://github.com/smedrec/fhir-mcp","primarySourceURLs":["https://raw.githubusercontent.com/smedrec/fhir-mcp/main/README.md","https://github.com/smedrec/fhir-mcp"],"id":"RWE-4773","relevance":{"id":"RWE-4773","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR MCP reads and manages resources against a configured external FHIR server with operation logging.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/smedrec/fhir-mcp/main/README.md","https://github.com/smedrec/fhir-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"leksval/fhirflame","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FhirFlame MCP processes medical documents into structured/FHIR outputs and validates supplied bundles.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"leksval/fhirflame","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FhirFlame MCP processes medical documents into structured/FHIR outputs and validates supplied bundles."],"limitation":"Prototype; generated clinical content and conformance reports need independent checks.","url":"https://github.com/leksval/fhirflame","primarySourceURLs":["https://raw.githubusercontent.com/leksval/fhirflame/main/README.md","https://github.com/leksval/fhirflame"],"id":"RWE-4775","relevance":{"id":"RWE-4775","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FhirFlame MCP processes medical documents into structured/FHIR outputs and validates supplied bundles.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/leksval/fhirflame/main/README.md","https://github.com/leksval/fhirflame"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sdesani/mcp-fhir","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR MCP accesses Oracle Millennium patient, clinical and administrative resources using bearer authentication.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sdesani/mcp-fhir","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR MCP accesses Oracle Millennium patient, clinical and administrative resources using bearer authentication."],"limitation":"Requires authorized endpoints and compatible scopes; access does not establish record accuracy.","url":"https://github.com/sdesani/mcp-fhir","primarySourceURLs":["https://raw.githubusercontent.com/sdesani/mcp-fhir/main/README.md","https://github.com/sdesani/mcp-fhir"],"id":"RWE-4776","relevance":{"id":"RWE-4776","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR MCP accesses Oracle Millennium patient, clinical and administrative resources using bearer authentication.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sdesani/mcp-fhir/main/README.md","https://github.com/sdesani/mcp-fhir"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"donutdaniel/fhir-gateway","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR Gateway provides REST/MCP aggregation of healthcare records, claims and coverage endpoints.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"donutdaniel/fhir-gateway","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR Gateway provides REST/MCP aggregation of healthcare records, claims and coverage endpoints."],"limitation":"Advertised payer/EHR coverage is not independently connection-tested; configured authorization required.","url":"https://github.com/donutdaniel/fhir-gateway","primarySourceURLs":["https://raw.githubusercontent.com/donutdaniel/fhir-gateway/main/README.md","https://github.com/donutdaniel/fhir-gateway"],"id":"RWE-4777","relevance":{"id":"RWE-4777","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR Gateway provides REST/MCP aggregation of healthcare records, claims and coverage endpoints.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/donutdaniel/fhir-gateway/main/README.md","https://github.com/donutdaniel/fhir-gateway"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"kustode-ce/medical-billing-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Medical Billing MCP looks up diagnosis/procedure codes and billing reference information.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kustode-ce/medical-billing-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical Billing MCP looks up diagnosis/procedure codes and billing reference information."],"limitation":"Code licensing/version currency and denial-resolution guidance need independent review.","url":"https://github.com/kustode-ce/medical-billing-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Kustode-ce/medical-billing-mcp/main/README.md","https://github.com/Kustode-ce/medical-billing-mcp"],"id":"RWE-4778","relevance":{"id":"RWE-4778","decision":"Core","rationale":"Medical Billing MCP looks up diagnosis/procedure codes and billing reference information. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Medical Billing MCP looks up diagnosis/procedure codes and billing reference information. Limits: Code licensing/version currency and denial-resolution guidance need independent review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Kustode-ce/medical-billing-mcp/main/README.md","https://github.com/Kustode-ce/medical-billing-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"fadil369/brainsait-mcp-dxt","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"BrainSAIT MCP extension provides FHIR validation and remote healthcare-system connector operations.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fadil369/brainsait-mcp-dxt","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["BrainSAIT MCP extension provides FHIR validation and remote healthcare-system connector operations."],"limitation":"HIPAA/NPHIES compliance claims are not certified by this review; one collection-level entry.","url":"https://github.com/fadil369/brainsait-mcp-dxt","primarySourceURLs":["https://raw.githubusercontent.com/Fadil369/brainsait-mcp-dxt/main/README.md","https://github.com/Fadil369/brainsait-mcp-dxt"],"id":"RWE-4779","relevance":{"id":"RWE-4779","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"BrainSAIT MCP extension provides FHIR validation and remote healthcare-system connector operations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Fadil369/brainsait-mcp-dxt/main/README.md","https://github.com/Fadil369/brainsait-mcp-dxt"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ruslanmv/medical-mcp-toolkit","kind":"MCP server","category":"RWE Data & Analytics","summary":"Medical MCP toolkit exposes patient/vital retrieval, clinical calculation and knowledge-base tools to watsonx agents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ruslanmv/medical-mcp-toolkit","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical MCP toolkit exposes patient/vital retrieval, clinical calculation and knowledge-base tools to watsonx agents."],"limitation":"Include data/reference/calculation components only; drug safety/triage and production claims not independently verified.","url":"https://github.com/ruslanmv/medical-mcp-toolkit","primarySourceURLs":["https://raw.githubusercontent.com/ruslanmv/medical-mcp-toolkit/master/README.md","https://github.com/ruslanmv/medical-mcp-toolkit"],"id":"RWE-4781","relevance":{"id":"RWE-4781","decision":"Core","rationale":"Medical MCP toolkit exposes patient/vital retrieval, clinical calculation and knowledge-base tools to watsonx agents. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Medical MCP toolkit exposes patient/vital retrieval, clinical calculation and knowledge-base tools to watsonx agents. Limits: Include data/reference/calculation components only; drug safety/triage and production claims not independently verified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ruslanmv/medical-mcp-toolkit/master/README.md","https://github.com/ruslanmv/medical-mcp-toolkit"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"cdvolvik/practice-fusion-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Reviewed components: https://github.com/CDVolvik/practice-fusion-mcp: Read-only Practice Fusion FHIR MCP searches patients/providers and retrieves appointments, conditions, medications and observations.; https://github.com/kushaim/practice-fusion-mcp: Read-only Practice Fusion FHIR MCP searches patients/providers and retrieves longitudinal conditions, medications, labs, vitals, encounters and documents.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cdvolvik/practice-fusion-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["https://github.com/CDVolvik/practice-fusion-mcp: Read-only Practice Fusion FHIR MCP searches patients/providers and retrieves appointments, conditions, medications and observations.","https://github.com/kushaim/practice-fusion-mcp: Read-only Practice Fusion FHIR MCP searches patients/providers and retrieves longitudinal conditions, medications, labs, vitals, encounters and documents."],"limitation":"https://github.com/CDVolvik/practice-fusion-mcp: Requires authorized Practice Fusion access; FHIR source coverage and live operation untested. https://github.com/kushaim/practice-fusion-mcp: Authorized EHR access required; identify current CDVolvik publisher alias; retrieval only, no clinical/research outcome validation.","url":"https://github.com/cdvolvik/practice-fusion-mcp","primarySourceURLs":["https://raw.githubusercontent.com/CDVolvik/practice-fusion-mcp/master/README.md","https://raw.githubusercontent.com/kushaim/practice-fusion-mcp/HEAD/README.md","https://github.com/CDVolvik/practice-fusion-mcp","https://github.com/kushaim/practice-fusion-mcp","https://api.github.com/repos/kushaim/practice-fusion-mcp"],"id":"RWE-4782","relevance":{"id":"RWE-4782","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"https://github.com/CDVolvik/practice-fusion-mcp: Read-only Practice Fusion FHIR MCP searches patients/providers and retrieves appointments, conditions, medications and observations.; https://github.com/kushaim/practice-fusion-mcp: Read-only Practice Fusion FHIR MCP searches patients/providers and retrieves longitudinal conditions, medications, labs, vitals, encounters and documents.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/CDVolvik/practice-fusion-mcp/master/README.md","https://raw.githubusercontent.com/kushaim/practice-fusion-mcp/HEAD/README.md","https://github.com/CDVolvik/practice-fusion-mcp","https://github.com/kushaim/practice-fusion-mcp","https://api.github.com/repos/kushaim/practice-fusion-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"will-marella/querygap-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"QueryGaP MCP retrieves dbGaP study/variable/dataset metadata, UK Biobank metadata and public All of Us documentation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"will-marella/querygap-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["QueryGaP MCP retrieves dbGaP study/variable/dataset metadata, UK Biobank metadata and public All of Us documentation."],"limitation":"Public documentation metadata only; does not confer controlled cohort-data access.","url":"https://github.com/will-marella/querygap-mcp","primarySourceURLs":["https://raw.githubusercontent.com/will-marella/querygap-mcp/main/README.md","https://github.com/will-marella/querygap-mcp"],"id":"RWE-4783","relevance":{"id":"RWE-4783","decision":"Core","rationale":"QueryGaP MCP retrieves dbGaP study/variable/dataset metadata, UK Biobank metadata and public All of Us documentation. The selected UK Biobank/All of Us study and variable metadata enables identifiable population-cohort discovery; controlled data access is not implied.","relevanceBasis":"QueryGaP MCP retrieves dbGaP study/variable/dataset metadata, UK Biobank metadata and public All of Us documentation. Limits: Public documentation metadata only; does not confer controlled cohort-data access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/will-marella/querygap-mcp/main/README.md","https://github.com/will-marella/querygap-mcp"],"reviewGroup":"population-cohort-metadata"}},{"name":"basebattle/fhir-mcp-data-bridge","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR-MCP bridge maps Patient, Observation, Condition, Encounter and MedicationRequest resources for agents.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"basebattle/fhir-mcp-data-bridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR-MCP bridge maps Patient, Observation, Condition, Encounter and MedicationRequest resources for agents."],"limitation":"Include structured resource interface only; autonomous clinical scenarios are simulated and not evidence of clinical validity.","url":"https://github.com/basebattle/fhir-mcp-data-bridge","primarySourceURLs":["https://raw.githubusercontent.com/basebattle/FHIR-MCP-data-bridge/main/README.md","https://github.com/basebattle/FHIR-MCP-data-bridge"],"id":"RWE-4784","relevance":{"id":"RWE-4784","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR-MCP bridge maps Patient, Observation, Condition, Encounter and MedicationRequest resources for agents.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/basebattle/FHIR-MCP-data-bridge/main/README.md","https://github.com/basebattle/FHIR-MCP-data-bridge"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"karinatigse/mindcare-agentic-suite","kind":"Research tool","category":"RWE Data & Analytics","summary":"Mental-health agent suite structures pre-session intake and clinical documentation through domain tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"karinatigse/mindcare-agentic-suite","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Mental-health agent suite structures pre-session intake and clinical documentation through domain tools."],"limitation":"Include document/data structuring only; onboarding marketing, triage and enterprise claims are not clinical validation.","url":"https://github.com/karinatigse/mindcare-agentic-suite","primarySourceURLs":["https://raw.githubusercontent.com/KARINATIGSE/mindcare-agentic-suite/main/README.md","https://github.com/KARINATIGSE/mindcare-agentic-suite"],"id":"RWE-4785","relevance":{"id":"RWE-4785","decision":"Core","rationale":"Mental-health agent suite structures pre-session intake and clinical documentation through domain tools. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Mental-health agent suite structures pre-session intake and clinical documentation through domain tools. Limits: Include document/data structuring only; onboarding marketing, triage and enterprise claims are not clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/KARINATIGSE/mindcare-agentic-suite/main/README.md","https://github.com/KARINATIGSE/mindcare-agentic-suite"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"luthandocandlovu/clinical-handoff-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Clinical handoff MCP retrieves demographics, allergies and medications for agent context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"luthandocandlovu/clinical-handoff-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical handoff MCP retrieves demographics, allergies and medications for agent context."],"limitation":"Requires trusted underlying patient data; instant/secure claims not independently tested.","url":"https://github.com/luthandocandlovu/clinical-handoff-mcp","primarySourceURLs":["https://raw.githubusercontent.com/LuthandoCandlovu/clinical-handoff-mcp/main/README.md","https://github.com/LuthandoCandlovu/clinical-handoff-mcp"],"id":"RWE-4786","relevance":{"id":"RWE-4786","decision":"Core","rationale":"Clinical handoff MCP retrieves demographics, allergies and medications for agent context. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Clinical handoff MCP retrieves demographics, allergies and medications for agent context. Limits: Requires trusted underlying patient data; instant/secure claims not independently tested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/LuthandoCandlovu/clinical-handoff-mcp/main/README.md","https://github.com/LuthandoCandlovu/clinical-handoff-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"zaahid-healthark/ehr-mcp-project","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Epic FHIR MCP retrieves patient laboratories/vitals and supports structured documentation workflows.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zaahid-healthark/ehr-mcp-project","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Epic FHIR MCP retrieves patient laboratories/vitals and supports structured documentation workflows."],"limitation":"Hospital-compliant note and billing-suggestion claims require local validation; not independently verified here.","url":"https://github.com/zaahid-healthark/ehr-mcp-project","primarySourceURLs":["https://raw.githubusercontent.com/zaahid-healthark/ehr-mcp-project/master/README.md","https://github.com/zaahid-healthark/ehr-mcp-project"],"id":"RWE-4787","relevance":{"id":"RWE-4787","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Epic FHIR MCP retrieves patient laboratories/vitals and supports structured documentation workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zaahid-healthark/ehr-mcp-project/master/README.md","https://github.com/zaahid-healthark/ehr-mcp-project"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"awbx/fhir-dsl","kind":"MCP server","category":"OMOP & terminology","summary":"TypeScript FHIR toolchain includes MCP access to FHIR endpoints, typed queries and terminology/validation support.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"awbx/fhir-dsl","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["TypeScript FHIR toolchain includes MCP access to FHIR endpoints, typed queries and terminology/validation support."],"limitation":"Whole-library claims exceed MCP-specific scope; validate generated types/resources against deployed FHIR versions.","url":"https://github.com/awbx/fhir-dsl","primarySourceURLs":["https://raw.githubusercontent.com/awbx/fhir-dsl/main/README.md","https://github.com/awbx/fhir-dsl"],"id":"RWE-4789","relevance":{"id":"RWE-4789","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"TypeScript FHIR toolchain includes MCP access to FHIR endpoints, typed queries and terminology/validation support.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/awbx/fhir-dsl/main/README.md","https://github.com/awbx/fhir-dsl"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"hebrah-inc/hebrah-mcp-host","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Hebrah MCP exposes SMART on FHIR/control-plane healthcare integration tools through user tokens.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hebrah-inc/hebrah-mcp-host","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Hebrah MCP exposes SMART on FHIR/control-plane healthcare integration tools through user tokens."],"limitation":"Requires running Hebrah dashboard and API; component not standalone, and mutating operations require separate governance.","url":"https://github.com/hebrah-inc/hebrah-mcp-host","primarySourceURLs":["https://raw.githubusercontent.com/Hebrah-inc/hebrah-mcp-host/main/README.md","https://github.com/Hebrah-inc/hebrah-mcp-host"],"id":"RWE-4791","relevance":{"id":"RWE-4791","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Hebrah MCP exposes SMART on FHIR/control-plane healthcare integration tools through user tokens.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Hebrah-inc/hebrah-mcp-host/main/README.md","https://github.com/Hebrah-inc/hebrah-mcp-host"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"herry423/medcius","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Medcius pilot plugin provides read-only FHIR/CDA data access, clinical-document provenance and structured workflow skills.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"herry423/medcius","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Medcius pilot plugin provides read-only FHIR/CDA data access, clinical-document provenance and structured workflow skills."],"limitation":"Engineering pilot has real-connector PoC but no completed hospital acceptance; local MCP does not imply no cloud egress.","url":"https://github.com/herry423/medcius","primarySourceURLs":["https://raw.githubusercontent.com/HERRY423/Medcius/main/README.md","https://github.com/HERRY423/Medcius"],"id":"RWE-4792","relevance":{"id":"RWE-4792","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Medcius pilot plugin provides read-only FHIR/CDA data access, clinical-document provenance and structured workflow skills.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/HERRY423/Medcius/main/README.md","https://github.com/HERRY423/Medcius"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"jonaqnz/onehr","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Agent-native openEHR form platform builds and runs archetype/template-bound clinical forms and structured records.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jonaqnz/onehr","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Agent-native openEHR form platform builds and runs archetype/template-bound clinical forms and structured records."],"limitation":"Enabling clinical-data infrastructure; writes data and requires compatible EHRbase/deployment validation.","url":"https://github.com/jonaqnz/onehr","primarySourceURLs":["https://raw.githubusercontent.com/JonaQnz/OnEHR/main/README.md","https://github.com/JonaQnz/OnEHR"],"id":"RWE-4793","relevance":{"id":"RWE-4793","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Agent-native openEHR form platform builds and runs archetype/template-bound clinical forms and structured records.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JonaQnz/OnEHR/main/README.md","https://github.com/JonaQnz/OnEHR"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"nag-gude/sepsis-sentinel","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Sepsis Sentinel MCP retrieves FHIR vital/laboratory observations and structures clinical features.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nag-gude/sepsis-sentinel","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Sepsis Sentinel MCP retrieves FHIR vital/laboratory observations and structures clinical features."],"limitation":"Include FHIR data/feature component only; weighted sepsis score, confidence intervals and clinical care plans are unvalidated.","url":"https://github.com/nag-gude/sepsis-sentinel","primarySourceURLs":["https://raw.githubusercontent.com/nag-gude/sepsis-sentinel/main/README.md","https://github.com/nag-gude/sepsis-sentinel"],"id":"RWE-4794","relevance":{"id":"RWE-4794","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Sepsis Sentinel MCP retrieves FHIR vital/laboratory observations and structures clinical features.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nag-gude/sepsis-sentinel/main/README.md","https://github.com/nag-gude/sepsis-sentinel"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"viniciusfinger/fhir-terminology-server-mcp-wrapper","kind":"MCP server","category":"OMOP & terminology","summary":"MCP forwards FHIR terminology-service operations to an existing terminology server.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"viniciusfinger/fhir-terminology-server-mcp-wrapper","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["MCP forwards FHIR terminology-service operations to an existing terminology server."],"limitation":"Wrapper does not host terminology content; endpoint versions, licenses and semantics remain upstream responsibilities.","url":"https://github.com/viniciusfinger/fhir-terminology-server-mcp-wrapper","primarySourceURLs":["https://raw.githubusercontent.com/viniciusfinger/fhir-terminology-server-mcp-wrapper/main/README.md","https://github.com/viniciusfinger/fhir-terminology-server-mcp-wrapper"],"id":"RWE-4795","relevance":{"id":"RWE-4795","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"MCP forwards FHIR terminology-service operations to an existing terminology server.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/viniciusfinger/fhir-terminology-server-mcp-wrapper/main/README.md","https://github.com/viniciusfinger/fhir-terminology-server-mcp-wrapper"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"michaelinzo/medilinkai","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"MediLinkAI MCP retrieves FHIR R4 resources and structures patient context for agent workflows.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"michaelinzo/medilinkai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["MediLinkAI MCP retrieves FHIR R4 resources and structures patient context for agent workflows."],"limitation":"Include data retrieval only; medication-review and safety conclusions not independently validated.","url":"https://github.com/michaelinzo/medilinkai","primarySourceURLs":["https://raw.githubusercontent.com/MiChaelinzo/MediLinkAI/main/README.md","https://github.com/MiChaelinzo/MediLinkAI"],"id":"RWE-4796","relevance":{"id":"RWE-4796","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"MediLinkAI MCP retrieves FHIR R4 resources and structures patient context for agent workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/MiChaelinzo/MediLinkAI/main/README.md","https://github.com/MiChaelinzo/MediLinkAI"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"rumaizanorova/atlas-diagnostic-agent","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"ATLAS MCP reads longitudinal FHIR data, extracts HPO phenotype signals and queries biomedical databases.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rumaizanorova/atlas-diagnostic-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["ATLAS MCP reads longitudinal FHIR data, extracts HPO phenotype signals and queries biomedical databases."],"limitation":"Include data/phenotype/evidence retrieval; diagnostic reports and EHR writes are not clinically validated.","url":"https://github.com/rumaizanorova/atlas-diagnostic-agent","primarySourceURLs":["https://raw.githubusercontent.com/RumaizaNorova/atlas-diagnostic-agent/main/README.md","https://github.com/RumaizaNorova/atlas-diagnostic-agent"],"id":"RWE-4797","relevance":{"id":"RWE-4797","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"ATLAS MCP reads longitudinal FHIR data, extracts HPO phenotype signals and queries biomedical databases.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/RumaizaNorova/atlas-diagnostic-agent/main/README.md","https://github.com/RumaizaNorova/atlas-diagnostic-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"nikhilraman12/healthcare-agent-mcp","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"ARIA agent integrates FHIR R4 patient data and clinical-document generation.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nikhilraman12/healthcare-agent-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["ARIA agent integrates FHIR R4 patient data and clinical-document generation."],"limitation":"SmartHealthIT data can be demonstration data; automation percentages and triage safety are unverified.","url":"https://github.com/nikhilraman12/healthcare-agent-mcp","primarySourceURLs":["https://raw.githubusercontent.com/NikhilRaman12/healthcare-agent-mcp/main/README.md","https://github.com/NikhilRaman12/healthcare-agent-mcp"],"id":"RWE-4798","relevance":{"id":"RWE-4798","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"ARIA agent integrates FHIR R4 patient data and clinical-document generation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/NikhilRaman12/healthcare-agent-mcp/main/README.md","https://github.com/NikhilRaman12/healthcare-agent-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"liuwen-bin/patient-health-record-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Python FHIR record MCP supports resource reads, evidence-linked records and validated local/MinIO CSV ingestion.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"liuwen-bin/patient-health-record-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Python FHIR record MCP supports resource reads, evidence-linked records and validated local/MinIO CSV ingestion."],"limitation":"Included SQLite is demonstration data; imported records require authorized handling and schema conformity.","url":"https://github.com/liuwen-bin/patient-health-record-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Liuwen-bin/patient-health-record-mcp/main/README.md","https://github.com/Liuwen-bin/patient-health-record-mcp"],"id":"RWE-4799","relevance":{"id":"RWE-4799","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Python FHIR record MCP supports resource reads, evidence-linked records and validated local/MinIO CSV ingestion.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Liuwen-bin/patient-health-record-mcp/main/README.md","https://github.com/Liuwen-bin/patient-health-record-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"nileshparmar0/healthcare-ai-agent","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Healthcare orchestrator connects agent workflows to FHIR R4 context through MCP tools.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nileshparmar0/healthcare-ai-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Healthcare orchestrator connects agent workflows to FHIR R4 context through MCP tools."],"limitation":"Production-style architecture is not clinical validation; generated recommendations need expert review.","url":"https://github.com/nileshparmar0/healthcare-ai-agent","primarySourceURLs":["https://raw.githubusercontent.com/nileshparmar0/healthcare-ai-agent/master/README.md","https://github.com/nileshparmar0/healthcare-ai-agent"],"id":"RWE-4800","relevance":{"id":"RWE-4800","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Healthcare orchestrator connects agent workflows to FHIR R4 context through MCP tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nileshparmar0/healthcare-ai-agent/master/README.md","https://github.com/nileshparmar0/healthcare-ai-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"jsfaulkner86/clinical-rag-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Clinical RAG agent retrieves sections from ingested guideline documents with retrieval-score logging.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jsfaulkner86/clinical-rag-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical RAG agent retrieves sections from ingested guideline documents with retrieval-score logging."],"limitation":"Corpus currency and retrieval relevance require review; generated clinical answers are not verified advice.","url":"https://github.com/jsfaulkner86/clinical-rag-agent","primarySourceURLs":["https://raw.githubusercontent.com/jsfaulkner86/clinical-rag-agent/main/README.md","https://github.com/jsfaulkner86/clinical-rag-agent"],"id":"RWE-4801","relevance":{"id":"RWE-4801","decision":"Core","rationale":"Clinical RAG agent retrieves sections from ingested guideline documents with retrieval-score logging. The selected clinical/medication source retrieval and document extraction serves explicit health-evidence work; clinical reasoning is not validated.","relevanceBasis":"Clinical RAG agent retrieves sections from ingested guideline documents with retrieval-score logging. Limits: Corpus currency and retrieval relevance require review; generated clinical answers are not verified advice.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jsfaulkner86/clinical-rag-agent/main/README.md","https://github.com/jsfaulkner86/clinical-rag-agent"],"reviewGroup":"clinical-reference-evidence-retrieval"}},{"name":"drniwech/trust-aware-healthcare-readmission-agentic-mcp","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Readmission research platform retrieves FHIR records and runs a predictive model with SHAP/report outputs.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drniwech/trust-aware-healthcare-readmission-agentic-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Readmission research platform retrieves FHIR records and runs a predictive model with SHAP/report outputs."],"limitation":"Readmission prediction, calibration and explanations require independent dataset/method validation; predictions are not causal effects.","url":"https://github.com/drniwech/trust-aware-healthcare-readmission-agentic-mcp","primarySourceURLs":["https://raw.githubusercontent.com/drniwech/trust-aware-healthcare-readmission-agentic-mcp/main/README.md","https://github.com/drniwech/trust-aware-healthcare-readmission-agentic-mcp"],"id":"RWE-4802","relevance":{"id":"RWE-4802","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Readmission research platform retrieves FHIR records and runs a predictive model with SHAP/report outputs.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/drniwech/trust-aware-healthcare-readmission-agentic-mcp/main/README.md","https://github.com/drniwech/trust-aware-healthcare-readmission-agentic-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"kogunlowo123/fhir-agent","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"FHIR agent exposes resource queries, format mapping and validation operations.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kogunlowo123/fhir-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR agent exposes resource queries, format mapping and validation operations."],"limitation":"Bulk-template packaging warrants source/endpoint verification; conformance and seamless-interoperability claims are not independently established.","url":"https://github.com/kogunlowo123/fhir-agent","primarySourceURLs":["https://raw.githubusercontent.com/kogunlowo123/fhir-agent/main/README.md","https://github.com/kogunlowo123/fhir-agent"],"id":"RWE-4803","relevance":{"id":"RWE-4803","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR agent exposes resource queries, format mapping and validation operations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kogunlowo123/fhir-agent/main/README.md","https://github.com/kogunlowo123/fhir-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"oyugimourice/afiyapulse","kind":"Research tool","category":"RWE Data & Analytics","summary":"AfiyaPulse ambient clinical agent structures consultation documentation for downstream healthcare workflows.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"oyugimourice/afiyapulse","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["AfiyaPulse ambient clinical agent structures consultation documentation for downstream healthcare workflows."],"limitation":"Include documentation extraction only; burnout/efficiency claims do not validate accuracy or clinical benefit.","url":"https://github.com/oyugimourice/afiyapulse","primarySourceURLs":["https://raw.githubusercontent.com/oyugimourice/afiyapulse/main/README.md","https://github.com/oyugimourice/afiyapulse"],"id":"RWE-4804","relevance":{"id":"RWE-4804","decision":"Core","rationale":"AfiyaPulse ambient clinical agent structures consultation documentation for downstream healthcare workflows. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"AfiyaPulse ambient clinical agent structures consultation documentation for downstream healthcare workflows. Limits: Include documentation extraction only; burnout/efficiency claims do not validate accuracy or clinical benefit.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/oyugimourice/afiyapulse/main/README.md","https://github.com/oyugimourice/afiyapulse"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"kogunlowo123/clinical-documentation-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Clinical documentation agent produces structured notes from dictation and identifies missing documentation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kogunlowo123/clinical-documentation-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical documentation agent produces structured notes from dictation and identifies missing documentation."],"limitation":"Generated-template tool declarations only; accuracy, coding and compliance claims require independent review.","url":"https://github.com/kogunlowo123/clinical-documentation-agent","primarySourceURLs":["https://raw.githubusercontent.com/kogunlowo123/clinical-documentation-agent/main/README.md","https://github.com/kogunlowo123/clinical-documentation-agent"],"id":"RWE-4805","relevance":{"id":"RWE-4805","decision":"Core","rationale":"Clinical documentation agent produces structured notes from dictation and identifies missing documentation. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Clinical documentation agent produces structured notes from dictation and identifies missing documentation. Limits: Generated-template tool declarations only; accuracy, coding and compliance claims require independent review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kogunlowo123/clinical-documentation-agent/main/README.md","https://github.com/kogunlowo123/clinical-documentation-agent"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"ojekunlesamson09-maker/carerelay-os","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Clinical handoff MCP/agent structures patient context and handoff summaries for review.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ojekunlesamson09-maker/carerelay-os","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Clinical handoff MCP/agent structures patient context and handoff summaries for review."],"limitation":"Include handoff-data structuring only; claims of catching life-threatening mistakes are unvalidated.","url":"https://github.com/ojekunlesamson09-maker/carerelay-os","primarySourceURLs":["https://raw.githubusercontent.com/ojekunlesamson09-maker/careRelay-os/main/README.md","https://github.com/ojekunlesamson09-maker/careRelay-os"],"id":"RWE-4806","relevance":{"id":"RWE-4806","decision":"Core","rationale":"Retain the documented evidence function: Clinical handoff MCP/agent structures patient context and handoff summaries for review. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinical handoff MCP/agent structures patient context and handoff summaries for review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ojekunlesamson09-maker/carerelay-os","https://raw.githubusercontent.com/ojekunlesamson09-maker/careRelay-os/main/README.md","https://github.com/ojekunlesamson09-maker/careRelay-os"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sashapetro19/psybridge-agent","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"PsyBridge agent structures supplied PHQ-9/GAD-7 observations into FHIR/LOINC-coded records and summaries.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sashapetro19/psybridge-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["PsyBridge agent structures supplied PHQ-9/GAD-7 observations into FHIR/LOINC-coded records and summaries."],"limitation":"Include structured-observation output only; yellow triage and consultation guidance are unvalidated.","url":"https://github.com/sashapetro19/psybridge-agent","primarySourceURLs":["https://raw.githubusercontent.com/sashapetro19/psybridge-agent/public/README.md","https://github.com/sashapetro19/psybridge-agent"],"id":"RWE-4807","relevance":{"id":"RWE-4807","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"PsyBridge agent structures supplied PHQ-9/GAD-7 observations into FHIR/LOINC-coded records and summaries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sashapetro19/psybridge-agent/public/README.md","https://github.com/sashapetro19/psybridge-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"bhaskarcmu/fhir-agent","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Agentic FHIR platform retrieves patient records and structures medication-context workflows.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bhaskarcmu/fhir-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Agentic FHIR platform retrieves patient records and structures medication-context workflows."],"limitation":"Demo cases do not validate medication-risk rules; include data-access component, not safety assurance.","url":"https://github.com/bhaskarcmu/fhir-agent","primarySourceURLs":["https://raw.githubusercontent.com/bhaskarcmu/fhir-agent/main/README.md","https://github.com/bhaskarcmu/fhir-agent"],"id":"RWE-4808","relevance":{"id":"RWE-4808","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Agentic FHIR platform retrieves patient records and structures medication-context workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bhaskarcmu/fhir-agent/main/README.md","https://github.com/bhaskarcmu/fhir-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"akshay2695/agents_assemble","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"ClinIQ MCP retrieves patient summaries, active medications and other FHIR clinical context.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"akshay2695/agents_assemble","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["ClinIQ MCP retrieves patient summaries, active medications and other FHIR clinical context."],"limitation":"Requires supported source access; clinical intelligence and recommendations are not independently validated.","url":"https://github.com/akshay2695/agents_assemble","primarySourceURLs":["https://raw.githubusercontent.com/Akshay2695/agents_assemble/main/README.md","https://github.com/Akshay2695/agents_assemble"],"id":"RWE-4809","relevance":{"id":"RWE-4809","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"ClinIQ MCP retrieves patient summaries, active medications and other FHIR clinical context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Akshay2695/agents_assemble/main/README.md","https://github.com/Akshay2695/agents_assemble"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"meghanan266/healthmcp","kind":"Research tool","category":"Clinical Data & Interoperability","summary":".NET HealthMCP exposes patient summaries and FHIR-shaped resources through HTTP/SSE and stdio.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"meghanan266/healthmcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":[".NET HealthMCP exposes patient summaries and FHIR-shaped resources through HTTP/SSE and stdio."],"limitation":"FHIR-shaped output does not itself establish server conformance; data provenance and live integration require checking.","url":"https://github.com/meghanan266/healthmcp","primarySourceURLs":["https://raw.githubusercontent.com/meghanan266/HealthMCP/master/README.md","https://github.com/meghanan266/HealthMCP"],"id":"RWE-4811","relevance":{"id":"RWE-4811","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":".NET HealthMCP exposes patient summaries and FHIR-shaped resources through HTTP/SSE and stdio.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/meghanan266/HealthMCP/master/README.md","https://github.com/meghanan266/HealthMCP"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"deeranna1/smartcare","kind":"Research tool","category":"RWE Data & Analytics","summary":"SmartCare agents extract health-record candidates from documents/images and manage structured family records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"deeranna1/smartcare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["SmartCare agents extract health-record candidates from documents/images and manage structured family records."],"limitation":"Include extraction/data components only; triage and medical knowledge responses require clinical review.","url":"https://github.com/deeranna1/smartcare","primarySourceURLs":["https://raw.githubusercontent.com/DeerAnna1/smartcare/main/README.md","https://github.com/DeerAnna1/smartcare"],"id":"RWE-4812","relevance":{"id":"RWE-4812","decision":"Core","rationale":"SmartCare agents extract health-record candidates from documents/images and manage structured family records. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"SmartCare agents extract health-record candidates from documents/images and manage structured family records. Limits: Include extraction/data components only; triage and medical knowledge responses require clinical review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DeerAnna1/smartcare/main/README.md","https://github.com/DeerAnna1/smartcare"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"taleef7/workwell","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"WorkWell agent-enabled quality-measure platform evaluates published CMS eCQM/CQL artifacts against FHIR records.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"taleef7/workwell","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["WorkWell agent-enabled quality-measure platform evaluates published CMS eCQM/CQL artifacts against FHIR records."],"limitation":"Correct execution, populations and measure versions need validation; occupational compliance is not certified.","url":"https://github.com/taleef7/workwell","primarySourceURLs":["https://raw.githubusercontent.com/Taleef7/workwell/main/README.md","https://github.com/Taleef7/workwell"],"id":"RWE-4813","relevance":{"id":"RWE-4813","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"WorkWell agent-enabled quality-measure platform evaluates published CMS eCQM/CQL artifacts against FHIR records.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Taleef7/workwell/main/README.md","https://github.com/Taleef7/workwell"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"rkchellah/care-transition-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Care Transition MCP retrieves FHIR context and produces structured patient handoff information.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rkchellah/care-transition-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Care Transition MCP retrieves FHIR context and produces structured patient handoff information."],"limitation":"Generated discharge/handoff summaries require clinician review; not evidence of reduced readmissions.","url":"https://github.com/rkchellah/care-transition-mcp","primarySourceURLs":["https://raw.githubusercontent.com/rkchellah/Care-Transition-MCP/main/README.md","https://github.com/rkchellah/Care-Transition-MCP"],"id":"RWE-4814","relevance":{"id":"RWE-4814","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Care Transition MCP retrieves FHIR context and produces structured patient handoff information.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rkchellah/Care-Transition-MCP/main/README.md","https://github.com/rkchellah/Care-Transition-MCP"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"dhairyashah981/fhir-mcp","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"FHIR bridge exposes resource queries, summaries, de-identification and audit-enabled agent access.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dhairyashah981/fhir-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR bridge exposes resource queries, summaries, de-identification and audit-enabled agent access."],"limitation":"Hosted demo uses synthetic bundles; reversible de-identification and clinical/CDS outputs are not independently certified.","url":"https://github.com/dhairyashah981/fhir-mcp","primarySourceURLs":["https://raw.githubusercontent.com/DhairyaShah981/fhir-mcp/main/README.md","https://github.com/DhairyaShah981/fhir-mcp"],"id":"RWE-4815","relevance":{"id":"RWE-4815","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR bridge exposes resource queries, summaries, de-identification and audit-enabled agent access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DhairyaShah981/fhir-mcp/main/README.md","https://github.com/DhairyaShah981/fhir-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"rchhabra13/fhir-trial-agent","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Trial-match MCP combines FHIR patient context with trial criteria retrieval and LLM alignment explanations.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rchhabra13/fhir-trial-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Trial-match MCP combines FHIR patient context with trial criteria retrieval and LLM alignment explanations."],"limitation":"Model matching does not determine eligibility; source-team verification required.","url":"https://github.com/rchhabra13/fhir-trial-agent","primarySourceURLs":["https://raw.githubusercontent.com/rchhabra13/fhir-trial-agent/main/README.md","https://github.com/rchhabra13/fhir-trial-agent"],"id":"RWE-4816","relevance":{"id":"RWE-4816","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Trial-match MCP combines FHIR patient context with trial criteria retrieval and LLM alignment explanations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rchhabra13/fhir-trial-agent/main/README.md","https://github.com/rchhabra13/fhir-trial-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"jcordovaj/trialmatcher","kind":"Research tool","category":"Trials & Study Design","summary":"TrialMatcher agent workflow organizes heterogeneous patient context and clinical-trial matching evidence.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jcordovaj/trialmatcher","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["TrialMatcher agent workflow organizes heterogeneous patient context and clinical-trial matching evidence."],"limitation":"Matching and enrollment business claims are not validated; final eligibility remains with study teams.","url":"https://github.com/jcordovaj/trialmatcher","primarySourceURLs":["https://raw.githubusercontent.com/jcordovaj/TrialMatcher/main/README.md","https://github.com/jcordovaj/TrialMatcher"],"id":"RWE-4817","relevance":{"id":"RWE-4817","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"TrialMatcher agent workflow organizes heterogeneous patient context and clinical-trial matching evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jcordovaj/TrialMatcher/main/README.md","https://github.com/jcordovaj/TrialMatcher"],"reviewGroup":"clinical-trial-workflow"}},{"name":"zunairah-k/silent-deterioration","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Silent Deterioration MCP retrieves FHIR vital/lab observations and builds structured A2A context.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zunairah-k/silent-deterioration","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Silent Deterioration MCP retrieves FHIR vital/lab observations and builds structured A2A context."],"limitation":"Synthetic/deidentified default scope; NEWS2 plus AI pattern risk and ward ranking not independently validated.","url":"https://github.com/zunairah-k/silent-deterioration","primarySourceURLs":["https://raw.githubusercontent.com/Zunairah-k/Silent-Deterioration/main/README.md","https://github.com/Zunairah-k/Silent-Deterioration"],"id":"RWE-4818","relevance":{"id":"RWE-4818","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Silent Deterioration MCP retrieves FHIR vital/lab observations and builds structured A2A context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Zunairah-k/Silent-Deterioration/main/README.md","https://github.com/Zunairah-k/Silent-Deterioration"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sreesaj1-arch/trialscout-ai","kind":"Research tool","category":"Trials & Study Design","summary":"TrialScout agents retrieve live ClinicalTrials.gov studies, analyze records and explain patient-context alignment.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sreesaj1-arch/trialscout-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["TrialScout agents retrieve live ClinicalTrials.gov studies, analyze records and explain patient-context alignment."],"limitation":"Research/navigation only; does not determine eligibility or provide medical advice.","url":"https://github.com/sreesaj1-arch/trialscout-ai","primarySourceURLs":["https://raw.githubusercontent.com/sreesaj1-arch/TrialScout-AI/main/README.md","https://github.com/sreesaj1-arch/TrialScout-AI"],"id":"RWE-4819","relevance":{"id":"RWE-4819","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"TrialScout agents retrieve live ClinicalTrials.gov studies, analyze records and explain patient-context alignment.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sreesaj1-arch/TrialScout-AI/main/README.md","https://github.com/sreesaj1-arch/TrialScout-AI"],"reviewGroup":"clinical-trial-workflow"}},{"name":"akashadsare/aegis","kind":"MCP server","category":"RWE Data & Analytics","summary":"AEGIS MCP provides clinical-context retrieval from SQLite and PII-redaction middleware for agents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"akashadsare/aegis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["AEGIS MCP provides clinical-context retrieval from SQLite and PII-redaction middleware for agents."],"limitation":"Include data/governance components; redaction does not itself ensure HIPAA compliance or diagnosis validity.","url":"https://github.com/akashadsare/aegis","primarySourceURLs":["https://raw.githubusercontent.com/akashadsare/AEGIS/main/README.md","https://github.com/akashadsare/AEGIS"],"id":"RWE-4820","relevance":{"id":"RWE-4820","decision":"Core","rationale":"AEGIS MCP provides clinical-context retrieval from SQLite and PII-redaction middleware for agents. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"AEGIS MCP provides clinical-context retrieval from SQLite and PII-redaction middleware for agents. Limits: Include data/governance components; redaction does not itself ensure HIPAA compliance or diagnosis validity.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/akashadsare/AEGIS/main/README.md","https://github.com/akashadsare/AEGIS"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"dzmitryashkinadze/clinical-structuring-agent","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Clinical structuring agent transforms free-text notes into FHIR R4 resources.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dzmitryashkinadze/clinical-structuring-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Clinical structuring agent transforms free-text notes into FHIR R4 resources."],"limitation":"OMOP, openEHR and HL7 v2 are explicitly roadmap items, not current capabilities; output requires validation.","url":"https://github.com/dzmitryashkinadze/clinical-structuring-agent","primarySourceURLs":["https://raw.githubusercontent.com/dzmitryashkinadze/clinical-structuring-agent/main/README.md","https://github.com/dzmitryashkinadze/clinical-structuring-agent"],"id":"RWE-4821","relevance":{"id":"RWE-4821","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Clinical structuring agent transforms free-text notes into FHIR R4 resources.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dzmitryashkinadze/clinical-structuring-agent/main/README.md","https://github.com/dzmitryashkinadze/clinical-structuring-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"psufka/fhir-mcp-server","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Beta MCP connects to FHIR R4 through SMART and exposes live resource search/read/create/update/delete.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"psufka/fhir-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Beta MCP connects to FHIR R4 through SMART and exposes live resource search/read/create/update/delete."],"limitation":"Author explicitly labels v0.1 beta untested; preserve that status and mutating-operation scope.","url":"https://github.com/psufka/fhir-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/psufka/fhir-mcp-server/master/README.md","https://github.com/psufka/fhir-mcp-server"],"id":"RWE-4822","relevance":{"id":"RWE-4822","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Beta MCP connects to FHIR R4 through SMART and exposes live resource search/read/create/update/delete.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/psufka/fhir-mcp-server/master/README.md","https://github.com/psufka/fhir-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ankithraj-1312/carechronicle","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"CareChronicle agent workspace parses clinical documents into structured facts and longitudinal patient records.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ankithraj-1312/carechronicle","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["CareChronicle agent workspace parses clinical documents into structured facts and longitudinal patient records."],"limitation":"Extraction and generated summaries require source checks; not clinical validation.","url":"https://github.com/ankithraj-1312/carechronicle","primarySourceURLs":["https://raw.githubusercontent.com/Ankithraj-1312/carechronicle/main/README.md","https://github.com/Ankithraj-1312/carechronicle"],"id":"RWE-4823","relevance":{"id":"RWE-4823","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"CareChronicle agent workspace parses clinical documents into structured facts and longitudinal patient records.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Ankithraj-1312/carechronicle/main/README.md","https://github.com/Ankithraj-1312/carechronicle"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"dineshpotla/agentic-health-exchange","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Healthcare exchange normalizes FHIR R4, C-CDA and Open-i imaging/report records into provenance-tracked queryable data.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dineshpotla/agentic-health-exchange","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Healthcare exchange normalizes FHIR R4, C-CDA and Open-i imaging/report records into provenance-tracked queryable data."],"limitation":"A working vertical slice, not demonstrated universal interoperability; validate source mappings and transformations.","url":"https://github.com/dineshpotla/agentic-health-exchange","primarySourceURLs":["https://raw.githubusercontent.com/dineshpotla/agentic-health-exchange/main/README.md","https://github.com/dineshpotla/agentic-health-exchange"],"id":"RWE-4824","relevance":{"id":"RWE-4824","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Healthcare exchange normalizes FHIR R4, C-CDA and Open-i imaging/report records into provenance-tracked queryable data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dineshpotla/agentic-health-exchange/main/README.md","https://github.com/dineshpotla/agentic-health-exchange"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"esskslifetech/atlas-healthcare-ai-safety-infrastructure","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"ATLAS healthcare infrastructure packages FHIR/SMART integration, consent and audit mechanisms for agents.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"esskslifetech/atlas-healthcare-ai-safety-infrastructure","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["ATLAS healthcare infrastructure packages FHIR/SMART integration, consent and audit mechanisms for agents."],"limitation":"Consent/security/compliance assertions were not audited; infrastructure does not certify clinical safety.","url":"https://github.com/esskslifetech/atlas-healthcare-ai-safety-infrastructure","primarySourceURLs":["https://raw.githubusercontent.com/esskslifetech/ATLAS-Healthcare-AI-Safety-Infrastructure/main/README.md","https://github.com/esskslifetech/ATLAS-Healthcare-AI-Safety-Infrastructure"],"id":"RWE-4825","relevance":{"id":"RWE-4825","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"ATLAS healthcare infrastructure packages FHIR/SMART integration, consent and audit mechanisms for agents.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/esskslifetech/ATLAS-Healthcare-AI-Safety-Infrastructure/main/README.md","https://github.com/esskslifetech/ATLAS-Healthcare-AI-Safety-Infrastructure"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"pcmedsinge/prior-auth-copilot","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"FHIR-native prior-authorization agent packages clinical-context and policy-evidence assembly.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pcmedsinge/prior-auth-copilot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR-native prior-authorization agent packages clinical-context and policy-evidence assembly."],"limitation":"Policy/compliance and approval predictions need current qualified review; not an approval guarantee.","url":"https://github.com/pcmedsinge/prior-auth-copilot","primarySourceURLs":["https://raw.githubusercontent.com/pcmedsinge/prior-auth-copilot/main/README.md","https://github.com/pcmedsinge/prior-auth-copilot"],"id":"RWE-4826","relevance":{"id":"RWE-4826","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR-native prior-authorization agent packages clinical-context and policy-evidence assembly.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pcmedsinge/prior-auth-copilot/main/README.md","https://github.com/pcmedsinge/prior-auth-copilot"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"prasad1-s/silent-handoff","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Silent Handoff MCP retrieves live FHIR snapshots and creates handoff summaries.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"prasad1-s/silent-handoff","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Silent Handoff MCP retrieves live FHIR snapshots and creates handoff summaries."],"limitation":"Keyless demo is distinct from authorized live data; generated summaries require clinician verification.","url":"https://github.com/prasad1-s/silent-handoff","primarySourceURLs":["https://raw.githubusercontent.com/Prasad1-S/Silent-Handoff/main/README.md","https://github.com/Prasad1-S/Silent-Handoff"],"id":"RWE-4828","relevance":{"id":"RWE-4828","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Silent Handoff MCP retrieves live FHIR snapshots and creates handoff summaries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Prasad1-S/Silent-Handoff/main/README.md","https://github.com/Prasad1-S/Silent-Handoff"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"elektrolux/medical-data-analysis-skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medical data-analysis skill audits cohort tables, defines study/index/outcome structure, handles leakage-aware modeling and statistical reporting.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"elektrolux/medical-data-analysis-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical data-analysis skill audits cohort tables, defines study/index/outcome structure, handles leakage-aware modeling and statistical reporting."],"limitation":"Research-only; optional causal analyses need assumptions and independent methodological review, not automatic causal validity.","url":"https://github.com/elektrolux/medical-data-analysis-skill","primarySourceURLs":["https://raw.githubusercontent.com/elektrolux/medical-data-analysis-skill/main/README.md","https://github.com/elektrolux/medical-data-analysis-skill"],"id":"RWE-4829","relevance":{"id":"RWE-4829","decision":"Core","rationale":"Medical data-analysis skill audits cohort tables, defines study/index/outcome structure, handles leakage-aware modeling and statistical reporting. The selected contract supplies explicit cohort/statistical analysis, clinical harmonization, public-health/social-care data or identifiable risk calculation; validity limits remain retained.","relevanceBasis":"Medical data-analysis skill audits cohort tables, defines study/index/outcome structure, handles leakage-aware modeling and statistical reporting. Limits: Research-only; optional causal analyses need assumptions and independent methodological review, not automatic causal validity.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/elektrolux/medical-data-analysis-skill/main/README.md","https://github.com/elektrolux/medical-data-analysis-skill"],"reviewGroup":"clinical-population-data-method"}},{"name":"passadis/mednexus-hackathon","kind":"Research tool","category":"RWE Data & Analytics","summary":"MedNexus agent pipeline extracts and structures multimodal X-ray, document, lab and audio context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"passadis/mednexus-hackathon","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MedNexus agent pipeline extracts and structures multimodal X-ray, document, lab and audio context."],"limitation":"Include multimodal data processing only; diagnostic synthesis and enterprise claims remain unvalidated.","url":"https://github.com/passadis/mednexus-hackathon","primarySourceURLs":["https://raw.githubusercontent.com/passadis/mednexus-hackathon/main/README.md","https://github.com/passadis/mednexus-hackathon"],"id":"RWE-4830","relevance":{"id":"RWE-4830","decision":"Core","rationale":"MedNexus agent pipeline extracts and structures multimodal X-ray, document, lab and audio context. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"MedNexus agent pipeline extracts and structures multimodal X-ray, document, lab and audio context. Limits: Include multimodal data processing only; diagnostic synthesis and enterprise claims remain unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/passadis/mednexus-hackathon/main/README.md","https://github.com/passadis/mednexus-hackathon"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"zuofanf/trialgate","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"TrialGate MCP validates and cleans EHR CSV exports and deterministically checks supplied trial-eligibility rules.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zuofanf/trialgate","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["TrialGate MCP validates and cleans EHR CSV exports and deterministically checks supplied trial-eligibility rules."],"limitation":"Rule matching does not establish final trial eligibility; input conventions and criteria completeness require review.","url":"https://github.com/zuofanf/trialgate","primarySourceURLs":["https://raw.githubusercontent.com/zuofanF/trialgate/main/README.md","https://github.com/zuofanF/trialgate"],"id":"RWE-4831","relevance":{"id":"RWE-4831","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"TrialGate MCP validates and cleans EHR CSV exports and deterministically checks supplied trial-eligibility rules.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zuofanF/trialgate/main/README.md","https://github.com/zuofanF/trialgate"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"leonongoing/healthpay-agent","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"HealthPay agent reconciles FHIR Claims with ExplanationOfBenefit records and classifies denial codes.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"leonongoing/healthpay-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["HealthPay agent reconciles FHIR Claims with ExplanationOfBenefit records and classifies denial codes."],"limitation":"Claims reconciliation may enable utilization/cost research; recovery estimates, appeals and audit assurances are not validated.","url":"https://github.com/leonongoing/healthpay-agent","primarySourceURLs":["https://raw.githubusercontent.com/leonongoing/healthpay-agent/main/README.md","https://github.com/leonongoing/healthpay-agent"],"id":"RWE-4833","relevance":{"id":"RWE-4833","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"HealthPay agent reconciles FHIR Claims with ExplanationOfBenefit records and classifies denial codes.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/leonongoing/healthpay-agent/main/README.md","https://github.com/leonongoing/healthpay-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"amulyavarshney/care-gap-closer","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Care Gap Closer MCP reads FHIR preventive-care history and generates gap/outreach records.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"amulyavarshney/care-gap-closer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Care Gap Closer MCP reads FHIR preventive-care history and generates gap/outreach records."],"limitation":"Public demo patients are synthetic; guideline rules and patient-specific recommendations require validation.","url":"https://github.com/amulyavarshney/care-gap-closer","primarySourceURLs":["https://raw.githubusercontent.com/amulyavarshney/Care-Gap-Closer/main/README.md","https://github.com/amulyavarshney/Care-Gap-Closer"],"id":"RWE-4834","relevance":{"id":"RWE-4834","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Care Gap Closer MCP reads FHIR preventive-care history and generates gap/outreach records.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/amulyavarshney/Care-Gap-Closer/main/README.md","https://github.com/amulyavarshney/Care-Gap-Closer"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"liuwen-bin/patient-medication-evidence-workbench","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medication evidence workbench compares DailyMed SPL references with structured patient-context findings through controlled agents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"liuwen-bin/patient-medication-evidence-workbench","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medication evidence workbench compares DailyMed SPL references with structured patient-context findings through controlled agents."],"limitation":"Patient examples are synthetic; include medication-reference review component, not demonstrated live EHR acceptance or prescribing safety.","url":"https://github.com/liuwen-bin/patient-medication-evidence-workbench","primarySourceURLs":["https://raw.githubusercontent.com/Liuwen-bin/patient-medication-evidence-workbench/main/README.md","https://github.com/Liuwen-bin/patient-medication-evidence-workbench"],"id":"RWE-4835","relevance":{"id":"RWE-4835","decision":"Core","rationale":"Medication evidence workbench compares DailyMed SPL references with structured patient-context findings through controlled agents. The selected clinical/medication source retrieval and document extraction serves explicit health-evidence work; clinical reasoning is not validated.","relevanceBasis":"Medication evidence workbench compares DailyMed SPL references with structured patient-context findings through controlled agents. Limits: Patient examples are synthetic; include medication-reference review component, not demonstrated live EHR acceptance or prescribing safety.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Liuwen-bin/patient-medication-evidence-workbench/main/README.md","https://github.com/Liuwen-bin/patient-medication-evidence-workbench"],"reviewGroup":"clinical-reference-evidence-retrieval"}},{"name":"vibhorxpandey/smriti-ai","kind":"Research tool","category":"RWE Data & Analytics","summary":"SMRITI/Hello Doctor agent memory layer structures and retrieves medical-history context with consent/provenance controls.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vibhorxpandey/smriti-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["SMRITI/Hello Doctor agent memory layer structures and retrieves medical-history context with consent/provenance controls."],"limitation":"Consent enforcement and factual-memory accuracy are not independently audited; distinguish prototype hosting limitations.","url":"https://github.com/vibhorxpandey/smriti-ai","primarySourceURLs":["https://raw.githubusercontent.com/vibhorxpandey/Smriti-AI/main/README.md","https://github.com/vibhorxpandey/Smriti-AI"],"id":"RWE-4837","relevance":{"id":"RWE-4837","decision":"Core","rationale":"SMRITI/Hello Doctor agent memory layer structures and retrieves medical-history context with consent/provenance controls. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"SMRITI/Hello Doctor agent memory layer structures and retrieves medical-history context with consent/provenance controls. Limits: Consent enforcement and factual-memory accuracy are not independently audited; distinguish prototype hosting limitations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vibhorxpandey/Smriti-AI/main/README.md","https://github.com/vibhorxpandey/Smriti-AI"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"majdbaridi/ai-2026-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP document-processing workflow extracts structured data from medical-claim PDFs using Document AI.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"majdbaridi/ai-2026-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP document-processing workflow extracts structured data from medical-claim PDFs using Document AI."],"limitation":"Enabling claims extraction prototype; extraction correctness and downstream interpretations need verification.","url":"https://github.com/majdbaridi/ai-2026-mcp","primarySourceURLs":["https://raw.githubusercontent.com/majdbaridi/AI-2026-MCP/feature/idp-docai-mcp-agent/README.md","https://github.com/majdbaridi/AI-2026-MCP"],"id":"RWE-4838","relevance":{"id":"RWE-4838","decision":"Core","rationale":"MCP document-processing workflow extracts structured data from medical-claim PDFs using Document AI. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"MCP document-processing workflow extracts structured data from medical-claim PDFs using Document AI. Limits: Enabling claims extraction prototype; extraction correctness and downstream interpretations need verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/majdbaridi/AI-2026-MCP/feature/idp-docai-mcp-agent/README.md","https://github.com/majdbaridi/AI-2026-MCP"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"princeruhulofficial/mcp-claims-triage","kind":"MCP server","category":"RWE Data & Analytics","summary":"Claims-triage MCP computes anomalies and rule-based summaries from supplied medical claims.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"princeruhulofficial/mcp-claims-triage","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Claims-triage MCP computes anomalies and rule-based summaries from supplied medical claims."],"limitation":"Pure computational screening; fraud/risk scores and suggested actions are not validated detection results.","url":"https://github.com/princeruhulofficial/mcp-claims-triage","primarySourceURLs":["https://raw.githubusercontent.com/princeruhulofficial/mcp-claims-triage/main/README.md","https://github.com/princeruhulofficial/mcp-claims-triage"],"id":"RWE-4839","relevance":{"id":"RWE-4839","decision":"Core","rationale":"Claims-triage MCP computes anomalies and rule-based summaries from supplied medical claims. The selected contract supplies explicit cohort/statistical analysis, clinical harmonization, public-health/social-care data or identifiable risk calculation; validity limits remain retained.","relevanceBasis":"Claims-triage MCP computes anomalies and rule-based summaries from supplied medical claims. Limits: Pure computational screening; fraud/risk scores and suggested actions are not validated detection results.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/princeruhulofficial/mcp-claims-triage/main/README.md","https://github.com/princeruhulofficial/mcp-claims-triage"],"reviewGroup":"clinical-population-data-method"}},{"name":"shriram1206/autonomous-claim-adjudicator","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medical-claim agent exposes structured medical-database queries through FastMCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shriram1206/autonomous-claim-adjudicator","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical-claim agent exposes structured medical-database queries through FastMCP."],"limitation":"Include data access only; autonomous adjudication and concierge advice are not validated.","url":"https://github.com/shriram1206/autonomous-claim-adjudicator","primarySourceURLs":["https://raw.githubusercontent.com/shriram1206/autonomous-claim-adjudicator/master/README.md","https://github.com/shriram1206/autonomous-claim-adjudicator"],"id":"RWE-4840","relevance":{"id":"RWE-4840","decision":"Core","rationale":"Medical-claim agent exposes structured medical-database queries through FastMCP. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Medical-claim agent exposes structured medical-database queries through FastMCP. Limits: Include data access only; autonomous adjudication and concierge advice are not validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/shriram1206/autonomous-claim-adjudicator/master/README.md","https://github.com/shriram1206/autonomous-claim-adjudicator"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"alihassanml/arxivloader-mcp-server-and-client","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Agent-oriented arXiv loader retrieves papers and connects LangChain/Groq orchestration with server/client calls.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alihassanml/arxivloader-mcp-server-and-client","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Agent-oriented arXiv loader retrieves papers and connects LangChain/Groq orchestration with server/client calls."],"limitation":"README misexpands MCP acronym; classify scholarly retrieval workflow without claiming independently verified protocol conformance.","url":"https://github.com/alihassanml/arxivloader-mcp-server-and-client","primarySourceURLs":["https://raw.githubusercontent.com/alihassanml/Arxivloader-MCP-Server-and-Client/main/README.md","https://github.com/alihassanml/Arxivloader-MCP-Server-and-Client"],"id":"RWE-4841","relevance":{"id":"RWE-4841","decision":"Core","rationale":"Retain the documented evidence function: Agent-oriented arXiv loader retrieves papers and connects LangChain/Groq orchestration with server/client calls. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Agent-oriented arXiv loader retrieves papers and connects LangChain/Groq orchestration with server/client calls.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alihassanml/arxivloader-mcp-server-and-client","https://raw.githubusercontent.com/alihassanml/Arxivloader-MCP-Server-and-Client/main/README.md","https://github.com/alihassanml/Arxivloader-MCP-Server-and-Client"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sswp08-cpu/agentic-ai-claims-processor","kind":"MCP server","category":"RWE Data & Analytics","summary":"Claims-processing agent structures claims and missing-evidence workflows through modular MCP tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sswp08-cpu/agentic-ai-claims-processor","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Claims-processing agent structures claims and missing-evidence workflows through modular MCP tools."],"limitation":"Rule/LLM fraud checks do not eliminate hallucinations or establish fraud; production claims unverified.","url":"https://github.com/sswp08-cpu/agentic-ai-claims-processor","primarySourceURLs":["https://raw.githubusercontent.com/sswp08-cpu/agentic-ai-claims-processor/main/README.md","https://github.com/sswp08-cpu/agentic-ai-claims-processor"],"id":"RWE-4842","relevance":{"id":"RWE-4842","decision":"Core","rationale":"Claims-processing agent structures claims and missing-evidence workflows through modular MCP tools. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Claims-processing agent structures claims and missing-evidence workflows through modular MCP tools. Limits: Rule/LLM fraud checks do not eliminate hallucinations or establish fraud; production claims unverified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sswp08-cpu/agentic-ai-claims-processor/main/README.md","https://github.com/sswp08-cpu/agentic-ai-claims-processor"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"arnold-dsouza/medresearch-ai","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Medical literature research assistant organizes retrieval and summaries of clinical research.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arnold-dsouza/medresearch-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medical literature research assistant organizes retrieval and summaries of clinical research."],"limitation":"Author's workload/benefit figures are unverified; generated summaries require original-source checking.","url":"https://github.com/arnold-dsouza/medresearch-ai","primarySourceURLs":["https://raw.githubusercontent.com/Arnold-Dsouza/MedResearch-AI/main/README.md","https://github.com/Arnold-Dsouza/MedResearch-AI"],"id":"RWE-4843","relevance":{"id":"RWE-4843","decision":"Core","rationale":"Retain the documented evidence function: Medical literature research assistant organizes retrieval and summaries of clinical research. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Medical literature research assistant organizes retrieval and summaries of clinical research.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/arnold-dsouza/medresearch-ai","https://raw.githubusercontent.com/Arnold-Dsouza/MedResearch-AI/main/README.md","https://github.com/Arnold-Dsouza/MedResearch-AI"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"malikimayzar/clinical-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Literature-monitoring agent retrieves arXiv papers, extracts clinical claims and flags possible contradictions with NLI.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"malikimayzar/clinical-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature-monitoring agent retrieves arXiv papers, extracts clinical claims and flags possible contradictions with NLI."],"limitation":"arXiv contains preprints; NLI disagreement flags are not established scientific contradictions.","url":"https://github.com/malikimayzar/clinical-agent","primarySourceURLs":["https://raw.githubusercontent.com/malikimayzar/clinical-agent/main/README.md","https://github.com/malikimayzar/clinical-agent"],"id":"RWE-4846","relevance":{"id":"RWE-4846","decision":"Core","rationale":"Retain the documented evidence function: Literature-monitoring agent retrieves arXiv papers, extracts clinical claims and flags possible contradictions with NLI. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature-monitoring agent retrieves arXiv papers, extracts clinical claims and flags possible contradictions with NLI.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/malikimayzar/clinical-agent","https://raw.githubusercontent.com/malikimayzar/clinical-agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kushagra-dutta/fhir-mcp","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"FHIR toolkit connects agents to multiple FHIR implementations and retrieves care-plan/patient resources.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kushagra-dutta/fhir-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR toolkit connects agents to multiple FHIR implementations and retrieves care-plan/patient resources."],"limitation":"Vendor universality and failover behavior untested; clinical-analysis outputs require review.","url":"https://github.com/kushagra-dutta/fhir-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Kushagra-Dutta/Fhir-MCP/main/README.md","https://github.com/Kushagra-Dutta/Fhir-MCP"],"id":"RWE-4849","relevance":{"id":"RWE-4849","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR toolkit connects agents to multiple FHIR implementations and retrieves care-plan/patient resources.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Kushagra-Dutta/Fhir-MCP/main/README.md","https://github.com/Kushagra-Dutta/Fhir-MCP"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"dr-haoliu/ctcr-skills","kind":"Research tool","category":"Trials & Study Design","summary":"Clinical Trial Cohort Research skill collection packages eligibility-assessment instructions and pipeline prompts.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dr-haoliu/ctcr-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical Trial Cohort Research skill collection packages eligibility-assessment instructions and pipeline prompts."],"limitation":"MCP patterns are templates, not necessarily live servers; eligibility conclusions require study-team verification.","url":"https://github.com/dr-haoliu/ctcr-skills","primarySourceURLs":["https://raw.githubusercontent.com/dr-haoliu/ctcr-skills/main/README.md","https://github.com/dr-haoliu/ctcr-skills"],"id":"RWE-4852","relevance":{"id":"RWE-4852","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Clinical Trial Cohort Research skill collection packages eligibility-assessment instructions and pipeline prompts.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dr-haoliu/ctcr-skills/main/README.md","https://github.com/dr-haoliu/ctcr-skills"],"reviewGroup":"clinical-trial-workflow"}},{"name":"ophydami/athenahealth-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Athenahealth MCP exposes a documented subset of clinical-data tools in sandbox.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ophydami/athenahealth-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Athenahealth MCP exposes a documented subset of clinical-data tools in sandbox."],"limitation":"Only five of thirteen tools are reported working in sandbox; eight fail due to sandbox limitations. Preserve partial status.","url":"https://github.com/ophydami/athenahealth-mcp","primarySourceURLs":["https://raw.githubusercontent.com/ophydami/Athenahealth-MCP/main/README.md","https://github.com/ophydami/Athenahealth-MCP"],"id":"RWE-4854","relevance":{"id":"RWE-4854","decision":"Core","rationale":"Athenahealth MCP exposes a documented subset of clinical-data tools in sandbox. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Athenahealth MCP exposes a documented subset of clinical-data tools in sandbox. Limits: Only five of thirteen tools are reported working in sandbox; eight fail due to sandbox limitations. Preserve partial status.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ophydami/Athenahealth-MCP/main/README.md","https://github.com/ophydami/Athenahealth-MCP"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"openpharma-org/nlm-codes-mcp","kind":"MCP server","category":"OMOP & terminology","summary":"Unofficial NLM Codes MCP queries Clinical Tables terminology including ICD, LOINC, HCPCS and medication references.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openpharma-org/nlm-codes-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Unofficial NLM Codes MCP queries Clinical Tables terminology including ICD, LOINC, HCPCS and medication references."],"limitation":"Reconcile Augmented Nature/openpharma upstream identity; terminology versions/licenses and source coverage apply.","url":"https://github.com/openpharma-org/nlm-codes-mcp","primarySourceURLs":["https://raw.githubusercontent.com/openpharma-org/nlm-codes-mcp/main/README.md","https://github.com/openpharma-org/nlm-codes-mcp"],"id":"RWE-4856","relevance":{"id":"RWE-4856","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Unofficial NLM Codes MCP queries Clinical Tables terminology including ICD, LOINC, HCPCS and medication references.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/openpharma-org/nlm-codes-mcp/main/README.md","https://github.com/openpharma-org/nlm-codes-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sbayer2/medster","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medster agent gathers laboratory, note, vital, imaging and medication context for case research.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sbayer2/medster","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medster agent gathers laboratory, note, vital, imaging and medication context for case research."],"limitation":"Self-validation and autonomous clinical recommendations are not independent medical validation.","url":"https://github.com/sbayer2/medster","primarySourceURLs":["https://raw.githubusercontent.com/sbayer2/Medster/main/README.md","https://github.com/sbayer2/Medster"],"id":"RWE-4857","relevance":{"id":"RWE-4857","decision":"Core","rationale":"Medster agent gathers laboratory, note, vital, imaging and medication context for case research. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Medster agent gathers laboratory, note, vital, imaging and medication context for case research. Limits: Self-validation and autonomous clinical recommendations are not independent medical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sbayer2/Medster/main/README.md","https://github.com/sbayer2/Medster"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"metalxiaoxiao/medical-sql-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Medical SQL MCP exposes schema navigation, table metadata and structured database queries for hospital data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"metalxiaoxiao/medical-sql-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical SQL MCP exposes schema navigation, table metadata and structured database queries for hospital data."],"limitation":"Requires authorized database access; SQL safety and semantic correctness need deployment review.","url":"https://github.com/metalxiaoxiao/medical-sql-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Metalxiaoxiao/Medical-SQL-MCP/main/README.md","https://github.com/Metalxiaoxiao/Medical-SQL-MCP"],"id":"RWE-4858","relevance":{"id":"RWE-4858","decision":"Core","rationale":"Medical SQL MCP exposes schema navigation, table metadata and structured database queries for hospital data. The selected contract supplies explicit cohort/statistical analysis, clinical harmonization, public-health/social-care data or identifiable risk calculation; validity limits remain retained.","relevanceBasis":"Medical SQL MCP exposes schema navigation, table metadata and structured database queries for hospital data. Limits: Requires authorized database access; SQL safety and semantic correctness need deployment review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Metalxiaoxiao/Medical-SQL-MCP/main/README.md","https://github.com/Metalxiaoxiao/Medical-SQL-MCP"],"reviewGroup":"clinical-population-data-method"}},{"name":"sperony38/health-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Health MCP imports lab analyses into MariaDB and returns longitudinal indicator histories and reference ranges.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sperony38/health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Health MCP imports lab analyses into MariaDB and returns longitudinal indicator histories and reference ranges."],"limitation":"Mutates personal records; reference-range appropriateness and extraction accuracy require validation.","url":"https://github.com/sperony38/health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Sperony38/health-mcp/main/README.md","https://github.com/Sperony38/health-mcp"],"id":"RWE-4859","relevance":{"id":"RWE-4859","decision":"Core","rationale":"Health MCP imports lab analyses into MariaDB and returns longitudinal indicator histories and reference ranges. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Health MCP imports lab analyses into MariaDB and returns longitudinal indicator histories and reference ranges. Limits: Mutates personal records; reference-range appropriateness and extraction accuracy require validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Sperony38/health-mcp/main/README.md","https://github.com/Sperony38/health-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"robsyc/loinc-mcp","kind":"MCP server","category":"OMOP & terminology","summary":"LOINC MCP searches terminology and retrieves code details, parts, units, panels and answers.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"robsyc/loinc-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["LOINC MCP searches terminology and retrieves code details, parts, units, panels and answers."],"limitation":"LOINC service access/version/license constraints apply; terminology lookup is not clinical interpretation.","url":"https://github.com/robsyc/loinc-mcp","primarySourceURLs":["https://raw.githubusercontent.com/robsyc/loinc-mcp/main/README.md","https://github.com/robsyc/loinc-mcp"],"id":"RWE-4860","relevance":{"id":"RWE-4860","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"LOINC MCP searches terminology and retrieves code details, parts, units, panels and answers.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/robsyc/loinc-mcp/main/README.md","https://github.com/robsyc/loinc-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ewelkaka/healthcare-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Healthcare MCP retrieves FHIR patient summaries, medications, lab observations and conditions.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ewelkaka/healthcare-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Healthcare MCP retrieves FHIR patient summaries, medications, lab observations and conditions."],"limitation":"Requires authorized FHIR endpoint; data retrieval does not establish diagnosis or treatment validity.","url":"https://github.com/ewelkaka/healthcare-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Ewelkaka/healthcare-mcp/main/README.md","https://github.com/Ewelkaka/healthcare-mcp"],"id":"RWE-4861","relevance":{"id":"RWE-4861","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Healthcare MCP retrieves FHIR patient summaries, medications, lab observations and conditions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Ewelkaka/healthcare-mcp/main/README.md","https://github.com/Ewelkaka/healthcare-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"rmanu/fhir-mcp-server","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"ASP.NET MCP queries FHIR R4 patients, conditions, observations, imaging studies and service requests.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rmanu/fhir-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["ASP.NET MCP queries FHIR R4 patients, conditions, observations, imaging studies and service requests."],"limitation":"Requires configured FHIR endpoint and authorization; no runtime conformance audit.","url":"https://github.com/rmanu/fhir-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/rmanu/fhir-mcp-server/main/README.md","https://github.com/rmanu/fhir-mcp-server"],"id":"RWE-4863","relevance":{"id":"RWE-4863","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"ASP.NET MCP queries FHIR R4 patients, conditions, observations, imaging studies and service requests.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rmanu/fhir-mcp-server/main/README.md","https://github.com/rmanu/fhir-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"netflypsb/clinic-management-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Clinic MCP records clinical visits, vital signs, diagnosis codes and prescriptions alongside administrative operations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"netflypsb/clinic-management-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinic MCP records clinical visits, vital signs, diagnosis codes and prescriptions alongside administrative operations."],"limitation":"Include structured clinical-data management; mutating operations and clinical correctness need validation.","url":"https://github.com/netflypsb/clinic-management-mcp","primarySourceURLs":["https://raw.githubusercontent.com/netflypsb/clinic-management-mcp/main/README.md","https://github.com/netflypsb/clinic-management-mcp"],"id":"RWE-4864","relevance":{"id":"RWE-4864","decision":"Core","rationale":"Clinic MCP records clinical visits, vital signs, diagnosis codes and prescriptions alongside administrative operations. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Clinic MCP records clinical visits, vital signs, diagnosis codes and prescriptions alongside administrative operations. Limits: Include structured clinical-data management; mutating operations and clinical correctness need validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/netflypsb/clinic-management-mcp/main/README.md","https://github.com/netflypsb/clinic-management-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"pratiksharaut1206/healthcare-mediassist-genai-capstone-project","kind":"Research tool","category":"RWE Data & Analytics","summary":"MediAssist agent structures/retrieves hospital SOPs, discharge summaries, prescriptions and lab documents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pratiksharaut1206/healthcare-mediassist-genai-capstone-project","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MediAssist agent structures/retrieves hospital SOPs, discharge summaries, prescriptions and lab documents."],"limitation":"Data-processing enabling scope only; generated medical interpretation requires source verification.","url":"https://github.com/pratiksharaut1206/healthcare-mediassist-genai-capstone-project","primarySourceURLs":["https://raw.githubusercontent.com/pratiksharaut1206/Healthcare-MediAssist-GenAI-Capstone-Project/main/README.md","https://github.com/pratiksharaut1206/Healthcare-MediAssist-GenAI-Capstone-Project"],"id":"RWE-4866","relevance":{"id":"RWE-4866","decision":"Core","rationale":"MediAssist agent structures/retrieves hospital SOPs, discharge summaries, prescriptions and lab documents. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"MediAssist agent structures/retrieves hospital SOPs, discharge summaries, prescriptions and lab documents. Limits: Data-processing enabling scope only; generated medical interpretation requires source verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pratiksharaut1206/Healthcare-MediAssist-GenAI-Capstone-Project/main/README.md","https://github.com/pratiksharaut1206/Healthcare-MediAssist-GenAI-Capstone-Project"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"islam0953/mcp-lab-units","kind":"MCP server","category":"RWE Data & Analytics","summary":"Lab-units MCP converts clinical analyte units and resolves aliases to canonical marker names.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"islam0953/mcp-lab-units","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Lab-units MCP converts clinical analyte units and resolves aliases to canonical marker names."],"limitation":"Unit conversion only; does not provide reference ranges or clinical interpretation.","url":"https://github.com/islam0953/mcp-lab-units","primarySourceURLs":["https://raw.githubusercontent.com/Islam0953/mcp-lab-units/main/README.md","https://github.com/Islam0953/mcp-lab-units"],"id":"RWE-4868","relevance":{"id":"RWE-4868","decision":"Core","rationale":"Lab-units MCP converts clinical analyte units and resolves aliases to canonical marker names. The selected contract supplies explicit cohort/statistical analysis, clinical harmonization, public-health/social-care data or identifiable risk calculation; validity limits remain retained.","relevanceBasis":"Lab-units MCP converts clinical analyte units and resolves aliases to canonical marker names. Limits: Unit conversion only; does not provide reference ranges or clinical interpretation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Islam0953/mcp-lab-units/main/README.md","https://github.com/Islam0953/mcp-lab-units"],"reviewGroup":"clinical-population-data-method"}},{"name":"buzzgomax/healthcare-fhir-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Healthcare FHIR MCP retrieves clinical resources/documents and parses HL7v2 messages.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"buzzgomax/healthcare-fhir-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Healthcare FHIR MCP retrieves clinical resources/documents and parses HL7v2 messages."],"limitation":"Hosted Apify attribution must be reconciled to actual actor provider; requires configured authorized FHIR source.","url":"https://github.com/buzzgomax/healthcare-fhir-mcp","primarySourceURLs":["https://raw.githubusercontent.com/BuzzGoMax/healthcare-fhir-mcp/main/README.md","https://github.com/BuzzGoMax/healthcare-fhir-mcp"],"id":"RWE-4869","relevance":{"id":"RWE-4869","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Healthcare FHIR MCP retrieves clinical resources/documents and parses HL7v2 messages.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/BuzzGoMax/healthcare-fhir-mcp/main/README.md","https://github.com/BuzzGoMax/healthcare-fhir-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"voysi-ia/healow-mcp-server","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Healow MCP reads eClinicalWorks FHIR R4 patient data through SMART standalone OAuth.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"voysi-ia/healow-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Healow MCP reads eClinicalWorks FHIR R4 patient data through SMART standalone OAuth."],"limitation":"Requires practice-specific authorization; keychain/logging security claims not independently audited.","url":"https://github.com/voysi-ia/healow-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/Voysi-IA/healow-mcp-server/main/README.md","https://github.com/Voysi-IA/healow-mcp-server"],"id":"RWE-4871","relevance":{"id":"RWE-4871","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Healow MCP reads eClinicalWorks FHIR R4 patient data through SMART standalone OAuth.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Voysi-IA/healow-mcp-server/main/README.md","https://github.com/Voysi-IA/healow-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"mahsook3/docvoxia-agents-league-hackathon","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Docvoxia agent structures multilingual encounter information into interoperable clinical documentation.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mahsook3/docvoxia-agents-league-hackathon","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Docvoxia agent structures multilingual encounter information into interoperable clinical documentation."],"limitation":"Include extraction/documentation only; safe clinical reasoning claims not independently validated.","url":"https://github.com/mahsook3/docvoxia-agents-league-hackathon","primarySourceURLs":["https://raw.githubusercontent.com/mahsook3/docvoxia-agents-league-hackathon/main/README.md","https://github.com/mahsook3/docvoxia-agents-league-hackathon"],"id":"RWE-4873","relevance":{"id":"RWE-4873","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Docvoxia agent structures multilingual encounter information into interoperable clinical documentation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mahsook3/docvoxia-agents-league-hackathon/main/README.md","https://github.com/mahsook3/docvoxia-agents-league-hackathon"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"eyasu11321238a/secure-clinical-llm-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Research framework mediates open-weight agent queries over structured clinical relational data through MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eyasu11321238a/secure-clinical-llm-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Research framework mediates open-weight agent queries over structured clinical relational data through MCP."],"limitation":"Security and redaction guarantees need deployment review; source data access and statistical correctness untested.","url":"https://github.com/eyasu11321238a/secure-clinical-llm-mcp","primarySourceURLs":["https://raw.githubusercontent.com/eyasu11321238a/secure-clinical-llm-mcp/main/README.md","https://github.com/eyasu11321238a/secure-clinical-llm-mcp"],"id":"RWE-4874","relevance":{"id":"RWE-4874","decision":"Core","rationale":"Research framework mediates open-weight agent queries over structured clinical relational data through MCP. The selected contract supplies explicit cohort/statistical analysis, clinical harmonization, public-health/social-care data or identifiable risk calculation; validity limits remain retained.","relevanceBasis":"Research framework mediates open-weight agent queries over structured clinical relational data through MCP. Limits: Security and redaction guarantees need deployment review; source data access and statistical correctness untested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/eyasu11321238a/secure-clinical-llm-mcp/main/README.md","https://github.com/eyasu11321238a/secure-clinical-llm-mcp"],"reviewGroup":"clinical-population-data-method"}},{"name":"maheshbalan/fhir-mcp-server","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR MCP connects agent queries to configured healthcare resources.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"maheshbalan/fhir-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR MCP connects agent queries to configured healthcare resources."],"limitation":"Specific implementation/source version must be retained; no runtime conformance or clinical validation.","url":"https://github.com/maheshbalan/fhir-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/maheshbalan/fhir-mcp-server/main/README.md","https://github.com/maheshbalan/fhir-mcp-server"],"id":"RWE-4875","relevance":{"id":"RWE-4875","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR MCP connects agent queries to configured healthcare resources.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/maheshbalan/fhir-mcp-server/main/README.md","https://github.com/maheshbalan/fhir-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"antonyartsev/iris-governed-fhir-agent","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"InterSystems AI Hub agent/skill exposes patient-scoped FHIR queries through three MCP tools.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"antonyartsev/iris-governed-fhir-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["InterSystems AI Hub agent/skill exposes patient-scoped FHIR queries through three MCP tools."],"limitation":"Restricted demonstration patient scope, not bulk research export; policy enforcement not independently tested.","url":"https://github.com/antonyartsev/iris-governed-fhir-agent","primarySourceURLs":["https://raw.githubusercontent.com/AntonYartsev/iris-governed-fhir-agent/main/README.md","https://github.com/AntonYartsev/iris-governed-fhir-agent"],"id":"RWE-4876","relevance":{"id":"RWE-4876","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"InterSystems AI Hub agent/skill exposes patient-scoped FHIR queries through three MCP tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AntonYartsev/iris-governed-fhir-agent/main/README.md","https://github.com/AntonYartsev/iris-governed-fhir-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"changshaow/mediagent","kind":"MCP server","category":"RWE Data & Analytics","summary":"MediAgent packages clinical-document retrieval and source-grounded tool workflows through Spring Boot/MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"changshaow/mediagent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MediAgent packages clinical-document retrieval and source-grounded tool workflows through Spring Boot/MCP."],"limitation":"Include retrieval/data component only; clinical safety gates do not establish medical correctness.","url":"https://github.com/changshaow/mediagent","primarySourceURLs":["https://raw.githubusercontent.com/changshaow/MediAgent/main/README.md","https://github.com/changshaow/MediAgent"],"id":"RWE-4878","relevance":{"id":"RWE-4878","decision":"Core","rationale":"MediAgent packages clinical-document retrieval and source-grounded tool workflows through Spring Boot/MCP. The selected clinical/medication source retrieval and document extraction serves explicit health-evidence work; clinical reasoning is not validated.","relevanceBasis":"MediAgent packages clinical-document retrieval and source-grounded tool workflows through Spring Boot/MCP. Limits: Include retrieval/data component only; clinical safety gates do not establish medical correctness.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/changshaow/MediAgent/main/README.md","https://github.com/changshaow/MediAgent"],"reviewGroup":"clinical-reference-evidence-retrieval"}},{"name":"victoryloser/medical-agent-platform","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medical-document agent platform performs structured extraction and evidence-linked retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"victoryloser/medical-agent-platform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical-document agent platform performs structured extraction and evidence-linked retrieval."],"limitation":"De-identification, enterprise reliability and clinical correctness claims not independently audited.","url":"https://github.com/victoryloser/medical-agent-platform","primarySourceURLs":["https://raw.githubusercontent.com/victoryloser/medical-agent-platform/main/README.md","https://github.com/victoryloser/medical-agent-platform"],"id":"RWE-4880","relevance":{"id":"RWE-4880","decision":"Core","rationale":"Medical-document agent platform performs structured extraction and evidence-linked retrieval. The selected clinical/medication source retrieval and document extraction serves explicit health-evidence work; clinical reasoning is not validated.","relevanceBasis":"Medical-document agent platform performs structured extraction and evidence-linked retrieval. Limits: De-identification, enterprise reliability and clinical correctness claims not independently audited.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/victoryloser/medical-agent-platform/main/README.md","https://github.com/victoryloser/medical-agent-platform"],"reviewGroup":"clinical-reference-evidence-retrieval"}},{"name":"stayce/icf-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"ICF MCP retrieves WHO functioning/disability classifications and packaged assessment-instrument mappings.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stayce/icf-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ICF MCP retrieves WHO functioning/disability classifications and packaged assessment-instrument mappings."],"limitation":"Instrument versions, licensing and scoring validity require review; mapping does not validate clinical use.","url":"https://github.com/stayce/icf-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/stayce/icf-mcp-server/main/README.md","https://github.com/stayce/icf-mcp-server"],"id":"RWE-4881","relevance":{"id":"RWE-4881","decision":"Core","rationale":"ICF MCP retrieves WHO functioning/disability classifications and packaged assessment-instrument mappings. The selected contract supplies explicit cohort/statistical analysis, clinical harmonization, public-health/social-care data or identifiable risk calculation; validity limits remain retained.","relevanceBasis":"ICF MCP retrieves WHO functioning/disability classifications and packaged assessment-instrument mappings. Limits: Instrument versions, licensing and scoring validity require review; mapping does not validate clinical use.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/stayce/icf-mcp-server/main/README.md","https://github.com/stayce/icf-mcp-server"],"reviewGroup":"clinical-population-data-method"}},{"name":"zavora-ai/skill-medical-research","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Medical research skill searches PubMed and retrieves WHO country indicators for comparisons.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zavora-ai/skill-medical-research","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medical research skill searches PubMed and retrieves WHO country indicators for comparisons."],"limitation":"Source coverage and country comparability vary; retrieval is not causal or methodological validation.","url":"https://github.com/zavora-ai/skill-medical-research","primarySourceURLs":["https://raw.githubusercontent.com/zavora-ai/skill-medical-research/main/README.md","https://github.com/zavora-ai/skill-medical-research"],"id":"RWE-4882","relevance":{"id":"RWE-4882","decision":"Core","rationale":"Retain the documented evidence function: Medical research skill searches PubMed and retrieves WHO country indicators for comparisons. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Medical research skill searches PubMed and retrieves WHO country indicators for comparisons.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zavora-ai/skill-medical-research","https://raw.githubusercontent.com/zavora-ai/skill-medical-research/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"chel42/epiguard","kind":"MCP server","category":"RWE Data & Analytics","summary":"EpiGuard agent workflow records/queries epidemic contact, stock and alert data through MongoDB MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chel42/epiguard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["EpiGuard agent workflow records/queries epidemic contact, stock and alert data through MongoDB MCP."],"limitation":"Include outbreak data coordination; triage and prioritization are unvalidated and operational actions require local governance.","url":"https://github.com/chel42/epiguard","primarySourceURLs":["https://raw.githubusercontent.com/chel42/epiguard/main/README.md","https://github.com/chel42/epiguard"],"id":"RWE-4883","relevance":{"id":"RWE-4883","decision":"Core","rationale":"EpiGuard agent workflow records/queries epidemic contact, stock and alert data through MongoDB MCP. The selected contract supplies explicit cohort/statistical analysis, clinical harmonization, public-health/social-care data or identifiable risk calculation; validity limits remain retained.","relevanceBasis":"EpiGuard agent workflow records/queries epidemic contact, stock and alert data through MongoDB MCP. Limits: Include outbreak data coordination; triage and prioritization are unvalidated and operational actions require local governance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/chel42/epiguard/main/README.md","https://github.com/chel42/epiguard"],"reviewGroup":"clinical-population-data-method"}},{"name":"malonestar/gov-data-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Government-data MCP collection retrieves environmental, HRSA and CMS source data from official APIs/files.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"malonestar/gov-data-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Government-data MCP collection retrieves environmental, HRSA and CMS source data from official APIs/files."],"limitation":"One collection with reviewed health/environmental components; property due-diligence verdicts are not exposure or medical causal estimates.","url":"https://github.com/malonestar/gov-data-mcp","primarySourceURLs":["https://raw.githubusercontent.com/malonestar/gov-data-mcp/main/README.md","https://github.com/malonestar/gov-data-mcp"],"id":"RWE-4884","relevance":{"id":"RWE-4884","decision":"Core","rationale":"Government-data MCP collection retrieves environmental, HRSA and CMS source data from official APIs/files. The selected contract supplies explicit cohort/statistical analysis, clinical harmonization, public-health/social-care data or identifiable risk calculation; validity limits remain retained.","relevanceBasis":"Government-data MCP collection retrieves environmental, HRSA and CMS source data from official APIs/files. Limits: One collection with reviewed health/environmental components; property due-diligence verdicts are not exposure or medical causal estimates.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/malonestar/gov-data-mcp/main/README.md","https://github.com/malonestar/gov-data-mcp"],"reviewGroup":"clinical-population-data-method"}},{"name":"fastomop/omcp","kind":"Research tool","category":"OMOP & terminology","summary":"OMCP exposes queries and analyses against OMOP Common Data Model databases.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fastomop/omcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["OMCP exposes queries and analyses against OMOP Common Data Model databases."],"limitation":"Requires authorized OMOP source and validated query semantics; no causal validity implied.","url":"https://github.com/fastomop/omcp","primarySourceURLs":["https://raw.githubusercontent.com/fastomop/omcp/main/README.md","https://github.com/fastomop/omcp"],"id":"RWE-4885","relevance":{"id":"RWE-4885","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"OMCP exposes queries and analyses against OMOP Common Data Model databases.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/fastomop/omcp/main/README.md","https://github.com/fastomop/omcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"kameheads/omop","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"OHDSI data-model package advertises MCP/plain-language query and FHIR-import interfaces.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kameheads/omop","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["OHDSI data-model package advertises MCP/plain-language query and FHIR-import interfaces."],"limitation":"Documentation is sparse; preserve documentation-only status and require source/version verification before describing additional capabilities.","url":"https://github.com/kameheads/omop","primarySourceURLs":["https://raw.githubusercontent.com/kameheads/omop/main/README.md","https://github.com/kameheads/omop"],"id":"RWE-4886","relevance":{"id":"RWE-4886","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"OHDSI data-model package advertises MCP/plain-language query and FHIR-import interfaces.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kameheads/omop/main/README.md","https://github.com/kameheads/omop"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"starliu1/mercurius-mcp-py","kind":"MCP server","category":"OMOP & terminology","summary":"OMOP-NLP MCP translates research queries into OMOP SQL with VSAC/UMLS concept support.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"starliu1/mercurius-mcp-py","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["OMOP-NLP MCP translates research queries into OMOP SQL with VSAC/UMLS concept support."],"limitation":"Generated SQL/value sets require validation; UMLS/VSAC credentials and optional database access required.","url":"https://github.com/starliu1/mercurius-mcp-py","primarySourceURLs":["https://raw.githubusercontent.com/StarLiu1/mercurius-mcp-py/main/README.md","https://github.com/StarLiu1/mercurius-mcp-py"],"id":"RWE-4888","relevance":{"id":"RWE-4888","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"OMOP-NLP MCP translates research queries into OMOP SQL with VSAC/UMLS concept support.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/StarLiu1/mercurius-mcp-py/main/README.md","https://github.com/StarLiu1/mercurius-mcp-py"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"raedaldweik/omop-mcp","kind":"MCP server","category":"OMOP & terminology","summary":"Read-only OMOP Postgres MCP executes SELECT queries and fuzzy vocabulary lookup.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"raedaldweik/omop-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Read-only OMOP Postgres MCP executes SELECT queries and fuzzy vocabulary lookup."],"limitation":"Requires controlled database access; syntactic read-only constraints do not ensure valid study definitions.","url":"https://github.com/raedaldweik/omop-mcp","primarySourceURLs":["https://raw.githubusercontent.com/raedaldweik/omop-mcp/main/README.md","https://github.com/raedaldweik/omop-mcp"],"id":"RWE-4889","relevance":{"id":"RWE-4889","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Read-only OMOP Postgres MCP executes SELECT queries and fuzzy vocabulary lookup.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/raedaldweik/omop-mcp/main/README.md","https://github.com/raedaldweik/omop-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"raywong2121/multi-agent","kind":"Research tool","category":"OMOP & terminology","summary":"DIMAS-OMOP agents normalize Chinese medical-imaging text and propose standardized concept mappings.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"raywong2121/multi-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["DIMAS-OMOP agents normalize Chinese medical-imaging text and propose standardized concept mappings."],"limitation":"Mapping proposals and multi-agent deliberation require terminology/domain review.","url":"https://github.com/raywong2121/multi-agent","primarySourceURLs":["https://raw.githubusercontent.com/raywong2121/Multi-Agent/main/README.md","https://github.com/raywong2121/Multi-Agent"],"id":"RWE-4890","relevance":{"id":"RWE-4890","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"DIMAS-OMOP agents normalize Chinese medical-imaging text and propose standardized concept mappings.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/raywong2121/Multi-Agent/main/README.md","https://github.com/raywong2121/Multi-Agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"omazesoft/omop-agent-poc","kind":"Research benchmark","category":"OMOP & terminology","summary":"OMOP research-agent proof of concept translates questions to feasibility/cohort queries with a golden-set evaluation harness.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"omazesoft/omop-agent-poc","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["OMOP research-agent proof of concept translates questions to feasibility/cohort queries with a golden-set evaluation harness."],"limitation":"Offline synthetic CDM fixture is an evaluation prototype, not real population counts; study definitions need external validation.","url":"https://github.com/omazesoft/omop-agent-poc","primarySourceURLs":["https://raw.githubusercontent.com/Omazesoft/omop-agent-poc/main/README.md","https://github.com/Omazesoft/omop-agent-poc"],"id":"RWE-4892","relevance":{"id":"RWE-4892","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"OMOP research-agent proof of concept translates questions to feasibility/cohort queries with a golden-set evaluation harness.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Omazesoft/omop-agent-poc/main/README.md","https://github.com/Omazesoft/omop-agent-poc"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"rezajf/fganalysis_mcp_server","kind":"MCP server","category":"RWE Data & Analytics","summary":"fganalysis MCP exposes FinnGen laboratory, drug-purchase/response, slope and ATC-mapping workflows.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rezajf/fganalysis_mcp_server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["fganalysis MCP exposes FinnGen laboratory, drug-purchase/response, slope and ATC-mapping workflows."],"limitation":"Requires R fganalysis environment and authorized FinnGen data; no controlled data access is granted by connector.","url":"https://github.com/rezajf/fganalysis_mcp_server","primarySourceURLs":["https://raw.githubusercontent.com/RezaJF/fganalysis_MCP_server/main/README.md","https://github.com/RezaJF/fganalysis_MCP_server"],"id":"RWE-4894","relevance":{"id":"RWE-4894","decision":"Core","rationale":"fganalysis MCP exposes FinnGen laboratory, drug-purchase/response, slope and ATC-mapping workflows. The selected contract supplies explicit cohort/statistical analysis, clinical harmonization, public-health/social-care data or identifiable risk calculation; validity limits remain retained.","relevanceBasis":"fganalysis MCP exposes FinnGen laboratory, drug-purchase/response, slope and ATC-mapping workflows. Limits: Requires R fganalysis environment and authorized FinnGen data; no controlled data access is granted by connector.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/RezaJF/fganalysis_MCP_server/main/README.md","https://github.com/RezaJF/fganalysis_MCP_server"],"reviewGroup":"clinical-population-data-method"}},{"name":"cognis-digital/codemap","kind":"Research tool","category":"OMOP & terminology","summary":"CODEMAP CLI/agent tooling translates and checks medical codes across terminology systems.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cognis-digital/codemap","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["CODEMAP CLI/agent tooling translates and checks medical codes across terminology systems."],"limitation":"Crosswalks, code licenses and source versions require independent verification; no coding-compliance guarantee.","url":"https://github.com/cognis-digital/codemap","primarySourceURLs":["https://raw.githubusercontent.com/cognis-digital/codemap/main/README.md","https://github.com/cognis-digital/codemap"],"id":"RWE-4896","relevance":{"id":"RWE-4896","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"CODEMAP CLI/agent tooling translates and checks medical codes across terminology systems.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cognis-digital/codemap/main/README.md","https://github.com/cognis-digital/codemap"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"amitpuri/agentic-healthcare-ai","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Healthcare-agent platform packages SMART/FHIR data integration across CrewAI/Autogen workflows.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"amitpuri/agentic-healthcare-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Healthcare-agent platform packages SMART/FHIR data integration across CrewAI/Autogen workflows."],"limitation":"Include integration component only; clinical autonomy and platform-completeness claims not independently tested.","url":"https://github.com/amitpuri/agentic-healthcare-ai","primarySourceURLs":["https://raw.githubusercontent.com/amitpuri/agentic-healthcare-ai/main/README.md","https://github.com/amitpuri/agentic-healthcare-ai"],"id":"RWE-4897","relevance":{"id":"RWE-4897","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Healthcare-agent platform packages SMART/FHIR data integration across CrewAI/Autogen workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/amitpuri/agentic-healthcare-ai/main/README.md","https://github.com/amitpuri/agentic-healthcare-ai"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"jcafazzo/fhir-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR MCP retrieves patient, observation, medication, diagnostic-report and care-plan resources with data-quality checks.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jcafazzo/fhir-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR MCP retrieves patient, observation, medication, diagnostic-report and care-plan resources with data-quality checks."],"limitation":"Data-quality assessments are implementation claims; FHIR source authorization and semantics require validation.","url":"https://github.com/jcafazzo/fhir-mcp","primarySourceURLs":["https://raw.githubusercontent.com/jcafazzo/fhir-mcp/master/README.md","https://github.com/jcafazzo/fhir-mcp"],"id":"RWE-4898","relevance":{"id":"RWE-4898","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR MCP retrieves patient, observation, medication, diagnostic-report and care-plan resources with data-quality checks.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jcafazzo/fhir-mcp/master/README.md","https://github.com/jcafazzo/fhir-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"jamesvdinh/cardiovascular-disease-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Cardiovascular MCP exposes an Oracle/Cerner-derived pooled-cohort-equation risk calculation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jamesvdinh/cardiovascular-disease-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Cardiovascular MCP exposes an Oracle/Cerner-derived pooled-cohort-equation risk calculation."],"limitation":"Preserve exact formula/version/population limits; risk estimates are predictions, not individual diagnosis or causal effects.","url":"https://github.com/jamesvdinh/cardiovascular-disease-mcp","primarySourceURLs":["https://raw.githubusercontent.com/jamesvdinh/cardiovascular-disease-mcp/main/README.md","https://github.com/jamesvdinh/cardiovascular-disease-mcp"],"id":"RWE-4899","relevance":{"id":"RWE-4899","decision":"Core","rationale":"Cardiovascular MCP exposes an Oracle/Cerner-derived pooled-cohort-equation risk calculation. The selected contract supplies explicit cohort/statistical analysis, clinical harmonization, public-health/social-care data or identifiable risk calculation; validity limits remain retained.","relevanceBasis":"Cardiovascular MCP exposes an Oracle/Cerner-derived pooled-cohort-equation risk calculation. Limits: Preserve exact formula/version/population limits; risk estimates are predictions, not individual diagnosis or causal effects.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jamesvdinh/cardiovascular-disease-mcp/main/README.md","https://github.com/jamesvdinh/cardiovascular-disease-mcp"],"reviewGroup":"clinical-population-data-method"}},{"name":"vimukthirajapaksha/healthcare-mcp-server","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Python healthcare MCP searches resources on a configured FHIR endpoint.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vimukthirajapaksha/healthcare-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Python healthcare MCP searches resources on a configured FHIR endpoint."],"limitation":"Defaults to public HAPI test server; deployment data provenance and permissions must be distinguished.","url":"https://github.com/vimukthirajapaksha/healthcare-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/VimukthiRajapaksha/healthcare-mcp-server/development/README.md","https://github.com/VimukthiRajapaksha/healthcare-mcp-server"],"id":"RWE-4901","relevance":{"id":"RWE-4901","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Python healthcare MCP searches resources on a configured FHIR endpoint.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/VimukthiRajapaksha/healthcare-mcp-server/development/README.md","https://github.com/VimukthiRajapaksha/healthcare-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"j4jayant/mcp-fhir-server","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Example SSE MCP exposes FHIR resource tools against a supplied endpoint/token.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"j4jayant/mcp-fhir-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Example SSE MCP exposes FHIR resource tools against a supplied endpoint/token."],"limitation":"Author labels quick demonstration and no built-in OAuth; preserve experimental limitations.","url":"https://github.com/j4jayant/mcp-fhir-server","primarySourceURLs":["https://raw.githubusercontent.com/j4jayant/mcp-fhir-server/main/README.md","https://github.com/j4jayant/mcp-fhir-server"],"id":"RWE-4902","relevance":{"id":"RWE-4902","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Example SSE MCP exposes FHIR resource tools against a supplied endpoint/token.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/j4jayant/mcp-fhir-server/main/README.md","https://github.com/j4jayant/mcp-fhir-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"vlcosent/agentcare-mcp-azalea","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Agent Care configuration connects an existing MCP server to Azalea Health ambulatory FHIR.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vlcosent/agentcare-mcp-azalea","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Agent Care configuration connects an existing MCP server to Azalea Health ambulatory FHIR."],"limitation":"Connector configuration package rather than independent server implementation; requires compatible upstream and credentials.","url":"https://github.com/vlcosent/agentcare-mcp-azalea","primarySourceURLs":["https://raw.githubusercontent.com/vlcosent/agentcare-mcp-azalea/main/README.md","https://github.com/vlcosent/agentcare-mcp-azalea"],"id":"RWE-4903","relevance":{"id":"RWE-4903","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Agent Care configuration connects an existing MCP server to Azalea Health ambulatory FHIR.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vlcosent/agentcare-mcp-azalea/main/README.md","https://github.com/vlcosent/agentcare-mcp-azalea"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"riyanachwani/medicare","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Android MediCare combines FHIR SDC structured patient forms with an MCP client.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"riyanachwani/medicare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Android MediCare combines FHIR SDC structured patient forms with an MCP client."],"limitation":"Client/data-collection application, not an MCP server; generated health responses are unvalidated.","url":"https://github.com/riyanachwani/medicare","primarySourceURLs":["https://raw.githubusercontent.com/riyanachwani/MediCare/master/README.md","https://github.com/riyanachwani/MediCare"],"id":"RWE-4904","relevance":{"id":"RWE-4904","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Android MediCare combines FHIR SDC structured patient forms with an MCP client.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/riyanachwani/MediCare/master/README.md","https://github.com/riyanachwani/MediCare"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"llucbrell/chat-with-fhir","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Ollama agent examples query FHIR data through companion MCP infrastructure.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"llucbrell/chat-with-fhir","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Ollama agent examples query FHIR data through companion MCP infrastructure."],"limitation":"Experimental collection; consolidate companion Flexpa-derived server attribution.","url":"https://github.com/llucbrell/chat-with-fhir","primarySourceURLs":["https://raw.githubusercontent.com/llucbrell/chat-with-fhir/master/README.md","https://github.com/llucbrell/chat-with-fhir"],"id":"RWE-4905","relevance":{"id":"RWE-4905","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Ollama agent examples query FHIR data through companion MCP infrastructure.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/llucbrell/chat-with-fhir/master/README.md","https://github.com/llucbrell/chat-with-fhir"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"thewhyman/humos-agi","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"HumOS FHIR agent retrieves demographics, conditions, medications, observations and laboratory context.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thewhyman/humos-agi","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["HumOS FHIR agent retrieves demographics, conditions, medications, observations and laboratory context."],"limitation":"Data-integration scope only; clinical interpretation not independently validated.","url":"https://github.com/thewhyman/humos-agi","primarySourceURLs":["https://raw.githubusercontent.com/thewhyman/humos-agi/main/README.md","https://github.com/thewhyman/humos-agi"],"id":"RWE-4906","relevance":{"id":"RWE-4906","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"HumOS FHIR agent retrieves demographics, conditions, medications, observations and laboratory context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/thewhyman/humos-agi/main/README.md","https://github.com/thewhyman/humos-agi"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"cdatasoftware/fhir-mcp-server-by-cdata","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"CData FHIR MCP provides local read-only table/schema and query access through a FHIR data driver.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cdatasoftware/fhir-mcp-server-by-cdata","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["CData FHIR MCP provides local read-only table/schema and query access through a FHIR data driver."],"limitation":"Requires CData driver/configuration/license; generic README examples are not FHIR-specific evidence of every capability.","url":"https://github.com/cdatasoftware/fhir-mcp-server-by-cdata","primarySourceURLs":["https://raw.githubusercontent.com/CDataSoftware/fhir-mcp-server-by-cdata/main/README.md","https://github.com/CDataSoftware/fhir-mcp-server-by-cdata"],"id":"RWE-4907","relevance":{"id":"RWE-4907","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"CData FHIR MCP provides local read-only table/schema and query access through a FHIR data driver.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/CDataSoftware/fhir-mcp-server-by-cdata/main/README.md","https://github.com/CDataSoftware/fhir-mcp-server-by-cdata"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"jcafazzo/fhir-mcp-web","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"FHIR web-agent interface translates queries and accesses patient/condition/medication/observation/care-plan data.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jcafazzo/fhir-mcp-web","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR web-agent interface translates queries and accesses patient/condition/medication/observation/care-plan data."],"limitation":"Companion UI to jcafazzo/fhir-mcp; consolidate one ecosystem entry and retain demo status.","url":"https://github.com/jcafazzo/fhir-mcp-web","primarySourceURLs":["https://raw.githubusercontent.com/jcafazzo/fhir-mcp-web/master/README.md","https://github.com/jcafazzo/fhir-mcp-web"],"id":"RWE-4908","relevance":{"id":"RWE-4908","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR web-agent interface translates queries and accesses patient/condition/medication/observation/care-plan data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jcafazzo/fhir-mcp-web/master/README.md","https://github.com/jcafazzo/fhir-mcp-web"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"aks129/agentinterop","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"AgentInterOp exposes FHIR integration and narrative-to-JSON processing through MCP/A2A.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aks129/agentinterop","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["AgentInterOp exposes FHIR integration and narrative-to-JSON processing through MCP/A2A."],"limitation":"Scenario outputs and clinical decisions require independent validation; source access configured separately.","url":"https://github.com/aks129/agentinterop","primarySourceURLs":["https://raw.githubusercontent.com/aks129/AgentInterOp/main/README.md","https://github.com/aks129/AgentInterOp"],"id":"RWE-4909","relevance":{"id":"RWE-4909","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"AgentInterOp exposes FHIR integration and narrative-to-JSON processing through MCP/A2A.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aks129/AgentInterOp/main/README.md","https://github.com/aks129/AgentInterOp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"orglance/snomed-mcp-server","kind":"MCP server","category":"OMOP & terminology","summary":"SNOMED MCP retrieves concepts, descriptions, relationships and hierarchy.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"orglance/snomed-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["SNOMED MCP retrieves concepts, descriptions, relationships and hierarchy."],"limitation":"Terminology licensing/version and source-service access apply.","url":"https://github.com/orglance/snomed-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/OrgLance/snomed-mcp-server/main/README.md","https://github.com/OrgLance/snomed-mcp-server"],"id":"RWE-4910","relevance":{"id":"RWE-4910","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"SNOMED MCP retrieves concepts, descriptions, relationships and hierarchy.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/OrgLance/snomed-mcp-server/main/README.md","https://github.com/OrgLance/snomed-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sameeragunarathne/health-tool-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"MCP generates Ballerina health packages/templates from FHIR specifications.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sameeragunarathne/health-tool-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["MCP generates Ballerina health packages/templates from FHIR specifications."],"limitation":"Requires Ballerina toolchain; generated artifacts need conformance testing.","url":"https://github.com/sameeragunarathne/health-tool-mcp","primarySourceURLs":["https://raw.githubusercontent.com/sameeragunarathne/health-tool-mcp/main/README.md","https://github.com/sameeragunarathne/health-tool-mcp"],"id":"RWE-4911","relevance":{"id":"RWE-4911","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"MCP generates Ballerina health packages/templates from FHIR specifications.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sameeragunarathne/health-tool-mcp/main/README.md","https://github.com/sameeragunarathne/health-tool-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"nav1212/bluenose","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"BlueNose MCP provides FHIR R4/R5 validation/data-processing using Firely SDK.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nav1212/bluenose","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["BlueNose MCP provides FHIR R4/R5 validation/data-processing using Firely SDK."],"limitation":"Version-specific validation limits apply; no clinical correctness guarantee.","url":"https://github.com/nav1212/bluenose","primarySourceURLs":["https://raw.githubusercontent.com/Nav1212/BlueNose/main/README.md","https://github.com/Nav1212/BlueNose"],"id":"RWE-4912","relevance":{"id":"RWE-4912","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"BlueNose MCP provides FHIR R4/R5 validation/data-processing using Firely SDK.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Nav1212/BlueNose/main/README.md","https://github.com/Nav1212/BlueNose"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sayeedajmal/hapi_mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"HAPI MCP performs FHIR CRUD/search/transactions with user-supplied JWTs.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sayeedajmal/hapi_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["HAPI MCP performs FHIR CRUD/search/transactions with user-supplied JWTs."],"limitation":"Mutating operations and access controls require local governance.","url":"https://github.com/sayeedajmal/hapi_mcp","primarySourceURLs":["https://raw.githubusercontent.com/sayeedajmal/HAPI_MCP/withoutAuth/README.md","https://github.com/sayeedajmal/HAPI_MCP"],"id":"RWE-4913","relevance":{"id":"RWE-4913","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"HAPI MCP performs FHIR CRUD/search/transactions with user-supplied JWTs.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sayeedajmal/HAPI_MCP/withoutAuth/README.md","https://github.com/sayeedajmal/HAPI_MCP"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"mrosata/mcp-fhir","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Generic MCP reads/writes/searches FHIR resources with validation and optional Zus extensions.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mrosata/mcp-fhir","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Generic MCP reads/writes/searches FHIR resources with validation and optional Zus extensions."],"limitation":"FHIR universality and schema validation untested; not read-only.","url":"https://github.com/mrosata/mcp-fhir","primarySourceURLs":["https://raw.githubusercontent.com/mrosata/mcp-fhir/main/README.md","https://github.com/mrosata/mcp-fhir"],"id":"RWE-4914","relevance":{"id":"RWE-4914","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Generic MCP reads/writes/searches FHIR resources with validation and optional Zus extensions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mrosata/mcp-fhir/main/README.md","https://github.com/mrosata/mcp-fhir"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"healthsamurai/aidbox-skill","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Official Aidbox skill covers access policies, SQL-on-FHIR, bulk operations and MCP setup.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"healthsamurai/aidbox-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Official Aidbox skill covers access policies, SQL-on-FHIR, bulk operations and MCP setup."],"limitation":"Instructions require licensed/configured Aidbox; security and query correctness need review.","url":"https://github.com/healthsamurai/aidbox-skill","primarySourceURLs":["https://raw.githubusercontent.com/HealthSamurai/aidbox-skill/main/README.md","https://github.com/HealthSamurai/aidbox-skill"],"id":"RWE-4915","relevance":{"id":"RWE-4915","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Official Aidbox skill covers access policies, SQL-on-FHIR, bulk operations and MCP setup.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/HealthSamurai/aidbox-skill/main/README.md","https://github.com/HealthSamurai/aidbox-skill"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"arsmedicatech/fhir-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR MCP handles REST/gRPC resource operations.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arsmedicatech/fhir-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR MCP handles REST/gRPC resource operations."],"limitation":"README withdraws prior GET-only limitation; do not label read-only without exact current tool check.","url":"https://github.com/arsmedicatech/fhir-mcp","primarySourceURLs":["https://raw.githubusercontent.com/ArsMedicaTech/fhir-mcp/main/README.md","https://github.com/ArsMedicaTech/fhir-mcp"],"id":"RWE-4917","relevance":{"id":"RWE-4917","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR MCP handles REST/gRPC resource operations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ArsMedicaTech/fhir-mcp/main/README.md","https://github.com/ArsMedicaTech/fhir-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"davidcumming/fhir-ig-rag","kind":"Research tool","category":"OMOP & terminology","summary":"FHIR IG facts service queries official PS-CA StructureDefinitions, constraints and terminology bindings.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"davidcumming/fhir-ig-rag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["FHIR IG facts service queries official PS-CA StructureDefinitions, constraints and terminology bindings."],"limitation":"Specification support only; generated conformance interpretation needs review.","url":"https://github.com/davidcumming/fhir-ig-rag","primarySourceURLs":["https://raw.githubusercontent.com/davidcumming/fhir-ig-rag/master/README.md","https://github.com/davidcumming/fhir-ig-rag"],"id":"RWE-4918","relevance":{"id":"RWE-4918","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR IG facts service queries official PS-CA StructureDefinitions, constraints and terminology bindings.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/davidcumming/fhir-ig-rag/master/README.md","https://github.com/davidcumming/fhir-ig-rag"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"kaihempel/snowstorm-mcp-server","kind":"MCP server","category":"OMOP & terminology","summary":"Snowstorm MCP performs SNOMED concept lookup, code validation and ValueSet expansion.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kaihempel/snowstorm-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Snowstorm MCP performs SNOMED concept lookup, code validation and ValueSet expansion."],"limitation":"Requires terminology endpoint/licenses and version-specific semantics.","url":"https://github.com/kaihempel/snowstorm-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/kaihempel/snowstorm-mcp-server/main/README.md","https://github.com/kaihempel/snowstorm-mcp-server"],"id":"RWE-4919","relevance":{"id":"RWE-4919","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Snowstorm MCP performs SNOMED concept lookup, code validation and ValueSet expansion.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kaihempel/snowstorm-mcp-server/main/README.md","https://github.com/kaihempel/snowstorm-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"rsanandres/atlas_mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Atlas MCP embeds/searches FHIR documents and returns cited agent responses.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rsanandres/atlas_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Atlas MCP embeds/searches FHIR documents and returns cited agent responses.","PyPI links to the canonical rsanandres/atlas_mcp source."],"limitation":"Semantic retrieval/citations do not establish factual or clinical validity; configured data/models required. PyPI links to the canonical rsanandres/atlas_mcp source. MCP handlers/documentation expose FHIR clinical-document ingestion, embeddings, reranking and retrieval conversation with session state. These support data access, not validated clinical answers or HIPAA certification; local/cloud model and database configuration affect data handling.","url":"https://github.com/rsanandres/atlas_mcp","primarySourceURLs":["https://raw.githubusercontent.com/rsanandres/atlas_mcp/main/README.md","https://pypi.org/project/atlas-mcp/","https://github.com/rsanandres/atlas_mcp"],"id":"RWE-4920","relevance":{"id":"RWE-4920","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Atlas MCP embeds/searches FHIR documents and returns cited agent responses.; PyPI links to the canonical rsanandres/atlas_mcp source.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rsanandres/atlas_mcp/main/README.md","https://pypi.org/project/atlas-mcp/","https://github.com/rsanandres/atlas_mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sswp08-cpu/clinical-trial-navigator","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Trial Navigator combines FHIR and ClinicalTrials.gov MCP tools in patient/trial research workflows.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sswp08-cpu/clinical-trial-navigator","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Trial Navigator combines FHIR and ClinicalTrials.gov MCP tools in patient/trial research workflows."],"limitation":"Matching does not determine clinical eligibility; production claims unverified.","url":"https://github.com/sswp08-cpu/clinical-trial-navigator","primarySourceURLs":["https://raw.githubusercontent.com/sswp08-cpu/clinical-trial-navigator/main/README.md","https://github.com/sswp08-cpu/clinical-trial-navigator"],"id":"RWE-4921","relevance":{"id":"RWE-4921","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Trial Navigator combines FHIR and ClinicalTrials.gov MCP tools in patient/trial research workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sswp08-cpu/clinical-trial-navigator/main/README.md","https://github.com/sswp08-cpu/clinical-trial-navigator"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"adi7820/patientdeskagent-ai","kind":"Research tool","category":"RWE Data & Analytics","summary":"PatientDesk agent includes patient-medication data retrieval alongside scheduling.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"adi7820/patientdeskagent-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["PatientDesk agent includes patient-medication data retrieval alongside scheduling."],"limitation":"Include medication-data component only; administrative automation and medicine advice are outside validated scope.","url":"https://github.com/adi7820/patientdeskagent-ai","primarySourceURLs":["https://raw.githubusercontent.com/adi7820/PatientDeskAgent-AI/main/README.md","https://github.com/adi7820/PatientDeskAgent-AI"],"id":"RWE-4922","relevance":{"id":"RWE-4922","decision":"Core","rationale":"PatientDesk agent includes patient-medication data retrieval alongside scheduling. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"PatientDesk agent includes patient-medication data retrieval alongside scheduling. Limits: Include medication-data component only; administrative automation and medicine advice are outside validated scope.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/adi7820/PatientDeskAgent-AI/main/README.md","https://github.com/adi7820/PatientDeskAgent-AI"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"udeme06/patient_tower_mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Patient Tower FHIR MCP documents get_patient_by_name lookup.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"udeme06/patient_tower_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Patient Tower FHIR MCP documents get_patient_by_name lookup."],"limitation":"Sparse tool documentation; FHIR endpoint authorization and source coverage required.","url":"https://github.com/udeme06/patient_tower_mcp","primarySourceURLs":["https://raw.githubusercontent.com/Udeme06/patient_tower_mcp/main/README.md","https://github.com/Udeme06/patient_tower_mcp"],"id":"RWE-4923","relevance":{"id":"RWE-4923","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Patient Tower FHIR MCP documents get_patient_by_name lookup.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Udeme06/patient_tower_mcp/main/README.md","https://github.com/Udeme06/patient_tower_mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"bih-cei/zotero-comfort","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Zotero Comfort proxies upstream Zotero MCP and orchestrates literature search/metadata workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bih-cei/zotero-comfort","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Zotero Comfort proxies upstream Zotero MCP and orchestrates literature search/metadata workflows."],"limitation":"Wrapper over 54yyyu/zotero-mcp; consolidate component attribution and require local/source access.","url":"https://github.com/bih-cei/zotero-comfort","primarySourceURLs":["https://raw.githubusercontent.com/BIH-CEI/zotero-comfort/main/README.md","https://github.com/BIH-CEI/zotero-comfort"],"id":"RWE-4924","relevance":{"id":"RWE-4924","decision":"Core","rationale":"Retain the documented evidence function: Zotero Comfort proxies upstream Zotero MCP and orchestrates literature search/metadata workflows. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Zotero Comfort proxies upstream Zotero MCP and orchestrates literature search/metadata workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bih-cei/zotero-comfort","https://raw.githubusercontent.com/BIH-CEI/zotero-comfort/main/README.md","https://github.com/BIH-CEI/zotero-comfort"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"awead/fhirside-chat","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIRside Chat connects PydanticAI to Aidbox FHIR MCP for healthcare-data queries.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"awead/fhirside-chat","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIRside Chat connects PydanticAI to Aidbox FHIR MCP for healthcare-data queries."],"limitation":"Requires Aidbox license and model access; generated summaries need verification.","url":"https://github.com/awead/fhirside-chat","primarySourceURLs":["https://raw.githubusercontent.com/awead/fhirside-chat/main/README.md","https://github.com/awead/fhirside-chat"],"id":"RWE-4925","relevance":{"id":"RWE-4925","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIRside Chat connects PydanticAI to Aidbox FHIR MCP for healthcare-data queries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/awead/fhirside-chat/main/README.md","https://github.com/awead/fhirside-chat"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"the-commons-project/jhe-notebook","kind":"MCP server","category":"RWE Data & Analytics","summary":"JupyterHealth Exchange notebook client uses MCP tools and a hosted LLM to query health data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"the-commons-project/jhe-notebook","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["JupyterHealth Exchange notebook client uses MCP tools and a hosted LLM to query health data."],"limitation":"Companion client, not separate data source; authorized Exchange and model access required.","url":"https://github.com/the-commons-project/jhe-notebook","primarySourceURLs":["https://raw.githubusercontent.com/the-commons-project/jhe-notebook/main/README.md","https://github.com/the-commons-project/jhe-notebook"],"id":"RWE-4926","relevance":{"id":"RWE-4926","decision":"Core","rationale":"JupyterHealth Exchange notebook client uses MCP tools and a hosted LLM to query health data. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"JupyterHealth Exchange notebook client uses MCP tools and a hosted LLM to query health data. Limits: Companion client, not separate data source; authorized Exchange and model access required.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/the-commons-project/jhe-notebook/main/README.md","https://github.com/the-commons-project/jhe-notebook"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"kazinymul/medical_assistant","kind":"Research tool","category":"RWE Data & Analytics","summary":"Multi-agent clinical-document assistant parses diverse documents and extracts structured information.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kazinymul/medical_assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Multi-agent clinical-document assistant parses diverse documents and extracts structured information."],"limitation":"Healthcare-grade, de-identification and extraction accuracy claims are unvalidated.","url":"https://github.com/kazinymul/medical_assistant","primarySourceURLs":["https://raw.githubusercontent.com/kaziNymul/Medical_Assistant/dev/README.md","https://github.com/kaziNymul/Medical_Assistant"],"id":"RWE-4928","relevance":{"id":"RWE-4928","decision":"Core","rationale":"Multi-agent clinical-document assistant parses diverse documents and extracts structured information. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Multi-agent clinical-document assistant parses diverse documents and extracts structured information. Limits: Healthcare-grade, de-identification and extraction accuracy claims are unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kaziNymul/Medical_Assistant/dev/README.md","https://github.com/kaziNymul/Medical_Assistant"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"pjamiesointersystems/fhiragent","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Workshop agent queries and summarizes a configured FHIR repository through tools.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pjamiesointersystems/fhiragent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Workshop agent queries and summarizes a configured FHIR repository through tools."],"limitation":"Reference implementation; actual data permissions and summary correctness require review.","url":"https://github.com/pjamiesointersystems/fhiragent","primarySourceURLs":["https://raw.githubusercontent.com/pjamiesointersystems/fhiragent/main/README.md","https://github.com/pjamiesointersystems/fhiragent"],"id":"RWE-4929","relevance":{"id":"RWE-4929","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Workshop agent queries and summarizes a configured FHIR repository through tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pjamiesointersystems/fhiragent/main/README.md","https://github.com/pjamiesointersystems/fhiragent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"openmed-labs/openmed-agent","kind":"Research tool","category":"OMOP & terminology","summary":"OpenMed agent packages terminology, coding/claims context, clinical-text extraction and de-identification workflows.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openmed-labs/openmed-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["OpenMed agent packages terminology, coding/claims context, clinical-text extraction and de-identification workflows."],"limitation":"Include data/reference components; coding audits, risk adjustments and compliance need independent validation.","url":"https://github.com/openmed-labs/openmed-agent","primarySourceURLs":["https://raw.githubusercontent.com/openmed-labs/openmed-agent/main/README.md","https://github.com/openmed-labs/openmed-agent"],"id":"RWE-4930","relevance":{"id":"RWE-4930","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"OpenMed agent packages terminology, coding/claims context, clinical-text extraction and de-identification workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/openmed-labs/openmed-agent/main/README.md","https://github.com/openmed-labs/openmed-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"open-pgx/openpgx","kind":"MCP server","category":"Biomedical & Bioinformatics","summary":"OpenPGx MCP structures study-linked pharmacogenomic records and exports FHIR-compatible context.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"open-pgx/openpgx","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["OpenPGx MCP structures study-linked pharmacogenomic records and exports FHIR-compatible context."],"limitation":"Proposed standard is not established clinical consensus; study-derived interpretations require expert validation.","url":"https://github.com/open-pgx/openpgx","primarySourceURLs":["https://raw.githubusercontent.com/open-pgx/openpgx/main/README.md","https://github.com/open-pgx/openpgx"],"id":"RWE-4931","relevance":{"id":"RWE-4931","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"OpenPGx MCP structures study-linked pharmacogenomic records and exports FHIR-compatible context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/open-pgx/openpgx/main/README.md","https://github.com/open-pgx/openpgx"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"reason-healthcare/reasonhub-skills","kind":"Research tool","category":"OMOP & terminology","summary":"ReasonHub skill collection queries SNOMED relationships, crossmaps codes and builds filtered ValueSets.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"reason-healthcare/reasonhub-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["ReasonHub skill collection queries SNOMED relationships, crossmaps codes and builds filtered ValueSets."],"limitation":"Requires companion tools and terminology access; mappings need domain/version review.","url":"https://github.com/reason-healthcare/reasonhub-skills","primarySourceURLs":["https://raw.githubusercontent.com/reason-healthcare/reasonhub-skills/main/README.md","https://github.com/reason-healthcare/reasonhub-skills"],"id":"RWE-4933","relevance":{"id":"RWE-4933","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"ReasonHub skill collection queries SNOMED relationships, crossmaps codes and builds filtered ValueSets.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/reason-healthcare/reasonhub-skills/main/README.md","https://github.com/reason-healthcare/reasonhub-skills"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"bih-cei/fhir-spec-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR Spec Navigator MCP queries local R4 StructureDefinitions, elements, cardinalities and bindings.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bih-cei/fhir-spec-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR Spec Navigator MCP queries local R4 StructureDefinitions, elements, cardinalities and bindings."],"limitation":"Local package cache determines versions/coverage; reference retrieval is not conformance certification.","url":"https://github.com/bih-cei/fhir-spec-mcp","primarySourceURLs":["https://raw.githubusercontent.com/BIH-CEI/fhir-spec-mcp/main/README.md","https://github.com/BIH-CEI/fhir-spec-mcp"],"id":"RWE-4934","relevance":{"id":"RWE-4934","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR Spec Navigator MCP queries local R4 StructureDefinitions, elements, cardinalities and bindings.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/BIH-CEI/fhir-spec-mcp/main/README.md","https://github.com/BIH-CEI/fhir-spec-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"expatcare/fhir-docs-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Offline MCP queries official FHIR R5 resource and nested BackboneElement definitions.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"expatcare/fhir-docs-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Offline MCP queries official FHIR R5 resource and nested BackboneElement definitions."],"limitation":"Pinned R5 5.0.0 scope; lookup does not guarantee generated application conformance.","url":"https://github.com/expatcare/fhir-docs-mcp","primarySourceURLs":["https://raw.githubusercontent.com/ExpatCare/fhir-docs-mcp/main/README.md","https://github.com/ExpatCare/fhir-docs-mcp"],"id":"RWE-4936","relevance":{"id":"RWE-4936","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Offline MCP queries official FHIR R5 resource and nested BackboneElement definitions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ExpatCare/fhir-docs-mcp/main/README.md","https://github.com/ExpatCare/fhir-docs-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"hefrock/fhir-mcp-server","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR MCP retrieves patient, observation, condition, medication and related resources.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hefrock/fhir-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR MCP retrieves patient, observation, condition, medication and related resources."],"limitation":"Demo uses synthetic public sandboxes; medication-list assessments are unvalidated.","url":"https://github.com/hefrock/fhir-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/Hefrock/fhir-mcp-server/main/README.md","https://github.com/Hefrock/fhir-mcp-server"],"id":"RWE-4937","relevance":{"id":"RWE-4937","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR MCP retrieves patient, observation, condition, medication and related resources.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Hefrock/fhir-mcp-server/main/README.md","https://github.com/Hefrock/fhir-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"0xnoramiya/lookcloser-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"LookCloser MCP retrieves patient context and manages structured incidental-imaging follow-up data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"0xnoramiya/lookcloser-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["LookCloser MCP retrieves patient context and manages structured incidental-imaging follow-up data."],"limitation":"Include FHIR data/task layer; significance classification and safety-net benefits unvalidated.","url":"https://github.com/0xnoramiya/lookcloser-mcp","primarySourceURLs":["https://raw.githubusercontent.com/0xNoramiya/lookcloser-mcp/main/README.md","https://github.com/0xNoramiya/lookcloser-mcp"],"id":"RWE-4938","relevance":{"id":"RWE-4938","decision":"Core","rationale":"LookCloser MCP retrieves patient context and manages structured incidental-imaging follow-up data. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"LookCloser MCP retrieves patient context and manages structured incidental-imaging follow-up data. Limits: Include FHIR data/task layer; significance classification and safety-net benefits unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/0xNoramiya/lookcloser-mcp/main/README.md","https://github.com/0xNoramiya/lookcloser-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"edycutjong/autharmor","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"AuthArmor retrieves clinical FHIR/claims context and assembles source-linked appeals.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"edycutjong/autharmor","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["AuthArmor retrieves clinical FHIR/claims context and assembles source-linked appeals."],"limitation":"Citations do not guarantee appeal correctness or payer acceptance.","url":"https://github.com/edycutjong/autharmor","primarySourceURLs":["https://raw.githubusercontent.com/edycutjong/autharmor/main/README.md","https://github.com/edycutjong/autharmor"],"id":"RWE-4939","relevance":{"id":"RWE-4939","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"AuthArmor retrieves clinical FHIR/claims context and assembles source-linked appeals.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/edycutjong/autharmor/main/README.md","https://github.com/edycutjong/autharmor"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"arman-pani/fhir-medgemma-agent","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Read-only FHIR MCP/MedGemma assistant retrieves clinical records and generates summaries.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arman-pani/fhir-medgemma-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Read-only FHIR MCP/MedGemma assistant retrieves clinical records and generates summaries."],"limitation":"Summary accuracy and safety guards not independently validated.","url":"https://github.com/arman-pani/fhir-medgemma-agent","primarySourceURLs":["https://raw.githubusercontent.com/arman-pani/fhir-medgemma-agent/main/README.md","https://github.com/arman-pani/fhir-medgemma-agent"],"id":"RWE-4940","relevance":{"id":"RWE-4940","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Read-only FHIR MCP/MedGemma assistant retrieves clinical records and generates summaries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/arman-pani/fhir-medgemma-agent/main/README.md","https://github.com/arman-pani/fhir-medgemma-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"cerebrotw/fhir-spec-mcp-server","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR documentation MCP retrieves HL7 specification and Belgian implementation-guide content.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cerebrotw/fhir-spec-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR documentation MCP retrieves HL7 specification and Belgian implementation-guide content."],"limitation":"Version/jurisdiction scope varies; documentation access is not patient data or conformance certification.","url":"https://github.com/cerebrotw/fhir-spec-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/cerebrotw/fhir-spec-mcp-server/main/README.md","https://github.com/cerebrotw/fhir-spec-mcp-server"],"id":"RWE-4941","relevance":{"id":"RWE-4941","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR documentation MCP retrieves HL7 specification and Belgian implementation-guide content.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cerebrotw/fhir-spec-mcp-server/main/README.md","https://github.com/cerebrotw/fhir-spec-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"vinodhalaharvi/suture","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Suture MCP composes FHIR patient summaries and CHA2DS2-VASc calculations.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vinodhalaharvi/suture","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Suture MCP composes FHIR patient summaries and CHA2DS2-VASc calculations."],"limitation":"Formula extraction/implementation requires checks; hackathon integration is not clinical validation.","url":"https://github.com/vinodhalaharvi/suture","primarySourceURLs":["https://raw.githubusercontent.com/vinodhalaharvi/suture/main/README.md","https://github.com/vinodhalaharvi/suture"],"id":"RWE-4942","relevance":{"id":"RWE-4942","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Suture MCP composes FHIR patient summaries and CHA2DS2-VASc calculations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vinodhalaharvi/suture/main/README.md","https://github.com/vinodhalaharvi/suture"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"jo-heejin/fhir-mcp-server","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR R4 MCP searches, retrieves and aggregates seven clinical resource types.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jo-heejin/fhir-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR R4 MCP searches, retrieves and aggregates seven clinical resource types."],"limitation":"PHI sanitization and logging claims not audited; source semantics require review.","url":"https://github.com/jo-heejin/fhir-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/JO-HEEJIN/fhir-mcp-server/main/README.md","https://github.com/JO-HEEJIN/fhir-mcp-server"],"id":"RWE-4943","relevance":{"id":"RWE-4943","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR R4 MCP searches, retrieves and aggregates seven clinical resource types.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JO-HEEJIN/fhir-mcp-server/main/README.md","https://github.com/JO-HEEJIN/fhir-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"adiking117/aws-healthlake-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"AWS HealthLake MCP exposes FHIR read/search/create/update/delete through SigV4 requests.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"adiking117/aws-healthlake-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["AWS HealthLake MCP exposes FHIR read/search/create/update/delete through SigV4 requests."],"limitation":"Requires authorized AWS datastore; mutating operations and security controls not independently tested.","url":"https://github.com/adiking117/aws-healthlake-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Adiking117/aws-healthlake-mcp/main/README.md","https://github.com/Adiking117/aws-healthlake-mcp"],"id":"RWE-4944","relevance":{"id":"RWE-4944","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"AWS HealthLake MCP exposes FHIR read/search/create/update/delete through SigV4 requests.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Adiking117/aws-healthlake-mcp/main/README.md","https://github.com/Adiking117/aws-healthlake-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"h30s/ctib","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Clinical-transition agent packages FHIR/notes context into structured reasoning-state handoff artifacts through MCP.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"h30s/ctib","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Clinical-transition agent packages FHIR/notes context into structured reasoning-state handoff artifacts through MCP."],"limitation":"Epistemic labels and clinical synthesis require expert review; not validated continuity-of-care benefit.","url":"https://github.com/h30s/ctib","primarySourceURLs":["https://raw.githubusercontent.com/h30s/ctib/main/README.md","https://github.com/h30s/ctib"],"id":"RWE-4946","relevance":{"id":"RWE-4946","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Clinical-transition agent packages FHIR/notes context into structured reasoning-state handoff artifacts through MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/h30s/ctib/main/README.md","https://github.com/h30s/ctib"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"vandit98/carebridge-sentinel","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"CareBridge MCP retrieves FHIR context and structures transition/medication/care-gap information.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vandit98/carebridge-sentinel","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["CareBridge MCP retrieves FHIR context and structures transition/medication/care-gap information."],"limitation":"Synthetic local demo distinct from authorized FHIR path; clinical safety conclusions unvalidated.","url":"https://github.com/vandit98/carebridge-sentinel","primarySourceURLs":["https://raw.githubusercontent.com/vandit98/carebridge-sentinel/main/README.md","https://github.com/vandit98/carebridge-sentinel"],"id":"RWE-4947","relevance":{"id":"RWE-4947","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"CareBridge MCP retrieves FHIR context and structures transition/medication/care-gap information.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vandit98/carebridge-sentinel/main/README.md","https://github.com/vandit98/carebridge-sentinel"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"manik28mar/fhir-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Local FHIR R4 MCP retrieves patient summaries and recent lab results.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"manik28mar/fhir-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Local FHIR R4 MCP retrieves patient summaries and recent lab results."],"limitation":"Endpoint compatibility, permissions and clinical-data quality need validation.","url":"https://github.com/manik28mar/fhir-mcp","primarySourceURLs":["https://raw.githubusercontent.com/manik28mar/fhir-mcp/main/README.md","https://github.com/manik28mar/fhir-mcp"],"id":"RWE-4948","relevance":{"id":"RWE-4948","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Local FHIR R4 MCP retrieves patient summaries and recent lab results.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/manik28mar/fhir-mcp/main/README.md","https://github.com/manik28mar/fhir-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"rohansudo/pa-prior-auth-mcp-server","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Prior-authorization MCP assembles FHIR patient context and payer-policy evidence.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rohansudo/pa-prior-auth-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Prior-authorization MCP assembles FHIR patient context and payer-policy evidence."],"limitation":"Time-saving and authorization-success claims unverified; synthesized packets need review.","url":"https://github.com/rohansudo/pa-prior-auth-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/RohanSudo/pa-prior-auth-mcp-server/main/README.md","https://github.com/RohanSudo/pa-prior-auth-mcp-server"],"id":"RWE-4949","relevance":{"id":"RWE-4949","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Prior-authorization MCP assembles FHIR patient context and payer-policy evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/RohanSudo/pa-prior-auth-mcp-server/main/README.md","https://github.com/RohanSudo/pa-prior-auth-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"healsens/healsens-fhirmcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Healsens read-only MCP uses FHIR R4/R5 conformance metadata to expose configured endpoint data.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"healsens/healsens-fhirmcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Healsens read-only MCP uses FHIR R4/R5 conformance metadata to expose configured endpoint data."],"limitation":"Fixed endpoint and conformance awareness do not guarantee medical correctness or secure deployment.","url":"https://github.com/healsens/healsens-fhirmcp","primarySourceURLs":["https://raw.githubusercontent.com/healsens/healsens-fhirmcp/main/README.md","https://github.com/healsens/healsens-fhirmcp"],"id":"RWE-4951","relevance":{"id":"RWE-4951","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Healsens read-only MCP uses FHIR R4/R5 conformance metadata to expose configured endpoint data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/healsens/healsens-fhirmcp/main/README.md","https://github.com/healsens/healsens-fhirmcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"dayveedd/clinical-to-patient-bridge-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"MCP data/instruction layer retrieves FHIR context for patient-oriented discharge summaries.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dayveedd/clinical-to-patient-bridge-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["MCP data/instruction layer retrieves FHIR context for patient-oriented discharge summaries."],"limitation":"Model reasoning occurs in host platform; generated summaries need review and state cache requires governance.","url":"https://github.com/dayveedd/clinical-to-patient-bridge-mcp","primarySourceURLs":["https://raw.githubusercontent.com/dayveedd/clinical-to-patient-bridge-MCP/main/README.md","https://github.com/dayveedd/clinical-to-patient-bridge-MCP"],"id":"RWE-4952","relevance":{"id":"RWE-4952","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"MCP data/instruction layer retrieves FHIR context for patient-oriented discharge summaries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dayveedd/clinical-to-patient-bridge-MCP/main/README.md","https://github.com/dayveedd/clinical-to-patient-bridge-MCP"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"hussa15033/iris-mcp-agent-chatbot","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"InterSystems IRIS agent demo queries SQL, FHIR and vector-search data sources.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hussa15033/iris-mcp-agent-chatbot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["InterSystems IRIS agent demo queries SQL, FHIR and vector-search data sources."],"limitation":"Requires IRIS Health license and configured datasets; demonstration is not clinical deployment validation.","url":"https://github.com/hussa15033/iris-mcp-agent-chatbot","primarySourceURLs":["https://raw.githubusercontent.com/Hussa15033/iris-mcp-agent-chatbot/main/README.md","https://github.com/Hussa15033/iris-mcp-agent-chatbot"],"id":"RWE-4953","relevance":{"id":"RWE-4953","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"InterSystems IRIS agent demo queries SQL, FHIR and vector-search data sources.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Hussa15033/iris-mcp-agent-chatbot/main/README.md","https://github.com/Hussa15033/iris-mcp-agent-chatbot"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"prabhakaran-jm/clinical-promise-keeper","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP agent extracts follow-up commitments from clinical notes and links them to source quotations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"prabhakaran-jm/clinical-promise-keeper","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP agent extracts follow-up commitments from clinical notes and links them to source quotations."],"limitation":"Second LLM pass is not independent validation; commitments/timelines need clinician review.","url":"https://github.com/prabhakaran-jm/clinical-promise-keeper","primarySourceURLs":["https://raw.githubusercontent.com/prabhakaran-jm/clinical-promise-keeper/master/README.md","https://github.com/prabhakaran-jm/clinical-promise-keeper"],"id":"RWE-4954","relevance":{"id":"RWE-4954","decision":"Core","rationale":"MCP agent extracts follow-up commitments from clinical notes and links them to source quotations. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"MCP agent extracts follow-up commitments from clinical notes and links them to source quotations. Limits: Second LLM pass is not independent validation; commitments/timelines need clinician review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/prabhakaran-jm/clinical-promise-keeper/master/README.md","https://github.com/prabhakaran-jm/clinical-promise-keeper"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"leonongoing/healthpay-gcp","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"GCP HealthPay agent reconciles FHIR claims/EOB records stored in MongoDB.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"leonongoing/healthpay-gcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["GCP HealthPay agent reconciles FHIR claims/EOB records stored in MongoDB."],"limitation":"Companion/variant of healthpay-agent; consolidate identity, and financial predictions require validation.","url":"https://github.com/leonongoing/healthpay-gcp","primarySourceURLs":["https://raw.githubusercontent.com/leonongoing/healthpay-gcp/main/README.md","https://github.com/leonongoing/healthpay-gcp"],"id":"RWE-4955","relevance":{"id":"RWE-4955","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"GCP HealthPay agent reconciles FHIR claims/EOB records stored in MongoDB.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/leonongoing/healthpay-gcp/main/README.md","https://github.com/leonongoing/healthpay-gcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"aneelaagha/fhir-validator-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR MCP runs HAPI/HL7 validation and proposes corrected FHIR R4/US Core resources.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aneelaagha/fhir-validator-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR MCP runs HAPI/HL7 validation and proposes corrected FHIR R4/US Core resources."],"limitation":"LLM-generated fixes can change clinical semantics; revalidation and human review required.","url":"https://github.com/aneelaagha/fhir-validator-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Aneelaagha/fhir-validator-mcp/master/README.md","https://github.com/Aneelaagha/fhir-validator-mcp"],"id":"RWE-4956","relevance":{"id":"RWE-4956","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR MCP runs HAPI/HL7 validation and proposes corrected FHIR R4/US Core resources.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Aneelaagha/fhir-validator-mcp/master/README.md","https://github.com/Aneelaagha/fhir-validator-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"hackathongroupmulti/sanare","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Sanare MCP extracts clinical notes into structured JSON/FHIR with de-identification workflow.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hackathongroupmulti/sanare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Sanare MCP extracts clinical notes into structured JSON/FHIR with de-identification workflow."],"limitation":"Small author-reported evaluations do not establish universal accuracy or PHI removal.","url":"https://github.com/hackathongroupmulti/sanare","primarySourceURLs":["https://raw.githubusercontent.com/HackathonGroupMulti/Sanare/main/README.md","https://github.com/HackathonGroupMulti/Sanare"],"id":"RWE-4959","relevance":{"id":"RWE-4959","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Sanare MCP extracts clinical notes into structured JSON/FHIR with de-identification workflow.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/HackathonGroupMulti/Sanare/main/README.md","https://github.com/HackathonGroupMulti/Sanare"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"parthsevak-hash/nourish-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Nourish MCP structures pediatric food-insecurity referrals and records pantry/outcome follow-up.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"parthsevak-hash/nourish-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Nourish MCP structures pediatric food-insecurity referrals and records pantry/outcome follow-up."],"limitation":"Social-care data workflow only; impact/reach claims and clinical benefit are unvalidated.","url":"https://github.com/parthsevak-hash/nourish-mcp","primarySourceURLs":["https://raw.githubusercontent.com/parthsevak-hash/nourish-mcp/main/README.md","https://github.com/parthsevak-hash/nourish-mcp"],"id":"RWE-4960","relevance":{"id":"RWE-4960","decision":"Core","rationale":"Nourish MCP structures pediatric food-insecurity referrals and records pantry/outcome follow-up. The selected contract supplies explicit cohort/statistical analysis, clinical harmonization, public-health/social-care data or identifiable risk calculation; validity limits remain retained.","relevanceBasis":"Nourish MCP structures pediatric food-insecurity referrals and records pantry/outcome follow-up. Limits: Social-care data workflow only; impact/reach claims and clinical benefit are unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/parthsevak-hash/nourish-mcp/main/README.md","https://github.com/parthsevak-hash/nourish-mcp"],"reviewGroup":"clinical-population-data-method"}},{"name":"rupeshbharambe24/argus-medrec","kind":"MCP server","category":"RWE Data & Analytics","summary":"Argus MCP retrieves and normalizes active medication lists for reconciliation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rupeshbharambe24/argus-medrec","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Argus MCP retrieves and normalizes active medication lists for reconciliation."],"limitation":"Include medication-data component; drug-interaction severity and superior-safety claims are unvalidated.","url":"https://github.com/rupeshbharambe24/argus-medrec","primarySourceURLs":["https://raw.githubusercontent.com/rupeshbharambe24/argus-medrec/main/README.md","https://github.com/rupeshbharambe24/argus-medrec"],"id":"RWE-4961","relevance":{"id":"RWE-4961","decision":"Core","rationale":"Argus MCP retrieves and normalizes active medication lists for reconciliation. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Argus MCP retrieves and normalizes active medication lists for reconciliation. Limits: Include medication-data component; drug-interaction severity and superior-safety claims are unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rupeshbharambe24/argus-medrec/main/README.md","https://github.com/rupeshbharambe24/argus-medrec"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"bryanhull/tebra-mcp-skills","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Tebra agent skills package FHIR clinical interoperability and SOAP integration tools.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bryanhull/tebra-mcp-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Tebra agent skills package FHIR clinical interoperability and SOAP integration tools."],"limitation":"One skill collection; distinguish clinical FHIR component from office administration and require credentials.","url":"https://github.com/bryanhull/tebra-mcp-skills","primarySourceURLs":["https://raw.githubusercontent.com/bryanhull/tebra-mcp-skills/main/README.md","https://github.com/bryanhull/tebra-mcp-skills"],"id":"RWE-4962","relevance":{"id":"RWE-4962","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Tebra agent skills package FHIR clinical interoperability and SOAP integration tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bryanhull/tebra-mcp-skills/main/README.md","https://github.com/bryanhull/tebra-mcp-skills"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"christopherjoshy/agents-assemble---the-healthcare-ai-endgame-josanshi","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"TypeScript Prompt Opinion MCP connects agents with FHIR clinical tools.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"christopherjoshy/agents-assemble---the-healthcare-ai-endgame-josanshi","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["TypeScript Prompt Opinion MCP connects agents with FHIR clinical tools."],"limitation":"Architectural performance claims untested; preserve exact resource/tool scope in publication.","url":"https://github.com/christopherjoshy/agents-assemble---the-healthcare-ai-endgame-josanshi","primarySourceURLs":["https://raw.githubusercontent.com/ChristopherJoshy/Agents-Assemble---The-Healthcare-AI-Endgame-Josanshi/main/README.md","https://github.com/ChristopherJoshy/Agents-Assemble---The-Healthcare-AI-Endgame-Josanshi"],"id":"RWE-4964","relevance":{"id":"RWE-4964","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"TypeScript Prompt Opinion MCP connects agents with FHIR clinical tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ChristopherJoshy/Agents-Assemble---The-Healthcare-AI-Endgame-Josanshi/main/README.md","https://github.com/ChristopherJoshy/Agents-Assemble---The-Healthcare-AI-Endgame-Josanshi"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"tanya-ok/hipaa-fhir-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"HIPAA-oriented FHIR MCP prototype queries clinical resources with AWS/SMART security patterns.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tanya-ok/hipaa-fhir-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["HIPAA-oriented FHIR MCP prototype queries clinical resources with AWS/SMART security patterns."],"limitation":"Prototype, not HIPAA-certified; upgrade-path features must not be described as current implementation.","url":"https://github.com/tanya-ok/hipaa-fhir-mcp","primarySourceURLs":["https://raw.githubusercontent.com/tanya-ok/hipaa-fhir-mcp/main/README.md","https://github.com/tanya-ok/hipaa-fhir-mcp"],"id":"RWE-4965","relevance":{"id":"RWE-4965","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"HIPAA-oriented FHIR MCP prototype queries clinical resources with AWS/SMART security patterns.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tanya-ok/hipaa-fhir-mcp/main/README.md","https://github.com/tanya-ok/hipaa-fhir-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"krishbisen/blind-spot-auditor","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Diagnostic-audit agent retrieves FHIR history and longitudinal laboratory context.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"krishbisen/blind-spot-auditor","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Diagnostic-audit agent retrieves FHIR history and longitudinal laboratory context."],"limitation":"Include data-review component only; overlooked diagnoses and medication-safety conclusions unvalidated.","url":"https://github.com/krishbisen/blind-spot-auditor","primarySourceURLs":["https://raw.githubusercontent.com/krishbisen/blind-spot-auditor/main/README.md","https://github.com/krishbisen/blind-spot-auditor"],"id":"RWE-4966","relevance":{"id":"RWE-4966","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Diagnostic-audit agent retrieves FHIR history and longitudinal laboratory context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/krishbisen/blind-spot-auditor/main/README.md","https://github.com/krishbisen/blind-spot-auditor"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"parthodas23/patientriskprofiler","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Pediatric MCP retrieves longitudinal FHIR BMI, blood-pressure and condition context.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"parthodas23/patientriskprofiler","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Pediatric MCP retrieves longitudinal FHIR BMI, blood-pressure and condition context."],"limitation":"Include trend/data retrieval only; pediatric-risk interpretations require validated age-specific methods.","url":"https://github.com/parthodas23/patientriskprofiler","primarySourceURLs":["https://raw.githubusercontent.com/parthodas23/PatientRiskProfiler/main/README.md","https://github.com/parthodas23/PatientRiskProfiler"],"id":"RWE-4967","relevance":{"id":"RWE-4967","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Pediatric MCP retrieves longitudinal FHIR BMI, blood-pressure and condition context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/parthodas23/PatientRiskProfiler/main/README.md","https://github.com/parthodas23/PatientRiskProfiler"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"musketeers-br/triageaide","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"TriageAide retrieves FHIR patient context for structured intake summaries.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"musketeers-br/triageaide","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["TriageAide retrieves FHIR patient context for structured intake summaries."],"limitation":"Triage outputs and demo examples are not validated risk assessment.","url":"https://github.com/musketeers-br/triageaide","primarySourceURLs":["https://raw.githubusercontent.com/musketeers-br/TriageAide/master/README.md","https://github.com/musketeers-br/TriageAide"],"id":"RWE-4968","relevance":{"id":"RWE-4968","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"TriageAide retrieves FHIR patient context for structured intake summaries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/musketeers-br/TriageAide/master/README.md","https://github.com/musketeers-br/TriageAide"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"aden1ke/trilogify","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Trial-matching MCP assesses criteria against FHIR resource evidence and records missing information.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aden1ke/trilogify","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Trial-matching MCP assesses criteria against FHIR resource evidence and records missing information."],"limitation":"Synthetic SMART Health IT data demonstrate workflow only; final eligibility requires study-team review.","url":"https://github.com/aden1ke/trilogify","primarySourceURLs":["https://raw.githubusercontent.com/Aden1ke/Trilogify/master/README.md","https://github.com/Aden1ke/Trilogify"],"id":"RWE-4969","relevance":{"id":"RWE-4969","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Trial-matching MCP assesses criteria against FHIR resource evidence and records missing information.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Aden1ke/Trilogify/master/README.md","https://github.com/Aden1ke/Trilogify"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"mfaughn/ezfhir","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"ezfhir MCP queries compact FHIR specifications and implementation-guide artifacts.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mfaughn/ezfhir","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["ezfhir MCP queries compact FHIR specifications and implementation-guide artifacts."],"limitation":"Preprocessing can limit detail; validate against exact official package/version.","url":"https://github.com/mfaughn/ezfhir","primarySourceURLs":["https://raw.githubusercontent.com/mfaughn/ezfhir/main/README.md","https://github.com/mfaughn/ezfhir"],"id":"RWE-4970","relevance":{"id":"RWE-4970","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"ezfhir MCP queries compact FHIR specifications and implementation-guide artifacts.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mfaughn/ezfhir/main/README.md","https://github.com/mfaughn/ezfhir"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sricharandonkada/medigate","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"MediGate brokers FHIR access using role/purpose policies and consent overlays.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sricharandonkada/medigate","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["MediGate brokers FHIR access using role/purpose policies and consent overlays."],"limitation":"Role/purpose supplied as tool arguments is not independently verified identity; policy enforcement/security need deployment audit.","url":"https://github.com/sricharandonkada/medigate","primarySourceURLs":["https://raw.githubusercontent.com/SricharanDonkada/medigate/main/README.md","https://github.com/SricharanDonkada/medigate"],"id":"RWE-4971","relevance":{"id":"RWE-4971","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"MediGate brokers FHIR access using role/purpose policies and consent overlays.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SricharanDonkada/medigate/main/README.md","https://github.com/SricharanDonkada/medigate"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"swaraj3092/duckteer","kind":"MCP server","category":"RWE Data & Analytics","summary":"Duckteer MCP exposes Patient, Observation and Condition data exchange alongside telemedicine workflows.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"swaraj3092/duckteer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Duckteer MCP exposes Patient, Observation and Condition data exchange alongside telemedicine workflows."],"limitation":"Include structured-data interface only; triage/clinical safety claims unvalidated.","url":"https://github.com/swaraj3092/duckteer","primarySourceURLs":["https://raw.githubusercontent.com/swaraj3092/Duckteer/main/README.md","https://github.com/swaraj3092/Duckteer"],"id":"RWE-4972","relevance":{"id":"RWE-4972","decision":"Core","rationale":"Duckteer MCP exposes Patient, Observation and Condition data exchange alongside telemedicine workflows. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Duckteer MCP exposes Patient, Observation and Condition data exchange alongside telemedicine workflows. Limits: Include structured-data interface only; triage/clinical safety claims unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/swaraj3092/Duckteer/main/README.md","https://github.com/swaraj3092/Duckteer"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"electro-geek/clinicaltrialmatchingagent","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Trial-matching agents synthesize FHIR context and search ClinicalTrials.gov for candidate studies.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"electro-geek/clinicaltrialmatchingagent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Trial-matching agents synthesize FHIR context and search ClinicalTrials.gov for candidate studies."],"limitation":"Research alignment only; no automated eligibility determination.","url":"https://github.com/electro-geek/clinicaltrialmatchingagent","primarySourceURLs":["https://raw.githubusercontent.com/electro-geek/ClinicalTrialMatchingAgent/main/README.md","https://github.com/electro-geek/ClinicalTrialMatchingAgent"],"id":"RWE-4973","relevance":{"id":"RWE-4973","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Trial-matching agents synthesize FHIR context and search ClinicalTrials.gov for candidate studies.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/electro-geek/ClinicalTrialMatchingAgent/main/README.md","https://github.com/electro-geek/ClinicalTrialMatchingAgent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"medvertical/records-agent-tools","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Records agent skills validate FHIR JSON, explain issues and organize validate-patch-revalidate/CI workflows.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"medvertical/records-agent-tools","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Records agent skills validate FHIR JSON, explain issues and organize validate-patch-revalidate/CI workflows."],"limitation":"Validation does not establish clinical semantic accuracy; proposed patches need review.","url":"https://github.com/medvertical/records-agent-tools","primarySourceURLs":["https://raw.githubusercontent.com/medvertical/records-agent-tools/main/README.md","https://github.com/medvertical/records-agent-tools"],"id":"RWE-4974","relevance":{"id":"RWE-4974","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Records agent skills validate FHIR JSON, explain issues and organize validate-patch-revalidate/CI workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/medvertical/records-agent-tools/main/README.md","https://github.com/medvertical/records-agent-tools"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"fadil369/open-webui","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"BrainSAIT Open WebUI platform packages FHIR/NPHIES interoperability with healthcare-agent tools.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fadil369/open-webui","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["BrainSAIT Open WebUI platform packages FHIR/NPHIES interoperability with healthcare-agent tools."],"limitation":"Consolidate BrainSAIT ecosystem; HIPAA-grade and clinical automation claims not independently validated.","url":"https://github.com/fadil369/open-webui","primarySourceURLs":["https://raw.githubusercontent.com/Fadil369/open-webui/main/README.md","https://github.com/Fadil369/open-webui"],"id":"RWE-4975","relevance":{"id":"RWE-4975","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"BrainSAIT Open WebUI platform packages FHIR/NPHIES interoperability with healthcare-agent tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Fadil369/open-webui/main/README.md","https://github.com/Fadil369/open-webui"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ntekim/clinical_intel_mcp_srv","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Go MCP orchestration retrieves authenticated FHIR data and calls companion Python analysis tools.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ntekim/clinical_intel_mcp_srv","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Go MCP orchestration retrieves authenticated FHIR data and calls companion Python analysis tools."],"limitation":"Include FHIR data layer; GREAT score/model validity needs separate evidence and engine dependency.","url":"https://github.com/ntekim/clinical_intel_mcp_srv","primarySourceURLs":["https://raw.githubusercontent.com/ntekim/clinical_intel_mcp_srv/main/README.md","https://github.com/ntekim/clinical_intel_mcp_srv"],"id":"RWE-4976","relevance":{"id":"RWE-4976","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Go MCP orchestration retrieves authenticated FHIR data and calls companion Python analysis tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ntekim/clinical_intel_mcp_srv/main/README.md","https://github.com/ntekim/clinical_intel_mcp_srv"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"innacampo/medical-evidence-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Medical Evidence MCP combines PubMed Entrez retrieval, local literature search and FHIR context.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"innacampo/medical-evidence-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Medical Evidence MCP combines PubMed Entrez retrieval, local literature search and FHIR context."],"limitation":"Anonymization does not itself prove HIPAA compliance; generated evidence synthesis needs verification.","url":"https://github.com/innacampo/medical-evidence-mcp","primarySourceURLs":["https://raw.githubusercontent.com/innacampo/medical-evidence-mcp/main/README.md","https://github.com/innacampo/medical-evidence-mcp"],"id":"RWE-4977","relevance":{"id":"RWE-4977","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Medical Evidence MCP combines PubMed Entrez retrieval, local literature search and FHIR context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/innacampo/medical-evidence-mcp/main/README.md","https://github.com/innacampo/medical-evidence-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"run58669-maker/polyglot-health-intake","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Polyglot intake MCP translates patient narratives into structured FHIR observations/conditions/allergies and summaries.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"run58669-maker/polyglot-health-intake","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Polyglot intake MCP translates patient narratives into structured FHIR observations/conditions/allergies and summaries."],"limitation":"Translation and extraction errors require clinician/source review; multilingual safety not independently tested.","url":"https://github.com/run58669-maker/polyglot-health-intake","primarySourceURLs":["https://raw.githubusercontent.com/run58669-maker/polyglot-health-intake/main/README.md","https://github.com/run58669-maker/polyglot-health-intake"],"id":"RWE-4979","relevance":{"id":"RWE-4979","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Polyglot intake MCP translates patient narratives into structured FHIR observations/conditions/allergies and summaries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/run58669-maker/polyglot-health-intake/main/README.md","https://github.com/run58669-maker/polyglot-health-intake"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sattva2020/myhealth-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"MyHealth-Europe MCP queries citizen-controlled health records with bulk-export adapters and consent/audit components.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sattva2020/myhealth-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MyHealth-Europe MCP queries citizen-controlled health records with bulk-export adapters and consent/audit components."],"limitation":"Import-based adapters are not necessarily live national-system connections; governance claims need verification.","url":"https://github.com/sattva2020/myhealth-mcp","primarySourceURLs":["https://raw.githubusercontent.com/sattva2020/myhealth-mcp/main/README.md","https://github.com/sattva2020/myhealth-mcp"],"id":"RWE-4980","relevance":{"id":"RWE-4980","decision":"Core","rationale":"MyHealth-Europe MCP queries citizen-controlled health records with bulk-export adapters and consent/audit components. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"MyHealth-Europe MCP queries citizen-controlled health records with bulk-export adapters and consent/audit components. Limits: Import-based adapters are not necessarily live national-system connections; governance claims need verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sattva2020/myhealth-mcp/main/README.md","https://github.com/sattva2020/myhealth-mcp"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"pcmedsinge/fhir-dqm-engine","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR digital-quality engine executes CQL-oriented measures and exposes results through MCP.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pcmedsinge/fhir-dqm-engine","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR digital-quality engine executes CQL-oriented measures and exposes results through MCP."],"limitation":"Measure versions, populations and engine correctness require independent validation; care-gap AI is not certified.","url":"https://github.com/pcmedsinge/fhir-dqm-engine","primarySourceURLs":["https://raw.githubusercontent.com/pcmedsinge/fhir-dqm-engine/main/README.md","https://github.com/pcmedsinge/fhir-dqm-engine"],"id":"RWE-4981","relevance":{"id":"RWE-4981","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR digital-quality engine executes CQL-oriented measures and exposes results through MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pcmedsinge/fhir-dqm-engine/main/README.md","https://github.com/pcmedsinge/fhir-dqm-engine"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"sahithirmaryada/raredx-agentic-diagnostic-assistant","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"RareDx research agent retrieves Orphanet/biomedical graph/PubMed evidence and standardizes diagnostic candidates.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sahithirmaryada/raredx-agentic-diagnostic-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["RareDx research agent retrieves Orphanet/biomedical graph/PubMed evidence and standardizes diagnostic candidates."],"limitation":"Ranked diagnoses and ICD mappings require specialist validation; evidence grounding is not diagnostic proof.","url":"https://github.com/sahithirmaryada/raredx-agentic-diagnostic-assistant","primarySourceURLs":["https://raw.githubusercontent.com/sahithirmaryada/RareDx-Agentic-Diagnostic-Assistant/main/README.md","https://github.com/sahithirmaryada/RareDx-Agentic-Diagnostic-Assistant"],"id":"RWE-4982","relevance":{"id":"RWE-4982","decision":"Core","rationale":"Retain the documented evidence function: PubMed and source-reference retrieval only; ranked rare-disease diagnosis excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed and source-reference retrieval only; ranked rare-disease diagnosis excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sahithirmaryada/raredx-agentic-diagnostic-assistant","https://raw.githubusercontent.com/sahithirmaryada/RareDx-Agentic-Diagnostic-Assistant/main/README.md","https://github.com/sahithirmaryada/RareDx-Agentic-Diagnostic-Assistant"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zenieverse/medsync-nexus","kind":"MCP server","category":"RWE Data & Analytics","summary":"MedSync MCP/A2A platform exposes Patient, Condition, MedicationRequest and Observation context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zenieverse/medsync-nexus","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MedSync MCP/A2A platform exposes Patient, Condition, MedicationRequest and Observation context."],"limitation":"Include data/interoperability components only; clinical care coordination benefits unvalidated.","url":"https://github.com/zenieverse/medsync-nexus","primarySourceURLs":["https://raw.githubusercontent.com/Zenieverse/MEDSYNC-NEXUS/main/README.md","https://github.com/Zenieverse/MEDSYNC-NEXUS"],"id":"RWE-4983","relevance":{"id":"RWE-4983","decision":"Core","rationale":"MedSync MCP/A2A platform exposes Patient, Condition, MedicationRequest and Observation context. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"MedSync MCP/A2A platform exposes Patient, Condition, MedicationRequest and Observation context. Limits: Include data/interoperability components only; clinical care coordination benefits unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Zenieverse/MEDSYNC-NEXUS/main/README.md","https://github.com/Zenieverse/MEDSYNC-NEXUS"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"agents-assemble/priorauth-agent","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"PriorAuth Preflight retrieves FHIR context and compares lumbar-MRI policy criteria for cited packet preparation.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"agents-assemble/priorauth-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["PriorAuth Preflight retrieves FHIR context and compares lumbar-MRI policy criteria for cited packet preparation."],"limitation":"Policy matching does not establish medical necessity or guarantee approval.","url":"https://github.com/agents-assemble/priorauth-agent","primarySourceURLs":["https://raw.githubusercontent.com/agents-assemble/priorauth-agent/main/README.md","https://github.com/agents-assemble/priorauth-agent"],"id":"RWE-4984","relevance":{"id":"RWE-4984","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"PriorAuth Preflight retrieves FHIR context and compares lumbar-MRI policy criteria for cited packet preparation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/agents-assemble/priorauth-agent/main/README.md","https://github.com/agents-assemble/priorauth-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"gedp/fhir-factguard","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"FHIR FactGuard compares clinical-intent claims with FHIR resources and RxNorm provenance.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gedp/fhir-factguard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR FactGuard compares clinical-intent claims with FHIR resources and RxNorm provenance."],"limitation":"Zero-trust/security language is not clinical certification; verifier method limits need review.","url":"https://github.com/gedp/fhir-factguard","primarySourceURLs":["https://raw.githubusercontent.com/gedp/fhir-factguard/master/README.md","https://github.com/gedp/fhir-factguard"],"id":"RWE-4985","relevance":{"id":"RWE-4985","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR FactGuard compares clinical-intent claims with FHIR resources and RxNorm provenance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gedp/fhir-factguard/master/README.md","https://github.com/gedp/fhir-factguard"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"lee376/patient-snapshot-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Patient Snapshot MCP retrieves FHIR demographics, recent observations and snapshots.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lee376/patient-snapshot-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Patient Snapshot MCP retrieves FHIR demographics, recent observations and snapshots."],"limitation":"Sparse documentation supports retrieval only; no additional analytics inferred.","url":"https://github.com/lee376/patient-snapshot-mcp","primarySourceURLs":["https://raw.githubusercontent.com/lee376/patient-snapshot-mcp/main/README.md","https://github.com/lee376/patient-snapshot-mcp"],"id":"RWE-4986","relevance":{"id":"RWE-4986","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Patient Snapshot MCP retrieves FHIR demographics, recent observations and snapshots.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/lee376/patient-snapshot-mcp/main/README.md","https://github.com/lee376/patient-snapshot-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"amy-gleason/ktc-patient-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"MCP generates SMART Health Links and QR codes for FHIR bundles and summaries.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"amy-gleason/ktc-patient-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["MCP generates SMART Health Links and QR codes for FHIR bundles and summaries."],"limitation":"Sharing mutates access state; prototype expiration/passcode behavior not audited.","url":"https://github.com/amy-gleason/ktc-patient-mcp","primarySourceURLs":["https://raw.githubusercontent.com/amy-gleason/KTC-patient-MCP/claude/smart-health-links-mcp-lTgCE/README.md","https://github.com/amy-gleason/KTC-patient-MCP"],"id":"RWE-4987","relevance":{"id":"RWE-4987","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"MCP generates SMART Health Links and QR codes for FHIR bundles and summaries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/amy-gleason/KTC-patient-MCP/claude/smart-health-links-mcp-lTgCE/README.md","https://github.com/amy-gleason/KTC-patient-MCP"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"danteindrex/agent-health","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Healthcare orchestrator exposes FHIR-native clinical-context tools through MCP and LangGraph.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"danteindrex/agent-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Healthcare orchestrator exposes FHIR-native clinical-context tools through MCP and LangGraph."],"limitation":"Clinical automation, audit and security claims not independently validated.","url":"https://github.com/danteindrex/agent-health","primarySourceURLs":["https://raw.githubusercontent.com/danteindrex/agent-health/main/README.md","https://github.com/danteindrex/agent-health"],"id":"RWE-4988","relevance":{"id":"RWE-4988","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Healthcare orchestrator exposes FHIR-native clinical-context tools through MCP and LangGraph.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/danteindrex/agent-health/main/README.md","https://github.com/danteindrex/agent-health"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"junaid109/health-service-app","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Clinical-service agent dashboard integrates FHIR R4 data through Firely tooling.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"junaid109/health-service-app","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Clinical-service agent dashboard integrates FHIR R4 data through Firely tooling."],"limitation":"NHS-grade governance claim unverified; preview framework and clinical output limitations apply.","url":"https://github.com/junaid109/health-service-app","primarySourceURLs":["https://raw.githubusercontent.com/junaid109/Health-Service-App/main/README.md","https://github.com/junaid109/Health-Service-App"],"id":"RWE-4989","relevance":{"id":"RWE-4989","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Clinical-service agent dashboard integrates FHIR R4 data through Firely tooling.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/junaid109/Health-Service-App/main/README.md","https://github.com/junaid109/Health-Service-App"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"caioopra/aegis-ai","kind":"MCP server","category":"RWE Data & Analytics","summary":"AegisNode agent retrieves clinical guidelines and MCP patient context to structure reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"caioopra/aegis-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["AegisNode agent retrieves clinical guidelines and MCP patient context to structure reports."],"limitation":"Simulated voice-note demo; retrieval scope distinct from clinical advice or validated note accuracy.","url":"https://github.com/caioopra/aegis-ai","primarySourceURLs":["https://raw.githubusercontent.com/caioopra/aegis-ai/main/README.md","https://github.com/caioopra/aegis-ai"],"id":"RWE-4991","relevance":{"id":"RWE-4991","decision":"Core","rationale":"AegisNode agent retrieves clinical guidelines and MCP patient context to structure reports. The selected clinical/medication source retrieval and document extraction serves explicit health-evidence work; clinical reasoning is not validated.","relevanceBasis":"AegisNode agent retrieves clinical guidelines and MCP patient context to structure reports. Limits: Simulated voice-note demo; retrieval scope distinct from clinical advice or validated note accuracy.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/caioopra/aegis-ai/main/README.md","https://github.com/caioopra/aegis-ai"],"reviewGroup":"clinical-reference-evidence-retrieval"}},{"name":"nxz1026/lab-analysis","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Lab-analysis agent combines statistical trend summaries, PubMed evidence retrieval and imaging-context reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nxz1026/lab-analysis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Lab-analysis agent combines statistical trend summaries, PubMed evidence retrieval and imaging-context reports."],"limitation":"Evidence scoring and imaging consistency are unvalidated; descriptive correlations are not causal findings.","url":"https://github.com/nxz1026/lab-analysis","primarySourceURLs":["https://raw.githubusercontent.com/nxz1026/Lab-Analysis/master/README.md","https://github.com/nxz1026/Lab-Analysis"],"id":"RWE-4992","relevance":{"id":"RWE-4992","decision":"Core","rationale":"Retain the documented evidence function: PubMed and descriptive laboratory trend retrieval only; imaging interpretation and unsupported evidence scores excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed and descriptive laboratory trend retrieval only; imaging interpretation and unsupported evidence scores excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nxz1026/lab-analysis","https://raw.githubusercontent.com/nxz1026/Lab-Analysis/master/README.md","https://github.com/nxz1026/Lab-Analysis"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"healthx-os-dev/abdm-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"ABDM MCP exposes ABHA identity and health-exchange API operations through agent credentials.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"healthx-os-dev/abdm-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ABDM MCP exposes ABHA identity and health-exchange API operations through agent credentials."],"limitation":"Requires authorized ABDM access; identity creation is mutating and security claims untested.","url":"https://github.com/healthx-os-dev/abdm-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/healthx-os-dev/abdm-mcp-server/main/README.md","https://github.com/healthx-os-dev/abdm-mcp-server"],"id":"RWE-4993","relevance":{"id":"RWE-4993","decision":"Core","rationale":"ABDM MCP exposes ABHA identity and health-exchange API operations through agent credentials. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"ABDM MCP exposes ABHA identity and health-exchange API operations through agent credentials. Limits: Requires authorized ABDM access; identity creation is mutating and security claims untested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/healthx-os-dev/abdm-mcp-server/main/README.md","https://github.com/healthx-os-dev/abdm-mcp-server"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"luyounus/clinical-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Clinical MCP exposes patient/context and payer/clinical-reference lookup tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"luyounus/clinical-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical MCP exposes patient/context and payer/clinical-reference lookup tools."],"limitation":"Production-shaped architecture is not clinical validation; rule/reference sources need version checks.","url":"https://github.com/luyounus/clinical-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/luyounus/Clinical-MCP-Server/main/README.md","https://github.com/luyounus/Clinical-MCP-Server"],"id":"RWE-4996","relevance":{"id":"RWE-4996","decision":"Core","rationale":"Clinical MCP exposes patient/context and payer/clinical-reference lookup tools. The selected clinical/medication source retrieval and document extraction serves explicit health-evidence work; clinical reasoning is not validated.","relevanceBasis":"Clinical MCP exposes patient/context and payer/clinical-reference lookup tools. Limits: Production-shaped architecture is not clinical validation; rule/reference sources need version checks.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/luyounus/Clinical-MCP-Server/main/README.md","https://github.com/luyounus/Clinical-MCP-Server"],"reviewGroup":"clinical-reference-evidence-retrieval"}},{"name":"merezki-11/med-triage-voice-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Voice-intake agent transcribes narratives and extracts structured symptom/duration information.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"merezki-11/med-triage-voice-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Voice-intake agent transcribes narratives and extracts structured symptom/duration information."],"limitation":"Severity extraction and healthcare-grade claims are unvalidated; human source checks required.","url":"https://github.com/merezki-11/med-triage-voice-mcp","primarySourceURLs":["https://raw.githubusercontent.com/merezki-11/Med-Triage-Voice-MCP/main/README.md","https://github.com/merezki-11/Med-Triage-Voice-MCP"],"id":"RWE-4998","relevance":{"id":"RWE-4998","decision":"Core","rationale":"Voice-intake agent transcribes narratives and extracts structured symptom/duration information. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"Voice-intake agent transcribes narratives and extracts structured symptom/duration information. Limits: Severity extraction and healthcare-grade claims are unvalidated; human source checks required.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/merezki-11/Med-Triage-Voice-MCP/main/README.md","https://github.com/merezki-11/Med-Triage-Voice-MCP"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"johnisanerd/apify-synthea-api","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Synthea Apify connector generates synthetic FHIR-style patient records for pipeline development.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"johnisanerd/apify-synthea-api","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Synthea Apify connector generates synthetic FHIR-style patient records for pipeline development."],"limitation":"Generated patients are artificial and cannot provide real-world epidemiologic estimates; hosted actor terms apply.","url":"https://github.com/johnisanerd/apify-synthea-api","primarySourceURLs":["https://raw.githubusercontent.com/johnisanerd/Apify-Synthea-API/main/README.md","https://github.com/johnisanerd/Apify-Synthea-API"],"id":"RWE-5000","relevance":{"id":"RWE-5000","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Synthea Apify connector generates synthetic FHIR-style patient records for pipeline development.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/johnisanerd/Apify-Synthea-API/main/README.md","https://github.com/johnisanerd/Apify-Synthea-API"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ysnr-dev/fhir-mcp-server","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR R4 MCP supports read/search and opt-in writes through SMART backend credentials.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ysnr-dev/fhir-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR R4 MCP supports read/search and opt-in writes through SMART backend credentials."],"limitation":"Not always read-only; JP Core compatibility and permissions need validation.","url":"https://github.com/ysnr-dev/fhir-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/ysnr-dev/fhir-mcp-server/main/README.md","https://github.com/ysnr-dev/fhir-mcp-server"],"id":"RWE-5001","relevance":{"id":"RWE-5001","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR R4 MCP supports read/search and opt-in writes through SMART backend credentials.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ysnr-dev/fhir-mcp-server/main/README.md","https://github.com/ysnr-dev/fhir-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"jbogushefsky/hl7tofhir_rag_langchain_react","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"HL7-to-FHIR agent/MCP converts ADT, ORU and DFT messages into FHIR R4 resources.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jbogushefsky/hl7tofhir_rag_langchain_react","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["HL7-to-FHIR agent/MCP converts ADT, ORU and DFT messages into FHIR R4 resources."],"limitation":"AI-assisted mappings require semantic and conformance checks before data reuse.","url":"https://github.com/jbogushefsky/hl7tofhir_rag_langchain_react","primarySourceURLs":["https://raw.githubusercontent.com/jbogushefsky/HL7toFHIR_rag_langchain_react/main/README.md","https://github.com/jbogushefsky/HL7toFHIR_rag_langchain_react"],"id":"RWE-5002","relevance":{"id":"RWE-5002","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"HL7-to-FHIR agent/MCP converts ADT, ORU and DFT messages into FHIR R4 resources.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jbogushefsky/HL7toFHIR_rag_langchain_react/main/README.md","https://github.com/jbogushefsky/HL7toFHIR_rag_langchain_react"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"scollard001/fhir-mcp-server","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Patient-consent MCP queries FHIR patient, pump and consent information live.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scollard001/fhir-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Patient-consent MCP queries FHIR patient, pump and consent information live."],"limitation":"Companion consent service required; retrieving consent does not itself prove policy enforcement.","url":"https://github.com/scollard001/fhir-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/scollard001/fhir-mcp-server/main/README.md","https://github.com/scollard001/fhir-mcp-server"],"id":"RWE-5003","relevance":{"id":"RWE-5003","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Patient-consent MCP queries FHIR patient, pump and consent information live.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/scollard001/fhir-mcp-server/main/README.md","https://github.com/scollard001/fhir-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ysnr-dev/fhir-mcp-agent","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Go FHIR R4 MCP uses SMART backend services for configured resource access.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ysnr-dev/fhir-mcp-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Go FHIR R4 MCP uses SMART backend services for configured resource access."],"limitation":"Sibling implementation to ysnr-dev/fhir-mcp-server; consolidate package/version differences.","url":"https://github.com/ysnr-dev/fhir-mcp-agent","primarySourceURLs":["https://raw.githubusercontent.com/ysnr-dev/fhir-mcp-agent/main/README.md","https://github.com/ysnr-dev/fhir-mcp-agent"],"id":"RWE-5004","relevance":{"id":"RWE-5004","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Go FHIR R4 MCP uses SMART backend services for configured resource access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ysnr-dev/fhir-mcp-agent/main/README.md","https://github.com/ysnr-dev/fhir-mcp-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"charan-pagolu/fhir-tools-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR MCP checks resource fields, generates synthetic fixtures and reviews logging patterns.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"charan-pagolu/fhir-tools-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR MCP checks resource fields, generates synthetic fixtures and reviews logging patterns."],"limitation":"Limited validation/logging heuristics are not full FHIR or HIPAA certification.","url":"https://github.com/charan-pagolu/fhir-tools-mcp","primarySourceURLs":["https://raw.githubusercontent.com/charan-pagolu/fhir-tools-mcp/main/README.md","https://github.com/charan-pagolu/fhir-tools-mcp"],"id":"RWE-5006","relevance":{"id":"RWE-5006","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR MCP checks resource fields, generates synthetic fixtures and reviews logging patterns.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/charan-pagolu/fhir-tools-mcp/main/README.md","https://github.com/charan-pagolu/fhir-tools-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"gdanse/legacy-to-fhir-mcp-server","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Legacy-to-FHIR MCP translates messy legacy patient/vital tables into FHIR resources.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gdanse/legacy-to-fhir-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Legacy-to-FHIR MCP translates messy legacy patient/vital tables into FHIR resources."],"limitation":"Demonstrated against synthetic SQLite; mappings/real-source adaptation need validation and demo selector is keyword-based.","url":"https://github.com/gdanse/legacy-to-fhir-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/gdanse/legacy-to-fhir-mcp-server/main/README.md","https://github.com/gdanse/legacy-to-fhir-mcp-server"],"id":"RWE-5007","relevance":{"id":"RWE-5007","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Legacy-to-FHIR MCP translates messy legacy patient/vital tables into FHIR resources.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gdanse/legacy-to-fhir-mcp-server/main/README.md","https://github.com/gdanse/legacy-to-fhir-mcp-server"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"jayasree478/mcp-for-healthcare","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Healthcare integration platform combines HL7/FHIR conversion, patient observations and DICOM image handling with agents.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jayasree478/mcp-for-healthcare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Healthcare integration platform combines HL7/FHIR conversion, patient observations and DICOM image handling with agents."],"limitation":"Interoperability and clinical correctness require independent validation.","url":"https://github.com/jayasree478/mcp-for-healthcare","primarySourceURLs":["https://raw.githubusercontent.com/Jayasree478/MCP-for-healthcare/main/README.md","https://github.com/Jayasree478/MCP-for-healthcare"],"id":"RWE-5008","relevance":{"id":"RWE-5008","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Healthcare integration platform combines HL7/FHIR conversion, patient observations and DICOM image handling with agents.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Jayasree478/MCP-for-healthcare/main/README.md","https://github.com/Jayasree478/MCP-for-healthcare"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"mchua028/healthcare-rag-agent","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Healthcare RAG agent retrieves cited healthcare/FHIR documents and adds tool-calling workflows.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mchua028/healthcare-rag-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Healthcare RAG agent retrieves cited healthcare/FHIR documents and adds tool-calling workflows."],"limitation":"Learning project; planned stages must remain distinct from completed document retrieval.","url":"https://github.com/mchua028/healthcare-rag-agent","primarySourceURLs":["https://raw.githubusercontent.com/mchua028/healthcare-rag-agent/main/README.md","https://github.com/mchua028/healthcare-rag-agent"],"id":"RWE-5009","relevance":{"id":"RWE-5009","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Healthcare RAG agent retrieves cited healthcare/FHIR documents and adds tool-calling workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mchua028/healthcare-rag-agent/main/README.md","https://github.com/mchua028/healthcare-rag-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"bobbynoble/mcp_server_healthcare","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"NHS-oriented MCP packages clinical-code suggestions and Cerner FHIR patient-data access.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bobbynoble/mcp_server_healthcare","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["NHS-oriented MCP packages clinical-code suggestions and Cerner FHIR patient-data access."],"limitation":"ICD-10-CM/HCC are not universally NHS coding standards; preserve jurisdiction/source limits and do not imply coding compliance.","url":"https://github.com/bobbynoble/mcp_server_healthcare","primarySourceURLs":["https://raw.githubusercontent.com/bobbynoble/MCP_Server_Healthcare/main/README.md","https://github.com/bobbynoble/MCP_Server_Healthcare"],"id":"RWE-5010","relevance":{"id":"RWE-5010","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"NHS-oriented MCP packages clinical-code suggestions and Cerner FHIR patient-data access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bobbynoble/MCP_Server_Healthcare/main/README.md","https://github.com/bobbynoble/MCP_Server_Healthcare"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"pidgeonhealth/pidgeon-mcp","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Pidgeon MCP generates and validates HL7/FHIR messages and retrieves standard-reference data.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pidgeonhealth/pidgeon-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Pidgeon MCP generates and validates HL7/FHIR messages and retrieves standard-reference data."],"limitation":"Synthetic fixtures are development aids; validation completeness and NCPDP licensing/source scope require review.","url":"https://github.com/pidgeonhealth/pidgeon-mcp","primarySourceURLs":["https://raw.githubusercontent.com/PidgeonHealth/pidgeon-mcp/main/README.md","https://github.com/PidgeonHealth/pidgeon-mcp"],"id":"RWE-5011","relevance":{"id":"RWE-5011","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Pidgeon MCP generates and validates HL7/FHIR messages and retrieves standard-reference data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/PidgeonHealth/pidgeon-mcp/main/README.md","https://github.com/PidgeonHealth/pidgeon-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"cosyte/cli","kind":"Research tool","category":"RWE Data & Analytics","summary":"Cosyte CLI exposes healthcare parsers, format inspection/validation and conversions for agent workflows.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cosyte/cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Cosyte CLI exposes healthcare parsers, format inspection/validation and conversions for agent workflows."],"limitation":"Parser/PHI-safe claims require tests; format coverage is not semantic conformance certification.","url":"https://github.com/cosyte/cli","primarySourceURLs":["https://raw.githubusercontent.com/cosyte/cli/main/README.md","https://github.com/cosyte/cli"],"id":"RWE-5012","relevance":{"id":"RWE-5012","decision":"Core","rationale":"Cosyte CLI exposes healthcare parsers, format inspection/validation and conversions for agent workflows. The selected contract supplies explicit cohort/statistical analysis, clinical harmonization, public-health/social-care data or identifiable risk calculation; validity limits remain retained.","relevanceBasis":"Cosyte CLI exposes healthcare parsers, format inspection/validation and conversions for agent workflows. Limits: Parser/PHI-safe claims require tests; format coverage is not semantic conformance certification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cosyte/cli/main/README.md","https://github.com/cosyte/cli"],"reviewGroup":"clinical-population-data-method"}},{"name":"cognis-digital/fhirlint","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"FHIRLint provides agent-compatible FHIR resource/profile validation and error reporting.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cognis-digital/fhirlint","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIRLint provides agent-compatible FHIR resource/profile validation and error reporting."],"limitation":"Conformance scope and rule completeness need validation; generated-template marketing not certification.","url":"https://github.com/cognis-digital/fhirlint","primarySourceURLs":["https://raw.githubusercontent.com/cognis-digital/fhirlint/main/README.md","https://github.com/cognis-digital/fhirlint"],"id":"RWE-5013","relevance":{"id":"RWE-5013","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIRLint provides agent-compatible FHIR resource/profile validation and error reporting.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cognis-digital/fhirlint/main/README.md","https://github.com/cognis-digital/fhirlint"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"cognis-digital/trialwatch","kind":"Research tool","category":"Trials & Study Design","summary":"TrialWatch queries/diffs ClinicalTrials.gov records and tracks enrollment/status/results changes.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cognis-digital/trialwatch","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["TrialWatch queries/diffs ClinicalTrials.gov records and tracks enrollment/status/results changes."],"limitation":"Registry updates are not independently verified trial outcomes; completeness limited to queried records.","url":"https://github.com/cognis-digital/trialwatch","primarySourceURLs":["https://raw.githubusercontent.com/cognis-digital/trialwatch/main/README.md","https://github.com/cognis-digital/trialwatch"],"id":"RWE-5016","relevance":{"id":"RWE-5016","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"TrialWatch queries/diffs ClinicalTrials.gov records and tracks enrollment/status/results changes.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cognis-digital/trialwatch/main/README.md","https://github.com/cognis-digital/trialwatch"],"reviewGroup":"clinical-trial-workflow"}},{"name":"happyhappy-jun/ai619-medical-rag","kind":"Research tool","category":"RWE Data & Analytics","summary":"ChatClinic agent inspects uploaded DICOM/images/documents and runs structured analysis tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"happyhappy-jun/ai619-medical-rag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ChatClinic agent inspects uploaded DICOM/images/documents and runs structured analysis tools."],"limitation":"Metadata/image review and generated answers do not establish diagnostic validity.","url":"https://github.com/happyhappy-jun/ai619-medical-rag","primarySourceURLs":["https://raw.githubusercontent.com/happyhappy-jun/ai619-medical-rag/medical-rag/README.md","https://github.com/happyhappy-jun/ai619-medical-rag"],"id":"RWE-5017","relevance":{"id":"RWE-5017","decision":"Core","rationale":"ChatClinic agent inspects uploaded DICOM/images/documents and runs structured analysis tools. The selected function retrieves, extracts or normalizes clinical records and longitudinal health observations; coaching, privacy and clinical accuracy claims remain unverified.","relevanceBasis":"ChatClinic agent inspects uploaded DICOM/images/documents and runs structured analysis tools. Limits: Metadata/image review and generated answers do not establish diagnostic validity.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/happyhappy-jun/ai619-medical-rag/medical-rag/README.md","https://github.com/happyhappy-jun/ai619-medical-rag"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"cognis-digital/synthcohort","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"SynthCohort generates schema-driven synthetic patient records in FHIR/CSV for development.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cognis-digital/synthcohort","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["SynthCohort generates schema-driven synthetic patient records in FHIR/CSV for development."],"limitation":"Statistical realism and privacy claims unvalidated; generated cohorts are not real-world evidence.","url":"https://github.com/cognis-digital/synthcohort","primarySourceURLs":["https://raw.githubusercontent.com/cognis-digital/synthcohort/main/README.md","https://github.com/cognis-digital/synthcohort"],"id":"RWE-5018","relevance":{"id":"RWE-5018","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"SynthCohort generates schema-driven synthetic patient records in FHIR/CSV for development.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cognis-digital/synthcohort/main/README.md","https://github.com/cognis-digital/synthcohort"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"satish-kuncha/healthcare-ai-architect","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Healthcare architecture platform retrieves clinical-guideline evidence and organizes review workflows through MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"satish-kuncha/healthcare-ai-architect","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Healthcare architecture platform retrieves clinical-guideline evidence and organizes review workflows through MCP."],"limitation":"HIPAA compliance and automated authorization claims not independently validated.","url":"https://github.com/satish-kuncha/healthcare-ai-architect","primarySourceURLs":["https://raw.githubusercontent.com/satish-kuncha/healthcare-ai-architect/main/README.md","https://github.com/satish-kuncha/healthcare-ai-architect"],"id":"RWE-5019","relevance":{"id":"RWE-5019","decision":"Core","rationale":"Retain the documented evidence function: Healthcare architecture platform retrieves clinical-guideline evidence and organizes review workflows through MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Healthcare architecture platform retrieves clinical-guideline evidence and organizes review workflows through MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/satish-kuncha/healthcare-ai-architect","https://raw.githubusercontent.com/satish-kuncha/healthcare-ai-architect/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pyduquesnoy/iris-interop-skills","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"IRIS interoperability skill collection supports message/channel/transformation development through required IRIS MCP.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pyduquesnoy/iris-interop-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["IRIS interoperability skill collection supports message/channel/transformation development through required IRIS MCP."],"limitation":"Requires IRIS For Health and companion MCP; generated integrations need tests.","url":"https://github.com/pyduquesnoy/iris-interop-skills","primarySourceURLs":["https://raw.githubusercontent.com/PYDuquesnoy/iris-interop-skills/main/README.md","https://github.com/PYDuquesnoy/iris-interop-skills"],"id":"RWE-5020","relevance":{"id":"RWE-5020","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"IRIS interoperability skill collection supports message/channel/transformation development through required IRIS MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/PYDuquesnoy/iris-interop-skills/main/README.md","https://github.com/PYDuquesnoy/iris-interop-skills"],"reviewGroup":"bounded-research-method"}},{"name":"goatnote-inc/abridge","kind":"Research tool","category":"RWE Data & Analytics","summary":"Attending reference agent includes structured supervision and documented ESI calculation components.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"goatnote-inc/abridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Attending reference agent includes structured supervision and documented ESI calculation components."],"limitation":"Passive maintenance; clinical communication and confidence-over-acuity claims require expert validation.","url":"https://github.com/goatnote-inc/abridge","primarySourceURLs":["https://raw.githubusercontent.com/GOATnote-Inc/abridge/main/README.md","https://github.com/GOATnote-Inc/abridge"],"id":"RWE-5022","relevance":{"id":"RWE-5022","decision":"Core","rationale":"Attending reference agent includes structured supervision and documented ESI calculation components. The selected clinical scores, data standards, cohorts, pharmacometrics, costs or explicit health research method is identifiable; statistical/clinical validity limits remain.","relevanceBasis":"Attending reference agent includes structured supervision and documented ESI calculation components. Limits: Passive maintenance; clinical communication and confidence-over-acuity claims require expert validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/GOATnote-Inc/abridge/main/README.md","https://github.com/GOATnote-Inc/abridge"],"reviewGroup":"clinical-population-research-method"}},{"name":"markbrazinski/wellauth","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"WellAuth WebMCP binds FHIR evidence to payer requirements for reviewed prior-authorization packets.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"markbrazinski/wellauth","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["WellAuth WebMCP binds FHIR evidence to payer requirements for reviewed prior-authorization packets."],"limitation":"Scope is evidence assembly, not medical necessity or approval guarantee.","url":"https://github.com/markbrazinski/wellauth","primarySourceURLs":["https://raw.githubusercontent.com/markbrazinski/wellauth/main/README.md","https://github.com/markbrazinski/wellauth"],"id":"RWE-5024","relevance":{"id":"RWE-5024","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"WellAuth WebMCP binds FHIR evidence to payer requirements for reviewed prior-authorization packets.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/markbrazinski/wellauth/main/README.md","https://github.com/markbrazinski/wellauth"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"giorgiohuang/aging-knowledge-graph","kind":"Research tool","category":"RWE Data & Analytics","summary":"Healthy Aging Knowledge packages evidence-traceable aging graph access for research agents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"giorgiohuang/aging-knowledge-graph","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Healthy Aging Knowledge packages evidence-traceable aging graph access for research agents."],"limitation":"Knowledge synthesis is not validated clinical advice; underlying studies and evidence labels need review.","url":"https://github.com/giorgiohuang/aging-knowledge-graph","primarySourceURLs":["https://raw.githubusercontent.com/GiorgioHuang/aging-knowledge-graph/main/README.md","https://github.com/GiorgioHuang/aging-knowledge-graph"],"id":"RWE-5026","relevance":{"id":"RWE-5026","decision":"Core","rationale":"Healthy Aging Knowledge packages evidence-traceable aging graph access for research agents. The selected clinical/scholarly source retrieval, document extraction or evidence graph supplies a necessary health-evidence workflow; model judgments remain unapproved.","relevanceBasis":"Healthy Aging Knowledge packages evidence-traceable aging graph access for research agents. Limits: Knowledge synthesis is not validated clinical advice; underlying studies and evidence labels need review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/GiorgioHuang/aging-knowledge-graph/main/README.md","https://github.com/GiorgioHuang/aging-knowledge-graph"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"whereayan/cdisc-library-mcp","kind":"MCP server","category":"OMOP & terminology","summary":"CDISC Library MCP retrieves SDTM, ADaM, CDASH and controlled terminology standards.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"whereayan/cdisc-library-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["CDISC Library MCP retrieves SDTM, ADaM, CDASH and controlled terminology standards."],"limitation":"Requires authorized CDISC API access; standards lookup is not submission conformance validation.","url":"https://github.com/whereayan/cdisc-library-mcp","primarySourceURLs":["https://raw.githubusercontent.com/whereayan/cdisc-library-mcp/master/README.md","https://github.com/whereayan/cdisc-library-mcp"],"id":"RWE-5030","relevance":{"id":"RWE-5030","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"CDISC Library MCP retrieves SDTM, ADaM, CDASH and controlled terminology standards.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/whereayan/cdisc-library-mcp/master/README.md","https://github.com/whereayan/cdisc-library-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"allensrj/cdisc_library_mcp","kind":"MCP server","category":"Regulatory & Product Data","summary":"Unofficial CDISC Library MCP queries standards/products and SEND/SDTM information.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"allensrj/cdisc_library_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Unofficial CDISC Library MCP queries standards/products and SEND/SDTM information."],"limitation":"User-supplied CDISC API key and source terms required; not official endorsement.","url":"https://github.com/allensrj/cdisc_library_mcp","primarySourceURLs":["https://raw.githubusercontent.com/allensrj/CDISC_Library_MCP/main/README.md","https://github.com/allensrj/CDISC_Library_MCP"],"id":"RWE-5031","relevance":{"id":"RWE-5031","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Unofficial CDISC Library MCP queries standards/products and SEND/SDTM information.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/allensrj/CDISC_Library_MCP/main/README.md","https://github.com/allensrj/CDISC_Library_MCP"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"mleary/mcp-cdisc","kind":"MCP server","category":"RWE Data & Analytics","summary":"SDTM validator MCP checks datasets against SDTMIG 3.4 and supports raw-to-SDTM workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mleary/mcp-cdisc","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["SDTM validator MCP checks datasets against SDTMIG 3.4 and supports raw-to-SDTM workflow."],"limitation":"Rule coverage and generated transformations need independent validation; not regulatory acceptance.","url":"https://github.com/mleary/mcp-cdisc","primarySourceURLs":["https://raw.githubusercontent.com/mleary/mcp-cdisc/main/README.md","https://github.com/mleary/mcp-cdisc"],"id":"RWE-5032","relevance":{"id":"RWE-5032","decision":"Core","rationale":"SDTM validator MCP checks datasets against SDTMIG 3.4 and supports raw-to-SDTM workflow. The selected clinical scores, data standards, cohorts, pharmacometrics, costs or explicit health research method is identifiable; statistical/clinical validity limits remain.","relevanceBasis":"SDTM validator MCP checks datasets against SDTMIG 3.4 and supports raw-to-SDTM workflow. Limits: Rule coverage and generated transformations need independent validation; not regulatory acceptance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mleary/mcp-cdisc/main/README.md","https://github.com/mleary/mcp-cdisc"],"reviewGroup":"clinical-population-research-method"}},{"name":"peterbloomingdale/pmxagent","kind":"Research tool","category":"RWE Data & Analytics","summary":"PMxAgent exposes existing R pharmacometrics workflows as discoverable agent-callable tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"peterbloomingdale/pmxagent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["PMxAgent exposes existing R pharmacometrics workflows as discoverable agent-callable tools."],"limitation":"Requires user's R code/data/models; orchestration does not validate PK/PD estimates.","url":"https://github.com/peterbloomingdale/pmxagent","primarySourceURLs":["https://raw.githubusercontent.com/PeterBloomingdale/pmxagent/main/README.md","https://github.com/PeterBloomingdale/pmxagent"],"id":"RWE-5033","relevance":{"id":"RWE-5033","decision":"Core","rationale":"PMxAgent exposes existing R pharmacometrics workflows as discoverable agent-callable tools. The selected clinical scores, data standards, cohorts, pharmacometrics, costs or explicit health research method is identifiable; statistical/clinical validity limits remain.","relevanceBasis":"PMxAgent exposes existing R pharmacometrics workflows as discoverable agent-callable tools. Limits: Requires user's R code/data/models; orchestration does not validate PK/PD estimates.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/PeterBloomingdale/pmxagent/main/README.md","https://github.com/PeterBloomingdale/pmxagent"],"reviewGroup":"clinical-population-research-method"}},{"name":"anniefandingying/agent-for-medicine","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Raw-to-SDTM agent pipeline drafts mapping specifications, runs reviewed code and verifies outputs with CORE.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anniefandingying/agent-for-medicine","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Raw-to-SDTM agent pipeline drafts mapping specifications, runs reviewed code and verifies outputs with CORE."],"limitation":"Generated mappings and evolution loop require human review; no submission-acceptance guarantee.","url":"https://github.com/anniefandingying/agent-for-medicine","primarySourceURLs":["https://raw.githubusercontent.com/AnnieFandingying/agent-for-medicine/master/README.md","https://github.com/AnnieFandingying/agent-for-medicine"],"id":"RWE-5034","relevance":{"id":"RWE-5034","decision":"Core","rationale":"Retain the documented evidence function: Raw-to-SDTM agent pipeline drafts mapping specifications, runs reviewed code and verifies outputs with CORE. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Raw-to-SDTM agent pipeline drafts mapping specifications, runs reviewed code and verifies outputs with CORE.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/anniefandingying/agent-for-medicine","https://raw.githubusercontent.com/AnnieFandingying/agent-for-medicine/master/README.md","https://github.com/AnnieFandingying/agent-for-medicine"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"chenxi176/medical_agentic_rag","kind":"MCP server","category":"OMOP & terminology","summary":"Medical RAG/MCP workflow retrieves guidelines, labels and terminology mappings with local diabetes-document context.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chenxi176/medical_agentic_rag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Medical RAG/MCP workflow retrieves guidelines, labels and terminology mappings with local diabetes-document context."],"limitation":"Actual API/source currency and generated answers require checking; no guaranteed reliability.","url":"https://github.com/chenxi176/medical_agentic_rag","primarySourceURLs":["https://raw.githubusercontent.com/chenxi176/medical_agentic_rag/main/README.md","https://github.com/chenxi176/medical_agentic_rag"],"id":"RWE-5035","relevance":{"id":"RWE-5035","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Medical RAG/MCP workflow retrieves guidelines, labels and terminology mappings with local diabetes-document context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/chenxi176/medical_agentic_rag/main/README.md","https://github.com/chenxi176/medical_agentic_rag"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"i-dot-ai/snomed-mcp","kind":"MCP server","category":"OMOP & terminology","summary":"SNOMED MCP searches SQLite descriptions and navigates UK/International terminology hierarchy.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"i-dot-ai/snomed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["SNOMED MCP searches SQLite descriptions and navigates UK/International terminology hierarchy."],"limitation":"Edition/version and licensing constraints apply; dm+d availability depends on imported dataset.","url":"https://github.com/i-dot-ai/snomed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/i-dot-ai/snomed-mcp/main/README.md","https://github.com/i-dot-ai/snomed-mcp"],"id":"RWE-5038","relevance":{"id":"RWE-5038","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"SNOMED MCP searches SQLite descriptions and navigates UK/International terminology hierarchy.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/i-dot-ai/snomed-mcp/main/README.md","https://github.com/i-dot-ai/snomed-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"tauheed-elahee/snomed-snowstorm-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":".NET Snowstorm MCP searches clinical concepts against a configured server.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tauheed-elahee/snomed-snowstorm-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":[".NET Snowstorm MCP searches clinical concepts against a configured server."],"limitation":"Default URL is placeholder; real Snowstorm endpoint and terminology rights required.","url":"https://github.com/tauheed-elahee/snomed-snowstorm-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Tauheed-Elahee/snomed-snowstorm-mcp/main/README.md","https://github.com/Tauheed-Elahee/snomed-snowstorm-mcp"],"id":"RWE-5039","relevance":{"id":"RWE-5039","decision":"Core","rationale":".NET Snowstorm MCP searches clinical concepts against a configured server. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":".NET Snowstorm MCP searches clinical concepts against a configured server. Limits: Default URL is placeholder; real Snowstorm endpoint and terminology rights required.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Tauheed-Elahee/snomed-snowstorm-mcp/main/README.md","https://github.com/Tauheed-Elahee/snomed-snowstorm-mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"sthio90/cogstack-mcp-wrapper","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP wrapper exposes CogStackCohort medical-cohort queries and analysis operations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sthio90/cogstack-mcp-wrapper","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP wrapper exposes CogStackCohort medical-cohort queries and analysis operations."],"limitation":"Requires companion CogStack service/data; wrapper does not validate cohort definitions.","url":"https://github.com/sthio90/cogstack-mcp-wrapper","primarySourceURLs":["https://raw.githubusercontent.com/sthio90/cogstack-mcp-wrapper/main/README.md","https://github.com/sthio90/cogstack-mcp-wrapper"],"id":"RWE-5040","relevance":{"id":"RWE-5040","decision":"Core","rationale":"MCP wrapper exposes CogStackCohort medical-cohort queries and analysis operations. The selected clinical scores, data standards, cohorts, pharmacometrics, costs or explicit health research method is identifiable; statistical/clinical validity limits remain.","relevanceBasis":"MCP wrapper exposes CogStackCohort medical-cohort queries and analysis operations. Limits: Requires companion CogStack service/data; wrapper does not validate cohort definitions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sthio90/cogstack-mcp-wrapper/main/README.md","https://github.com/sthio90/cogstack-mcp-wrapper"],"reviewGroup":"clinical-population-research-method"}},{"name":"nmeldre/atc_snomed_mcp","kind":"MCP server","category":"OMOP & terminology","summary":"Medicinal-product MCP parses medication XML and maps Norwegian SNOMED/ATC references from Felleskatalogen.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nmeldre/atc_snomed_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Medicinal-product MCP parses medication XML and maps Norwegian SNOMED/ATC references from Felleskatalogen."],"limitation":"Country-specific source and multi-code ambiguities require review.","url":"https://github.com/nmeldre/atc_snomed_mcp","primarySourceURLs":["https://raw.githubusercontent.com/nmeldre/ATC_SNOMED_MCP/main/README.md","https://github.com/nmeldre/ATC_SNOMED_MCP"],"id":"RWE-5041","relevance":{"id":"RWE-5041","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Medicinal-product MCP parses medication XML and maps Norwegian SNOMED/ATC references from Felleskatalogen.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nmeldre/ATC_SNOMED_MCP/main/README.md","https://github.com/nmeldre/ATC_SNOMED_MCP"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"rthway/openmrs-query-agent","kind":"Research tool","category":"Public health & surveillance","summary":"OpenMRS/Bahmni agent generates read-only clinical SQL with visible query/explanation for population questions.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rthway/openmrs-query-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["OpenMRS/Bahmni agent generates read-only clinical SQL with visible query/explanation for population questions."],"limitation":"Read-only safety is not epidemiologic correctness; data completeness and query semantics need review.","url":"https://github.com/rthway/openmrs-query-agent","primarySourceURLs":["https://raw.githubusercontent.com/rthway/OpenMRS-Query-Agent/main/README.md","https://github.com/rthway/OpenMRS-Query-Agent"],"id":"RWE-5043","relevance":{"id":"RWE-5043","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"OpenMRS/Bahmni agent generates read-only clinical SQL with visible query/explanation for population questions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rthway/OpenMRS-Query-Agent/main/README.md","https://github.com/rthway/OpenMRS-Query-Agent"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"siddicky/healthcare-rag-langgraph","kind":"Research tool","category":"Regulatory & Product Data","summary":"LangGraph RAG retrieves and cites Lipitor/Metformin product monographs.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"siddicky/healthcare-rag-langgraph","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["LangGraph RAG retrieves and cites Lipitor/Metformin product monographs."],"limitation":"Narrow two-product corpus; generated answers and citation validation need checking against original monographs.","url":"https://github.com/siddicky/healthcare-rag-langgraph","primarySourceURLs":["https://raw.githubusercontent.com/siddicky/healthcare-rag-langgraph/main/README.md","https://github.com/siddicky/healthcare-rag-langgraph"],"id":"RWE-5044","relevance":{"id":"RWE-5044","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"LangGraph RAG retrieves and cites Lipitor/Metformin product monographs.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/siddicky/healthcare-rag-langgraph/main/README.md","https://github.com/siddicky/healthcare-rag-langgraph"],"reviewGroup":"bounded-research-method"}},{"name":"ritwikamukherjee/clinical-ai-workshop","kind":"Research tool","category":"RWE Data & Analytics","summary":"Databricks workshop packages clinical-note retrieval and structured PDF extraction agent workflows.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ritwikamukherjee/clinical-ai-workshop","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Databricks workshop packages clinical-note retrieval and structured PDF extraction agent workflows."],"limitation":"Learning/reference workflow; data rights, extraction and retrieval correctness need validation.","url":"https://github.com/ritwikamukherjee/clinical-ai-workshop","primarySourceURLs":["https://raw.githubusercontent.com/ritwikamukherjee/clinical-ai-workshop/main/README.md","https://github.com/ritwikamukherjee/clinical-ai-workshop"],"id":"RWE-5045","relevance":{"id":"RWE-5045","decision":"Core","rationale":"Databricks workshop packages clinical-note retrieval and structured PDF extraction agent workflows. The selected clinical/scholarly source retrieval, document extraction or evidence graph supplies a necessary health-evidence workflow; model judgments remain unapproved.","relevanceBasis":"Databricks workshop packages clinical-note retrieval and structured PDF extraction agent workflows. Limits: Learning/reference workflow; data rights, extraction and retrieval correctness need validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ritwikamukherjee/clinical-ai-workshop/main/README.md","https://github.com/ritwikamukherjee/clinical-ai-workshop"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"anshsuthar07/icd10-mcp","kind":"MCP server","category":"OMOP & terminology","summary":"ICD-10-CM MCP searches terminology and proposes note-derived code candidates using RAG.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anshsuthar07/icd10-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["ICD-10-CM MCP searches terminology and proposes note-derived code candidates using RAG."],"limitation":"Code accuracy/compliance claims unvalidated; source version and clinician/coder review required.","url":"https://github.com/anshsuthar07/icd10-mcp","primarySourceURLs":["https://raw.githubusercontent.com/anshsuthar07/icd10-mcp/main/README.md","https://github.com/anshsuthar07/icd10-mcp"],"id":"RWE-5046","relevance":{"id":"RWE-5046","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"ICD-10-CM MCP searches terminology and proposes note-derived code candidates using RAG.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/anshsuthar07/icd10-mcp/main/README.md","https://github.com/anshsuthar07/icd10-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"petrefiedthunder/mcp-icd10","kind":"MCP server","category":"RWE Data & Analytics","summary":"NLM Clinical Tables MCP searches ICD-10-CM codes and browses code chapters.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"petrefiedthunder/mcp-icd10","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["NLM Clinical Tables MCP searches ICD-10-CM codes and browses code chapters."],"limitation":"Version/coverage limitations apply; lookup does not establish correct patient coding.","url":"https://github.com/petrefiedthunder/mcp-icd10","primarySourceURLs":["https://raw.githubusercontent.com/PetrefiedThunder/mcp-icd10/main/README.md","https://github.com/PetrefiedThunder/mcp-icd10"],"id":"RWE-5047","relevance":{"id":"RWE-5047","decision":"Core","rationale":"NLM Clinical Tables MCP searches ICD-10-CM codes and browses code chapters. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"NLM Clinical Tables MCP searches ICD-10-CM codes and browses code chapters. Limits: Version/coverage limitations apply; lookup does not establish correct patient coding.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/PetrefiedThunder/mcp-icd10/main/README.md","https://github.com/PetrefiedThunder/mcp-icd10"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"quentincody/icd10-codes-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Bio MCP ICD-10 component exposes operation discovery/execution and queryable API responses.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"quentincody/icd10-codes-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Bio MCP ICD-10 component exposes operation discovery/execution and queryable API responses."],"limitation":"One Bio MCP collection component; Code Mode generality does not prove medical-code correctness.","url":"https://github.com/quentincody/icd10-codes-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/QuentinCody/icd10-codes-mcp-server/main/README.md","https://github.com/QuentinCody/icd10-codes-mcp-server"],"id":"RWE-5048","relevance":{"id":"RWE-5048","decision":"Core","rationale":"Bio MCP ICD-10 component exposes operation discovery/execution and queryable API responses. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Bio MCP ICD-10 component exposes operation discovery/execution and queryable API responses. Limits: One Bio MCP collection component; Code Mode generality does not prove medical-code correctness.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/QuentinCody/icd10-codes-mcp-server/main/README.md","https://github.com/QuentinCody/icd10-codes-mcp-server"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"fareedkhan-dev/vellum","kind":"Research tool","category":"RWE Data & Analytics","summary":"Vellum agent proposes ICD-10 discharge codes and checks candidates with deterministic constraints.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fareedkhan-dev/vellum","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Vellum agent proposes ICD-10 discharge codes and checks candidates with deterministic constraints."],"limitation":"Proof claims are limited to encoded rules; full coding validity requires expert review and exact source version.","url":"https://github.com/fareedkhan-dev/vellum","primarySourceURLs":["https://raw.githubusercontent.com/FareedKhan-dev/vellum/main/README.md","https://github.com/FareedKhan-dev/vellum"],"id":"RWE-5049","relevance":{"id":"RWE-5049","decision":"Core","rationale":"Vellum agent proposes ICD-10 discharge codes and checks candidates with deterministic constraints. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Vellum agent proposes ICD-10 discharge codes and checks candidates with deterministic constraints. Limits: Proof claims are limited to encoded rules; full coding validity requires expert review and exact source version.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/FareedKhan-dev/vellum/main/README.md","https://github.com/FareedKhan-dev/vellum"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"hustyladislav/icd-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"ICD/MKN MCP searches English ICD-10-CM 2026 and Czech MKN-10 sources with hierarchy/guidelines.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hustyladislav/icd-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ICD/MKN MCP searches English ICD-10-CM 2026 and Czech MKN-10 sources with hierarchy/guidelines."],"limitation":"Backend version and jurisdiction must be explicit; mappings not universally interchangeable.","url":"https://github.com/hustyladislav/icd-mcp","primarySourceURLs":["https://raw.githubusercontent.com/hustyladislav/icd-mcp/main/README.md","https://github.com/hustyladislav/icd-mcp"],"id":"RWE-5050","relevance":{"id":"RWE-5050","decision":"Core","rationale":"ICD/MKN MCP searches English ICD-10-CM 2026 and Czech MKN-10 sources with hierarchy/guidelines. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"ICD/MKN MCP searches English ICD-10-CM 2026 and Czech MKN-10 sources with hierarchy/guidelines. Limits: Backend version and jurisdiction must be explicit; mappings not universally interchangeable.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hustyladislav/icd-mcp/main/README.md","https://github.com/hustyladislav/icd-mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"toadresearch/icd-10-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Rust ICD MCP builds searchable official ICD-10-CM/PCS releases and exposes HTTP/MCP queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"toadresearch/icd-10-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Rust ICD MCP builds searchable official ICD-10-CM/PCS releases and exposes HTTP/MCP queries."],"limitation":"Release/version and correct clinical application require review.","url":"https://github.com/toadresearch/icd-10-mcp","primarySourceURLs":["https://raw.githubusercontent.com/ToadResearch/icd-10-mcp/main/README.md","https://github.com/ToadResearch/icd-10-mcp"],"id":"RWE-5051","relevance":{"id":"RWE-5051","decision":"Core","rationale":"Rust ICD MCP builds searchable official ICD-10-CM/PCS releases and exposes HTTP/MCP queries. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Rust ICD MCP builds searchable official ICD-10-CM/PCS releases and exposes HTTP/MCP queries. Limits: Release/version and correct clinical application require review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ToadResearch/icd-10-mcp/main/README.md","https://github.com/ToadResearch/icd-10-mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"jgbby/icd-10-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP searches ChromaDB embeddings of ICD-10 codes/descriptions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jgbby/icd-10-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP searches ChromaDB embeddings of ICD-10 codes/descriptions."],"limitation":"Automatic note-to-code model and upload UI are future work, not current capability.","url":"https://github.com/jgbby/icd-10-mcp","primarySourceURLs":["https://raw.githubusercontent.com/jgbby/ICD-10-MCP/main/README.md","https://github.com/jgbby/ICD-10-MCP"],"id":"RWE-5052","relevance":{"id":"RWE-5052","decision":"Core","rationale":"MCP searches ChromaDB embeddings of ICD-10 codes/descriptions. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"MCP searches ChromaDB embeddings of ICD-10 codes/descriptions. Limits: Automatic note-to-code model and upload UI are future work, not current capability.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jgbby/ICD-10-MCP/main/README.md","https://github.com/jgbby/ICD-10-MCP"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"noopur-zambare/hospital-assistant-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Hospital MCP combines local patient queries with NLM ICD-10 reference lookup.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"noopur-zambare/hospital-assistant-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Hospital MCP combines local patient queries with NLM ICD-10 reference lookup."],"limitation":"Include structured-data/terminology components; consumer-health and generated advice are not research validation.","url":"https://github.com/noopur-zambare/hospital-assistant-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/noopur-zambare/hospital-assistant-MCP-server/main/README.md","https://github.com/noopur-zambare/hospital-assistant-MCP-server"],"id":"RWE-5053","relevance":{"id":"RWE-5053","decision":"Core","rationale":"Hospital MCP combines local patient queries with NLM ICD-10 reference lookup. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Hospital MCP combines local patient queries with NLM ICD-10 reference lookup. Limits: Include structured-data/terminology components; consumer-health and generated advice are not research validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/noopur-zambare/hospital-assistant-MCP-server/main/README.md","https://github.com/noopur-zambare/hospital-assistant-MCP-server"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"quentincody/medical-coding-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Bio MCP medical-coding component exposes upstream coding API calls and response queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"quentincody/medical-coding-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Bio MCP medical-coding component exposes upstream coding API calls and response queries."],"limitation":"Component-level collection attribution; upstream coding accuracy not independently verified.","url":"https://github.com/quentincody/medical-coding-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/QuentinCody/medical-coding-mcp-server/main/README.md","https://github.com/QuentinCody/medical-coding-mcp-server"],"id":"RWE-5055","relevance":{"id":"RWE-5055","decision":"Core","rationale":"Bio MCP medical-coding component exposes upstream coding API calls and response queries. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Bio MCP medical-coding component exposes upstream coding API calls and response queries. Limits: Component-level collection attribution; upstream coding accuracy not independently verified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/QuentinCody/medical-coding-mcp-server/main/README.md","https://github.com/QuentinCody/medical-coding-mcp-server"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"rk-cyber-k/orthoprep-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"PainPrep MCP retrieves procedure references, coding/documentation checklists and research evidence for pain medicine.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rk-cyber-k/orthoprep-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["PainPrep MCP retrieves procedure references, coding/documentation checklists and research evidence for pain medicine."],"limitation":"Coverage/anticoagulation guidance changes; not validated treatment advice, and paid tiers may apply.","url":"https://github.com/rk-cyber-k/orthoprep-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/rk-cyber-k/orthoprep-mcp-server/main/README.md","https://github.com/rk-cyber-k/orthoprep-mcp-server"],"id":"RWE-5056","relevance":{"id":"RWE-5056","decision":"Core","rationale":"PainPrep MCP retrieves procedure references, coding/documentation checklists and research evidence for pain medicine. The selected clinical/scholarly source retrieval, document extraction or evidence graph supplies a necessary health-evidence workflow; model judgments remain unapproved.","relevanceBasis":"PainPrep MCP retrieves procedure references, coding/documentation checklists and research evidence for pain medicine. Limits: Coverage/anticoagulation guidance changes; not validated treatment advice, and paid tiers may apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rk-cyber-k/orthoprep-mcp-server/main/README.md","https://github.com/rk-cyber-k/orthoprep-mcp-server"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"adithyx-0/codeweaver","kind":"MCP server","category":"RWE Data & Analytics","summary":"CodeWeaver MCP ranks ICD-10-CM candidates and checks encoded CMS constraints.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"adithyx-0/codeweaver","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CodeWeaver MCP ranks ICD-10-CM candidates and checks encoded CMS constraints."],"limitation":"Narrow cardiac/diabetes code coverage and rule-based checks do not prove full coding accuracy.","url":"https://github.com/adithyx-0/codeweaver","primarySourceURLs":["https://raw.githubusercontent.com/adithyx-0/codeweaver/main/README.md","https://github.com/adithyx-0/codeweaver"],"id":"RWE-5057","relevance":{"id":"RWE-5057","decision":"Core","rationale":"CodeWeaver MCP ranks ICD-10-CM candidates and checks encoded CMS constraints. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"CodeWeaver MCP ranks ICD-10-CM candidates and checks encoded CMS constraints. Limits: Narrow cardiac/diabetes code coverage and rule-based checks do not prove full coding accuracy.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/adithyx-0/codeweaver/main/README.md","https://github.com/adithyx-0/codeweaver"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"niranjans8/curex-healthcare-ai","kind":"Research tool","category":"RWE Data & Analytics","summary":"CureX agent ingests medical documents and returns cited retrieval-based answers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"niranjans8/curex-healthcare-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CureX agent ingests medical documents and returns cited retrieval-based answers."],"limitation":"Educational/research tool; retrieval and safety checks do not establish clinical correctness.","url":"https://github.com/niranjans8/curex-healthcare-ai","primarySourceURLs":["https://raw.githubusercontent.com/NiranjanS8/curex-healthcare-ai/main/README.md","https://github.com/NiranjanS8/curex-healthcare-ai"],"id":"RWE-5058","relevance":{"id":"RWE-5058","decision":"Core","rationale":"CureX agent ingests medical documents and returns cited retrieval-based answers. The selected clinical/scholarly source retrieval, document extraction or evidence graph supplies a necessary health-evidence workflow; model judgments remain unapproved.","relevanceBasis":"CureX agent ingests medical documents and returns cited retrieval-based answers. Limits: Educational/research tool; retrieval and safety checks do not establish clinical correctness.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/NiranjanS8/curex-healthcare-ai/main/README.md","https://github.com/NiranjanS8/curex-healthcare-ai"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"slatech-il/mediora-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Hosted Mediora MCP retrieves blood-test, condition and symptom catalogue entries in three languages.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"slatech-il/mediora-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Hosted Mediora MCP retrieves blood-test, condition and symptom catalogue entries in three languages."],"limitation":"Doctor-reviewed claim is provider-reported; reference access does not validate patient-specific advice.","url":"https://github.com/slatech-il/mediora-mcp","primarySourceURLs":["https://raw.githubusercontent.com/SLAtech-IL/mediora-mcp/main/README.md","https://github.com/SLAtech-IL/mediora-mcp"],"id":"RWE-5059","relevance":{"id":"RWE-5059","decision":"Core","rationale":"Hosted Mediora MCP retrieves blood-test, condition and symptom catalogue entries in three languages. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Hosted Mediora MCP retrieves blood-test, condition and symptom catalogue entries in three languages. Limits: Doctor-reviewed claim is provider-reported; reference access does not validate patient-specific advice.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SLAtech-IL/mediora-mcp/main/README.md","https://github.com/SLAtech-IL/mediora-mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"mahope/cosurg","kind":"MCP server","category":"RWE Data & Analytics","summary":"CoSurg MCP retrieves clinical reference passages through a knowledge server.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mahope/cosurg","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CoSurg MCP retrieves clinical reference passages through a knowledge server."],"limitation":"Include sourced reference component; treatment lookup and warnings require qualified current review.","url":"https://github.com/mahope/cosurg","primarySourceURLs":["https://raw.githubusercontent.com/mahope/cosurg/main/README.md","https://github.com/mahope/cosurg"],"id":"RWE-5061","relevance":{"id":"RWE-5061","decision":"Core","rationale":"CoSurg MCP retrieves clinical reference passages through a knowledge server. The selected clinical/scholarly source retrieval, document extraction or evidence graph supplies a necessary health-evidence workflow; model judgments remain unapproved.","relevanceBasis":"CoSurg MCP retrieves clinical reference passages through a knowledge server. Limits: Include sourced reference component; treatment lookup and warnings require qualified current review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mahope/cosurg/main/README.md","https://github.com/mahope/cosurg"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"rbr7/clinclaw","kind":"Research tool","category":"RWE Data & Analytics","summary":"ClinClaw harness profiles healthcare-data quality and extracts/normalizes clinical entities.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rbr7/clinclaw","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ClinClaw harness profiles healthcare-data quality and extracts/normalizes clinical entities."],"limitation":"Include data-quality/NLP component; diagnosis/prediction outputs remain unvalidated.","url":"https://github.com/rbr7/clinclaw","primarySourceURLs":["https://raw.githubusercontent.com/rbr7/ClinClaw/main/README.md","https://github.com/rbr7/ClinClaw"],"id":"RWE-5062","relevance":{"id":"RWE-5062","decision":"Core","rationale":"ClinClaw harness profiles healthcare-data quality and extracts/normalizes clinical entities. The selected clinical scores, data standards, cohorts, pharmacometrics, costs or explicit health research method is identifiable; statistical/clinical validity limits remain.","relevanceBasis":"ClinClaw harness profiles healthcare-data quality and extracts/normalizes clinical entities. Limits: Include data-quality/NLP component; diagnosis/prediction outputs remain unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rbr7/ClinClaw/main/README.md","https://github.com/rbr7/ClinClaw"],"reviewGroup":"clinical-population-research-method"}},{"name":"jobxdubai/patientnotes-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"PatientNotes MCP exposes consultation-to-structured-note and follow-up-task workflows.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jobxdubai/patientnotes-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["PatientNotes MCP exposes consultation-to-structured-note and follow-up-task workflows."],"limitation":"Official status is repository claim pending provider identity; transcription/extraction accuracy not independently tested.","url":"https://github.com/jobxdubai/patientnotes-mcp","primarySourceURLs":["https://raw.githubusercontent.com/JobXDubai/patientnotes-mcp/master/README.md","https://github.com/JobXDubai/patientnotes-mcp"],"id":"RWE-5063","relevance":{"id":"RWE-5063","decision":"Core","rationale":"PatientNotes MCP exposes consultation-to-structured-note and follow-up-task workflows. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"PatientNotes MCP exposes consultation-to-structured-note and follow-up-task workflows. Limits: Official status is repository claim pending provider identity; transcription/extraction accuracy not independently tested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JobXDubai/patientnotes-mcp/master/README.md","https://github.com/JobXDubai/patientnotes-mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"petrefiedthunder/mcp-rxnorm","kind":"MCP server","category":"RWE Data & Analytics","summary":"RxNorm MCP searches normalized drug names, ingredients and NDC references.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"petrefiedthunder/mcp-rxnorm","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["RxNorm MCP searches normalized drug names, ingredients and NDC references."],"limitation":"Do not claim live NLM drug-interaction support without separate verification; interaction services may differ/discontinue.","url":"https://github.com/petrefiedthunder/mcp-rxnorm","primarySourceURLs":["https://raw.githubusercontent.com/PetrefiedThunder/mcp-rxnorm/main/README.md","https://github.com/PetrefiedThunder/mcp-rxnorm"],"id":"RWE-5067","relevance":{"id":"RWE-5067","decision":"Core","rationale":"RxNorm MCP searches normalized drug names, ingredients and NDC references. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"RxNorm MCP searches normalized drug names, ingredients and NDC references. Limits: Do not claim live NLM drug-interaction support without separate verification; interaction services may differ/discontinue.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/PetrefiedThunder/mcp-rxnorm/main/README.md","https://github.com/PetrefiedThunder/mcp-rxnorm"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"natgo-data-group-inc/pinpointrx","kind":"MCP server","category":"RWE Data & Analytics","summary":"PinpointRx MCP disambiguates RxNorm Current Prescribable Content with data-backed clarification questions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"natgo-data-group-inc/pinpointrx","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["PinpointRx MCP disambiguates RxNorm Current Prescribable Content with data-backed clarification questions."],"limitation":"Drug identity resolution only, not medication safety or prescribing guidance.","url":"https://github.com/natgo-data-group-inc/pinpointrx","primarySourceURLs":["https://raw.githubusercontent.com/NatGo-Data-Group-Inc/pinpointrx/main/README.md","https://github.com/NatGo-Data-Group-Inc/pinpointrx"],"id":"RWE-5068","relevance":{"id":"RWE-5068","decision":"Core","rationale":"PinpointRx MCP disambiguates RxNorm Current Prescribable Content with data-backed clarification questions. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"PinpointRx MCP disambiguates RxNorm Current Prescribable Content with data-backed clarification questions. Limits: Drug identity resolution only, not medication safety or prescribing guidance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/NatGo-Data-Group-Inc/pinpointrx/main/README.md","https://github.com/NatGo-Data-Group-Inc/pinpointrx"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"jkanishkha0305/billfighter","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medical bill extraction and CMS Physician Fee Schedule/NPI reference benchmarking agent.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jkanishkha0305/billfighter","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical bill extraction and CMS Physician Fee Schedule/NPI reference benchmarking agent."],"limitation":"Price benchmarks are not individualized fair-price or legal determinations.","url":"https://github.com/jkanishkha0305/billfighter","primarySourceURLs":["https://raw.githubusercontent.com/Jkanishkha0305/billfighter/main/README.md","https://github.com/Jkanishkha0305/billfighter"],"id":"RWE-5069","relevance":{"id":"RWE-5069","decision":"Core","rationale":"Medical bill extraction and CMS Physician Fee Schedule/NPI reference benchmarking agent. The selected clinical scores, data standards, cohorts, pharmacometrics, costs or explicit health research method is identifiable; statistical/clinical validity limits remain.","relevanceBasis":"Medical bill extraction and CMS Physician Fee Schedule/NPI reference benchmarking agent. Limits: Price benchmarks are not individualized fair-price or legal determinations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Jkanishkha0305/billfighter/main/README.md","https://github.com/Jkanishkha0305/billfighter"],"reviewGroup":"clinical-population-research-method"}},{"name":"cpt-rabbit/cpt-konsilium","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medical document ingestion, deidentification and longitudinal source-linked extraction workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cpt-rabbit/cpt-konsilium","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical document ingestion, deidentification and longitudinal source-linked extraction workflow."],"limitation":"Privacy and clinical report accuracy not independently verified; extraction component only.","url":"https://github.com/cpt-rabbit/cpt-konsilium","primarySourceURLs":["https://raw.githubusercontent.com/CPT-Rabbit/CPT-Konsilium/main/README.md","https://github.com/CPT-Rabbit/CPT-Konsilium"],"id":"RWE-5071","relevance":{"id":"RWE-5071","decision":"Core","rationale":"Medical document ingestion, deidentification and longitudinal source-linked extraction workflow. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Medical document ingestion, deidentification and longitudinal source-linked extraction workflow. Limits: Privacy and clinical report accuracy not independently verified; extraction component only.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/CPT-Rabbit/CPT-Konsilium/main/README.md","https://github.com/CPT-Rabbit/CPT-Konsilium"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"itarunnn/jp-lit-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Japanese scholarly retrieval MCP across CiNii, J-STAGE, national library and repository/catalog sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"itarunnn/jp-lit-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Japanese scholarly retrieval MCP across CiNii, J-STAGE, national library and repository/catalog sources."],"limitation":"Source-specific coverage and access; no completeness guarantee.","url":"https://github.com/itarunnn/jp-lit-mcp","primarySourceURLs":["https://raw.githubusercontent.com/itarunnn/jp-lit-mcp/main/README.md","https://github.com/itarunnn/jp-lit-mcp"],"id":"RWE-5073","relevance":{"id":"RWE-5073","decision":"Core","rationale":"Retain the documented evidence function: Japanese scholarly retrieval MCP across CiNii, J-STAGE, national library and repository/catalog sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Japanese scholarly retrieval MCP across CiNii, J-STAGE, national library and repository/catalog sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/itarunnn/jp-lit-mcp","https://raw.githubusercontent.com/itarunnn/jp-lit-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wcboy/global-pharma-atlas","kind":"MCP server","category":"RWE Data & Analytics","summary":"Government drug-price ETL, normalized entity matching and DuckDB MCP queries for cross-country pharmaceutical policy research.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wcboy/global-pharma-atlas","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Government drug-price ETL, normalized entity matching and DuckDB MCP queries for cross-country pharmaceutical policy research."],"limitation":"Country price definitions and identifier matching require careful harmonization.","url":"https://github.com/wcboy/global-pharma-atlas","primarySourceURLs":["https://raw.githubusercontent.com/wcboy/global-pharma-atlas/main/README.md","https://github.com/wcboy/global-pharma-atlas"],"id":"RWE-5074","relevance":{"id":"RWE-5074","decision":"Core","rationale":"Government drug-price ETL, normalized entity matching and DuckDB MCP queries for cross-country pharmaceutical policy research. The selected clinical scores, data standards, cohorts, pharmacometrics, costs or explicit health research method is identifiable; statistical/clinical validity limits remain.","relevanceBasis":"Government drug-price ETL, normalized entity matching and DuckDB MCP queries for cross-country pharmaceutical policy research. Limits: Country price definitions and identifier matching require careful harmonization.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/wcboy/global-pharma-atlas/main/README.md","https://github.com/wcboy/global-pharma-atlas"],"reviewGroup":"clinical-population-research-method"}},{"name":"agents365-ai/365-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"scholar-deep-research, Asta academic graph and drug-target prioritization skills in 365 Skills distribution.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"agents365-ai/365-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["scholar-deep-research, Asta academic graph and drug-target prioritization skills in 365 Skills distribution."],"limitation":"Component-scoped collection; copies of upstream skills require canonical reconciliation.","url":"https://github.com/agents365-ai/365-skills","primarySourceURLs":["https://raw.githubusercontent.com/Agents365-ai/365-skills/main/README.md","https://github.com/Agents365-ai/365-skills"],"id":"RWE-5076","relevance":{"id":"RWE-5076","decision":"Core","rationale":"Retain the documented evidence function: Scholarly research/Asta paper graph retrieval only; target prioritization excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly research/Asta paper graph retrieval only; target prioritization excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/agents365-ai/365-skills","https://raw.githubusercontent.com/Agents365-ai/365-skills/main/README.md","https://github.com/Agents365-ai/365-skills"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"berntpopp/mondo-link","kind":"MCP server","category":"RWE Data & Analytics","summary":"Local MONDO ontology term, hierarchy and cross-ontology mapping MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"berntpopp/mondo-link","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Local MONDO ontology term, hierarchy and cross-ontology mapping MCP."],"limitation":"Release-specific ontology mappings are not clinical validation.","url":"https://github.com/berntpopp/mondo-link","primarySourceURLs":["https://raw.githubusercontent.com/berntpopp/mondo-link/main/README.md","https://github.com/berntpopp/mondo-link"],"id":"RWE-5078","relevance":{"id":"RWE-5078","decision":"Core","rationale":"Local MONDO ontology term, hierarchy and cross-ontology mapping MCP. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Local MONDO ontology term, hierarchy and cross-ontology mapping MCP. Limits: Release-specific ontology mappings are not clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/berntpopp/mondo-link/main/README.md","https://github.com/berntpopp/mondo-link"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"berntpopp/hpo-link","kind":"MCP server","category":"RWE Data & Analytics","summary":"Local HPO/HPOA term, hierarchy, phenotype, disease and gene association MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"berntpopp/hpo-link","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Local HPO/HPOA term, hierarchy, phenotype, disease and gene association MCP."],"limitation":"Annotation version and source coverage constrain interpretation.","url":"https://github.com/berntpopp/hpo-link","primarySourceURLs":["https://raw.githubusercontent.com/berntpopp/hpo-link/main/README.md","https://github.com/berntpopp/hpo-link"],"id":"RWE-5079","relevance":{"id":"RWE-5079","decision":"Core","rationale":"Local HPO/HPOA term, hierarchy, phenotype, disease and gene association MCP. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Local HPO/HPOA term, hierarchy, phenotype, disease and gene association MCP. Limits: Annotation version and source coverage constrain interpretation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/berntpopp/hpo-link/main/README.md","https://github.com/berntpopp/hpo-link"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"nahbutch/oncora","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Oncora current status document describes PubMed corpus retrieval/reasoning with real MCP host/client and provenance runtime.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nahbutch/oncora","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Oncora current status document describes PubMed corpus retrieval/reasoning with real MCP host/client and provenance runtime."],"limitation":"Prototype only: single-function workflow, incomplete governance, no human-expert benchmark; README design-phase text appears stale per detailed status.","url":"https://github.com/nahbutch/oncora","primarySourceURLs":["https://raw.githubusercontent.com/NahButch/oncora/main/README.md","https://raw.githubusercontent.com/NahButch/oncora/main/docs/11-status.md","https://github.com/NahButch/oncora"],"id":"RWE-5080","relevance":{"id":"RWE-5080","decision":"Core","rationale":"Retain the documented evidence function: Oncora current status document describes PubMed corpus retrieval/reasoning with real MCP host/client and provenance runtime. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Oncora current status document describes PubMed corpus retrieval/reasoning with real MCP host/client and provenance runtime.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nahbutch/oncora","https://raw.githubusercontent.com/NahButch/oncora/main/README.md","https://raw.githubusercontent.com/NahButch/oncora/main/docs/11-status.md","https://github.com/NahButch/oncora"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"epistasislab/ismb-2026-biomedical-agent-engineering","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Tutorial package includes custom PubMed FastMCP search/abstract/full-text server and CPIC retrieval workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"epistasislab/ismb-2026-biomedical-agent-engineering","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Tutorial package includes custom PubMed FastMCP search/abstract/full-text server and CPIC retrieval workflows."],"limitation":"Educational component attribution; no validated clinical recommendation claims.","url":"https://github.com/epistasislab/ismb-2026-biomedical-agent-engineering","primarySourceURLs":["https://raw.githubusercontent.com/EpistasisLab/ismb-2026-biomedical-agent-engineering/main/README.md","https://github.com/EpistasisLab/ismb-2026-biomedical-agent-engineering"],"id":"RWE-5081","relevance":{"id":"RWE-5081","decision":"Core","rationale":"Retain the documented evidence function: PubMed source retrieval and source-level CPIC guidance only; individualized pharmacogenomic recommendations excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed source retrieval and source-level CPIC guidance only; individualized pharmacogenomic recommendations excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/epistasislab/ismb-2026-biomedical-agent-engineering","https://raw.githubusercontent.com/EpistasisLab/ismb-2026-biomedical-agent-engineering/main/README.md","https://github.com/EpistasisLab/ismb-2026-biomedical-agent-engineering"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"muwenbo/phenotype-analysis-toolset-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Chinese/English HPO term mapping and phenotype retrieval through FastMCP and vector search.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"muwenbo/phenotype-analysis-toolset-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Chinese/English HPO term mapping and phenotype retrieval through FastMCP and vector search."],"limitation":"Mapping quality and embedding configuration not benchmarked here.","url":"https://github.com/muwenbo/phenotype-analysis-toolset-mcp","primarySourceURLs":["https://raw.githubusercontent.com/muwenbo/phenotype-analysis-toolset-mcp/main/README.md","https://github.com/muwenbo/phenotype-analysis-toolset-mcp"],"id":"RWE-5084","relevance":{"id":"RWE-5084","decision":"Core","rationale":"Chinese/English HPO term mapping and phenotype retrieval through FastMCP and vector search. The selected clinical scores, data standards, cohorts, pharmacometrics, costs or explicit health research method is identifiable; statistical/clinical validity limits remain.","relevanceBasis":"Chinese/English HPO term mapping and phenotype retrieval through FastMCP and vector search. Limits: Mapping quality and embedding configuration not benchmarked here.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/muwenbo/phenotype-analysis-toolset-mcp/main/README.md","https://github.com/muwenbo/phenotype-analysis-toolset-mcp"],"reviewGroup":"clinical-population-research-method"}},{"name":"amanzadi/ukb_mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"UK Biobank public field metadata retrieval, local basket phenotype assembly and GWAS summary-statistic workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"amanzadi/ukb_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["UK Biobank public field metadata retrieval, local basket phenotype assembly and GWAS summary-statistic workflow."],"limitation":"Does not confer access to controlled UK Biobank participant data.","url":"https://github.com/amanzadi/ukb_mcp","primarySourceURLs":["https://raw.githubusercontent.com/amanzadi/UKB_MCP/main/README.md","https://github.com/amanzadi/UKB_MCP"],"id":"RWE-5085","relevance":{"id":"RWE-5085","decision":"Core","rationale":"UK Biobank public field metadata retrieval, local basket phenotype assembly and GWAS summary-statistic workflow. The selected clinical scores, data standards, cohorts, pharmacometrics, costs or explicit health research method is identifiable; statistical/clinical validity limits remain.","relevanceBasis":"UK Biobank public field metadata retrieval, local basket phenotype assembly and GWAS summary-statistic workflow. Limits: Does not confer access to controlled UK Biobank participant data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/amanzadi/UKB_MCP/main/README.md","https://github.com/amanzadi/UKB_MCP"],"reviewGroup":"clinical-population-research-method"}},{"name":"708san/ai_agentwithlanggraph","kind":"Research tool","category":"RWE Data & Analytics","summary":"Rare-disease LangGraph workflow retrieving cases from PubCaseFinder API.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"708san/ai_agentwithlanggraph","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Rare-disease LangGraph workflow retrieving cases from PubCaseFinder API."],"limitation":"Retrieval component only; zero-shot diagnostic suggestions not validated.","url":"https://github.com/708san/ai_agentwithlanggraph","primarySourceURLs":["https://raw.githubusercontent.com/708san/AI_AgentWithLangGraph/main/README.md","https://github.com/708san/AI_AgentWithLangGraph"],"id":"RWE-5090","relevance":{"id":"RWE-5090","decision":"Core","rationale":"Rare-disease LangGraph workflow retrieving cases from PubCaseFinder API. The selected clinical/scholarly source retrieval, document extraction or evidence graph supplies a necessary health-evidence workflow; model judgments remain unapproved.","relevanceBasis":"Rare-disease LangGraph workflow retrieving cases from PubCaseFinder API. Limits: Retrieval component only; zero-shot diagnostic suggestions not validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/708san/AI_AgentWithLangGraph/main/README.md","https://github.com/708san/AI_AgentWithLangGraph"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"metadatacenter/bioportal-term-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"BioPortal ontology term lookup and class retrieval MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"metadatacenter/bioportal-term-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["BioPortal ontology term lookup and class retrieval MCP."],"limitation":"Ontology/API access and release constraints; terminology is not patient evidence.","url":"https://github.com/metadatacenter/bioportal-term-mcp","primarySourceURLs":["https://raw.githubusercontent.com/metadatacenter/bioportal-term-mcp/main/README.md","https://github.com/metadatacenter/bioportal-term-mcp"],"id":"RWE-5092","relevance":{"id":"RWE-5092","decision":"Core","rationale":"BioPortal ontology term lookup and class retrieval MCP. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"BioPortal ontology term lookup and class retrieval MCP. Limits: Ontology/API access and release constraints; terminology is not patient evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/metadatacenter/bioportal-term-mcp/main/README.md","https://github.com/metadatacenter/bioportal-term-mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"sikiru-atanda/torchgenomics","kind":"MCP server","category":"Biomedical & Bioinformatics","summary":"Torchgenomics MCP exposes GWAS, annotation, plotting and other tier-one statistical genetics functions.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sikiru-atanda/torchgenomics","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Torchgenomics MCP exposes GWAS, annotation, plotting and other tier-one statistical genetics functions."],"limitation":"Alpha software; harmonization and statistical assumptions require validation; formerly torchgwas.","url":"https://github.com/sikiru-atanda/torchgenomics","primarySourceURLs":["https://raw.githubusercontent.com/sikiru-atanda/torchgenomics/master/README.md","https://github.com/sikiru-atanda/torchgenomics"],"id":"RWE-5093","relevance":{"id":"RWE-5093","decision":"Core","rationale":"Explicit GWAS and statistical genetics functions provide an epidemiologic method basis; biological annotation and alpha status do not establish validated findings.","relevanceBasis":"Torchgenomics MCP exposes GWAS, annotation, plotting and other tier-one statistical genetics functions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sikiru-atanda/torchgenomics/master/README.md","https://github.com/sikiru-atanda/torchgenomics"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"clinical-mcp/hpo_mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"HPO MCP phenotype ontology lookup and retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"clinical-mcp/hpo_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["HPO MCP phenotype ontology lookup and retrieval."],"limitation":"Source release and annotation constraints.","url":"https://github.com/clinical-mcp/hpo_mcp","primarySourceURLs":["https://raw.githubusercontent.com/clinical-mcp/hpo_mcp/main/README.md","https://github.com/clinical-mcp/hpo_mcp"],"id":"RWE-5094","relevance":{"id":"RWE-5094","decision":"Core","rationale":"HPO MCP phenotype ontology lookup and retrieval. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"HPO MCP phenotype ontology lookup and retrieval. Limits: Source release and annotation constraints.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/clinical-mcp/hpo_mcp/main/README.md","https://github.com/clinical-mcp/hpo_mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"fryanpan/rare-disease-consult-plugin","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Rare-disease consultation plugin combines HPO and PubMed evidence retrieval with structured interview workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fryanpan/rare-disease-consult-plugin","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Rare-disease consultation plugin combines HPO and PubMed evidence retrieval with structured interview workflow."],"limitation":"Retrieval component only; proposed diagnoses require clinical evaluation.","url":"https://github.com/fryanpan/rare-disease-consult-plugin","primarySourceURLs":["https://raw.githubusercontent.com/fryanpan/rare-disease-consult-plugin/main/README.md","https://github.com/fryanpan/rare-disease-consult-plugin"],"id":"RWE-5095","relevance":{"id":"RWE-5095","decision":"Core","rationale":"Retain the documented evidence function: Rare-disease consultation plugin combines HPO and PubMed evidence retrieval with structured interview workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Rare-disease consultation plugin combines HPO and PubMed evidence retrieval with structured interview workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fryanpan/rare-disease-consult-plugin","https://raw.githubusercontent.com/fryanpan/rare-disease-consult-plugin/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"daxuangarden/zotero-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Zotero research evidence review, citation checking and RIS export agent skills.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"daxuangarden/zotero-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Zotero research evidence review, citation checking and RIS export agent skills."],"limitation":"Requires configured Zotero MCP and optional PubMed; source attribution quality needs review.","url":"https://github.com/daxuangarden/zotero-skills","primarySourceURLs":["https://raw.githubusercontent.com/DaXuanGarden/zotero-skills/main/README.md","https://github.com/DaXuanGarden/zotero-skills"],"id":"RWE-5097","relevance":{"id":"RWE-5097","decision":"Core","rationale":"Retain the documented evidence function: Zotero research evidence review, citation checking and RIS export agent skills. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Zotero research evidence review, citation checking and RIS export agent skills.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/daxuangarden/zotero-skills","https://raw.githubusercontent.com/DaXuanGarden/zotero-skills/main/README.md","https://github.com/DaXuanGarden/zotero-skills"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"msoliman6/bibliograph","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Research evidence mapper agent constructs source-linked literature graph with exact-quote grounding.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"msoliman6/bibliograph","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research evidence mapper agent constructs source-linked literature graph with exact-quote grounding."],"limitation":"Citation matching cannot establish exhaustive coverage or scientific correctness.","url":"https://github.com/msoliman6/bibliograph","primarySourceURLs":["https://raw.githubusercontent.com/msoliman6/bibliograph/main/README.md","https://github.com/msoliman6/bibliograph"],"id":"RWE-5098","relevance":{"id":"RWE-5098","decision":"Core","rationale":"Retain the documented evidence function: Research evidence mapper agent constructs source-linked literature graph with exact-quote grounding. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research evidence mapper agent constructs source-linked literature graph with exact-quote grounding.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/msoliman6/bibliograph","https://raw.githubusercontent.com/msoliman6/bibliograph/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sushuqiong/med-research-ai-navigator","kind":"Research tool","category":"Biomedical & Bioinformatics","summary":"Medical research skills route cohort statistics, survival, causal/MR and bioinformatics workflows.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sushuqiong/med-research-ai-navigator","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Medical research skills route cohort statistics, survival, causal/MR and bioinformatics workflows."],"limitation":"Instructional workflows do not validate causal assumptions or results.","url":"https://github.com/sushuqiong/med-research-ai-navigator","primarySourceURLs":["https://raw.githubusercontent.com/sushuqiong/med-research-ai-navigator/main/README.md","https://github.com/sushuqiong/med-research-ai-navigator"],"id":"RWE-5099","relevance":{"id":"RWE-5099","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Medical research skills route cohort statistics, survival, causal/MR and bioinformatics workflows.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sushuqiong/med-research-ai-navigator/main/README.md","https://github.com/sushuqiong/med-research-ai-navigator"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"beatrice-b-m/embed-agent-context","kind":"MCP server","category":"RWE Data & Analytics","summary":"EMBED breast imaging dataset semantics and cohort-definition CLI/MCP context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"beatrice-b-m/embed-agent-context","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["EMBED breast imaging dataset semantics and cohort-definition CLI/MCP context."],"limitation":"Requires authorized user data; incomplete pathology timing constrains cohort inference.","url":"https://github.com/beatrice-b-m/embed-agent-context","primarySourceURLs":["https://raw.githubusercontent.com/beatrice-b-m/embed-agent-context/main/README.md","https://github.com/beatrice-b-m/embed-agent-context"],"id":"RWE-5100","relevance":{"id":"RWE-5100","decision":"Core","rationale":"EMBED breast imaging dataset semantics and cohort-definition CLI/MCP context. The selected clinical scores, data standards, cohorts, pharmacometrics, costs or explicit health research method is identifiable; statistical/clinical validity limits remain.","relevanceBasis":"EMBED breast imaging dataset semantics and cohort-definition CLI/MCP context. Limits: Requires authorized user data; incomplete pathology timing constrains cohort inference.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/beatrice-b-m/embed-agent-context/main/README.md","https://github.com/beatrice-b-m/embed-agent-context"],"reviewGroup":"clinical-population-research-method"}},{"name":"samjd-zz/answer42","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Answer42 multiagent scholarly document extraction, citation analysis, enrichment and synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"samjd-zz/answer42","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Answer42 multiagent scholarly document extraction, citation analysis, enrichment and synthesis."],"limitation":"Generated analysis requires source checking; model and hardware dependencies.","url":"https://github.com/samjd-zz/answer42","primarySourceURLs":["https://raw.githubusercontent.com/samjd-zz/answer42/main/README.md","https://github.com/samjd-zz/answer42"],"id":"RWE-5102","relevance":{"id":"RWE-5102","decision":"Core","rationale":"Retain the documented evidence function: Answer42 multiagent scholarly document extraction, citation analysis, enrichment and synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Answer42 multiagent scholarly document extraction, citation analysis, enrichment and synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/samjd-zz/answer42","https://raw.githubusercontent.com/samjd-zz/answer42/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"epistemic-me/self-management-agent","kind":"MCP server","category":"RWE Data & Analytics","summary":"Profile MCP measurement/biomarker data management and DD-MCP API integration bundle.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"epistemic-me/self-management-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Profile MCP measurement/biomarker data management and DD-MCP API integration bundle."],"limitation":"Separate submodule attribution; wellness recommendations not validated.","url":"https://github.com/epistemic-me/self-management-agent","primarySourceURLs":["https://raw.githubusercontent.com/Epistemic-Me/Self-Management-Agent/main/README.md","https://github.com/Epistemic-Me/Self-Management-Agent"],"id":"RWE-5103","relevance":{"id":"RWE-5103","decision":"Core","rationale":"Profile MCP measurement/biomarker data management and DD-MCP API integration bundle. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Profile MCP measurement/biomarker data management and DD-MCP API integration bundle. Limits: Separate submodule attribution; wellness recommendations not validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Epistemic-Me/Self-Management-Agent/main/README.md","https://github.com/Epistemic-Me/Self-Management-Agent"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"sirazsium84/healthcare-assistant-mcp-test","kind":"Research tool","category":"RWE Data & Analytics","summary":"Uploaded healthcare document retrieval and medical-test price web-search tool calling.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sirazsium84/healthcare-assistant-mcp-test","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Uploaded healthcare document retrieval and medical-test price web-search tool calling."],"limitation":"Web price estimates are not standardized claims data or verified cost guarantees.","url":"https://github.com/sirazsium84/healthcare-assistant-mcp-test","primarySourceURLs":["https://raw.githubusercontent.com/SirazSium84/healthcare-assistant-mcp-test/main/README.md","https://github.com/SirazSium84/healthcare-assistant-mcp-test"],"id":"RWE-5104","relevance":{"id":"RWE-5104","decision":"Core","rationale":"Uploaded healthcare document retrieval and medical-test price web-search tool calling. The selected clinical/scholarly source retrieval, document extraction or evidence graph supplies a necessary health-evidence workflow; model judgments remain unapproved.","relevanceBasis":"Uploaded healthcare document retrieval and medical-test price web-search tool calling. Limits: Web price estimates are not standardized claims data or verified cost guarantees.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SirazSium84/healthcare-assistant-mcp-test/main/README.md","https://github.com/SirazSium84/healthcare-assistant-mcp-test"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"longevitycoach/bloodtest-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Blood test document ingestion and medical-text RAG search MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"longevitycoach/bloodtest-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Blood test document ingestion and medical-text RAG search MCP."],"limitation":"Retrieval/extraction only; functional-medicine optimal ranges and supplement advice not validated.","url":"https://github.com/longevitycoach/bloodtest-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/longevitycoach/bloodtest-mcp-server/main/README.md","https://github.com/longevitycoach/bloodtest-mcp-server"],"id":"RWE-5106","relevance":{"id":"RWE-5106","decision":"Core","rationale":"Blood test document ingestion and medical-text RAG search MCP. The selected clinical/scholarly source retrieval, document extraction or evidence graph supplies a necessary health-evidence workflow; model judgments remain unapproved.","relevanceBasis":"Blood test document ingestion and medical-text RAG search MCP. Limits: Retrieval/extraction only; functional-medicine optimal ranges and supplement advice not validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/longevitycoach/bloodtest-mcp-server/main/README.md","https://github.com/longevitycoach/bloodtest-mcp-server"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"hemantkamalakar/oura-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Oura Ring health-data retrieval MCP for agent clients.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hemantkamalakar/oura-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Oura Ring health-data retrieval MCP for agent clients."],"limitation":"Requires authorized Oura access; wearable measurements not clinical ground truth.","url":"https://github.com/hemantkamalakar/oura-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/hemantkamalakar/oura-mcp-server/main/README.md","https://github.com/hemantkamalakar/oura-mcp-server"],"id":"RWE-5107","relevance":{"id":"RWE-5107","decision":"Core","rationale":"Oura Ring health-data retrieval MCP for agent clients. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Oura Ring health-data retrieval MCP for agent clients. Limits: Requires authorized Oura access; wearable measurements not clinical ground truth.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hemantkamalakar/oura-mcp-server/main/README.md","https://github.com/hemantkamalakar/oura-mcp-server"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"berntpopp/litvar-link","kind":"MCP server","category":"RWE Data & Analytics","summary":"NCBI LitVar2 variant-to-publication retrieval MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"berntpopp/litvar-link","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["NCBI LitVar2 variant-to-publication retrieval MCP."],"limitation":"NCBI throttling and multi-step variant resolution constrain completeness.","url":"https://github.com/berntpopp/litvar-link","primarySourceURLs":["https://raw.githubusercontent.com/berntpopp/litvar-link/main/README.md","https://github.com/berntpopp/litvar-link"],"id":"RWE-5110","relevance":{"id":"RWE-5110","decision":"Core","rationale":"NCBI LitVar2 variant-to-publication retrieval MCP. The selected clinical/scholarly source retrieval, document extraction or evidence graph supplies a necessary health-evidence workflow; model judgments remain unapproved.","relevanceBasis":"NCBI LitVar2 variant-to-publication retrieval MCP. Limits: NCBI throttling and multi-step variant resolution constrain completeness.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/berntpopp/litvar-link/main/README.md","https://github.com/berntpopp/litvar-link"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"berntpopp/genereviews-link","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"GeneReviews chapter corpus MCP with citable hybrid-search passages.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"berntpopp/genereviews-link","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["GeneReviews chapter corpus MCP with citable hybrid-search passages."],"limitation":"Corpus freshness and passage context matter; research only.","url":"https://github.com/berntpopp/genereviews-link","primarySourceURLs":["https://raw.githubusercontent.com/berntpopp/genereviews-link/main/README.md","https://github.com/berntpopp/genereviews-link"],"id":"RWE-5111","relevance":{"id":"RWE-5111","decision":"Core","rationale":"Retain the documented evidence function: GeneReviews chapter corpus MCP with citable hybrid-search passages. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"GeneReviews chapter corpus MCP with citable hybrid-search passages.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/berntpopp/genereviews-link","https://raw.githubusercontent.com/berntpopp/genereviews-link/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"berntpopp/pubtator-link","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubTator3 biomedical search, entity/relation annotations and review-scoped citable passage retrieval MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"berntpopp/pubtator-link","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubTator3 biomedical search, entity/relation annotations and review-scoped citable passage retrieval MCP."],"limitation":"Automated annotations and index scope require verification.","url":"https://github.com/berntpopp/pubtator-link","primarySourceURLs":["https://raw.githubusercontent.com/berntpopp/pubtator-link/main/README.md","https://github.com/berntpopp/pubtator-link"],"id":"RWE-5112","relevance":{"id":"RWE-5112","decision":"Core","rationale":"Retain the documented evidence function: PubTator3 biomedical search, entity/relation annotations and review-scoped citable passage retrieval MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubTator3 biomedical search, entity/relation annotations and review-scoped citable passage retrieval MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/berntpopp/pubtator-link","https://raw.githubusercontent.com/berntpopp/pubtator-link/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dianel555/paper-search-mcp-nodejs","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Node.js scholarly search/download MCP across PubMed, preprints, Crossref and publisher platforms.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dianel555/paper-search-mcp-nodejs","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Node.js scholarly search/download MCP across PubMed, preprints, Crossref and publisher platforms.","Academic paper search; PubMed and preprint retrieval; bibliographic metadata"],"limitation":"Provider access and download availability vary; no guaranteed full text. Source-specific access and document availability vary. Do not infer access rights, completeness or uniform tool behavior across advertised platforms.","url":"https://github.com/dianel555/paper-search-mcp-nodejs","primarySourceURLs":["https://raw.githubusercontent.com/Dianel555/paper-search-mcp-nodejs/main/README.md","https://github.com/Dianel555/paper-search-mcp-nodejs","https://github.com/Dianel555/paper-search-nodejs"],"id":"RWE-5113","relevance":{"id":"RWE-5113","decision":"Core","rationale":"Retain the documented evidence function: Node.js scholarly search/download MCP across PubMed, preprints, Crossref and publisher platforms. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Node.js scholarly search/download MCP across PubMed, preprints, Crossref and publisher platforms.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dianel555/paper-search-mcp-nodejs","https://raw.githubusercontent.com/Dianel555/paper-search-mcp-nodejs/main/README.md","https://github.com/Dianel555/paper-search-mcp-nodejs","https://github.com/Dianel555/paper-search-nodejs"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zjromani/garmin-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Garmin webhook ingestion, SQLite persistence and remote health-data MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zjromani/garmin-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin webhook ingestion, SQLite persistence and remote health-data MCP."],"limitation":"Requires authorized Garmin feed and configured AWS infrastructure.","url":"https://github.com/zjromani/garmin-mcp","primarySourceURLs":["https://raw.githubusercontent.com/zjromani/garmin-mcp/main/README.md","https://github.com/zjromani/garmin-mcp"],"id":"RWE-5114","relevance":{"id":"RWE-5114","decision":"Core","rationale":"Garmin webhook ingestion, SQLite persistence and remote health-data MCP. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Garmin webhook ingestion, SQLite persistence and remote health-data MCP. Limits: Requires authorized Garmin feed and configured AWS infrastructure.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zjromani/garmin-mcp/main/README.md","https://github.com/zjromani/garmin-mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"ibbykhazanchi/athenahealth-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Athenahealth API MCP patient search and provider/department retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ibbykhazanchi/athenahealth-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Athenahealth API MCP patient search and provider/department retrieval."],"limitation":"Patient data access is enabling component; appointment mutations need appropriate authorization.","url":"https://github.com/ibbykhazanchi/athenahealth-mcp","primarySourceURLs":["https://raw.githubusercontent.com/ibbykhazanchi/athenahealth-mcp/main/README.md","https://github.com/ibbykhazanchi/athenahealth-mcp"],"id":"RWE-5115","relevance":{"id":"RWE-5115","decision":"Core","rationale":"Athenahealth API MCP patient search and provider/department retrieval. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Athenahealth API MCP patient search and provider/department retrieval. Limits: Patient data access is enabling component; appointment mutations need appropriate authorization.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ibbykhazanchi/athenahealth-mcp/main/README.md","https://github.com/ibbykhazanchi/athenahealth-mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"sbayer2/medical-agent-fastmcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Medical document analysis MCP with basic/comprehensive/batch processing tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sbayer2/medical-agent-fastmcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical document analysis MCP with basic/comprehensive/batch processing tools."],"limitation":"Extraction accuracy, HIPAA and availability claims not independently verified; service access required.","url":"https://github.com/sbayer2/medical-agent-fastmcp","primarySourceURLs":["https://raw.githubusercontent.com/sbayer2/medical-agent-fastmcp/main/README.md","https://github.com/sbayer2/medical-agent-fastmcp"],"id":"RWE-5116","relevance":{"id":"RWE-5116","decision":"Core","rationale":"Medical document analysis MCP with basic/comprehensive/batch processing tools. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Medical document analysis MCP with basic/comprehensive/batch processing tools. Limits: Extraction accuracy, HIPAA and availability claims not independently verified; service access required.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sbayer2/medical-agent-fastmcp/main/README.md","https://github.com/sbayer2/medical-agent-fastmcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"noonintellab/amazon-bedrock-agents-healthcare-lifesciences","kind":"Research tool","category":"RWE Data & Analytics","summary":"Healthcare/life-science Bedrock agent toolkit including biomarker analysis and USPTO retrieval components.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"noonintellab/amazon-bedrock-agents-healthcare-lifesciences","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Healthcare/life-science Bedrock agent toolkit including biomarker analysis and USPTO retrieval components."],"limitation":"Sample distribution; reconcile AWS upstream and component-specific data/credential requirements.","url":"https://github.com/noonintellab/amazon-bedrock-agents-healthcare-lifesciences","primarySourceURLs":["https://raw.githubusercontent.com/noonintellab/amazon-bedrock-agents-healthcare-lifesciences/main/README.md","https://github.com/noonintellab/amazon-bedrock-agents-healthcare-lifesciences"],"id":"RWE-5117","relevance":{"id":"RWE-5117","decision":"Core","rationale":"Healthcare/life-science Bedrock agent toolkit including biomarker analysis and USPTO retrieval components. The selected clinical/scholarly source retrieval, document extraction or evidence graph supplies a necessary health-evidence workflow; model judgments remain unapproved.","relevanceBasis":"Healthcare/life-science Bedrock agent toolkit including biomarker analysis and USPTO retrieval components. Limits: Sample distribution; reconcile AWS upstream and component-specific data/credential requirements.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/noonintellab/amazon-bedrock-agents-healthcare-lifesciences/main/README.md","https://github.com/noonintellab/amazon-bedrock-agents-healthcare-lifesciences"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"eddmann/garmin-connect-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Garmin Connect MCP activity, sleep, heart-rate, training and comparative metrics.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eddmann/garmin-connect-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin Connect MCP activity, sleep, heart-rate, training and comparative metrics."],"limitation":"Authorized account required; personal wearable limitations.","url":"https://github.com/eddmann/garmin-connect-mcp","primarySourceURLs":["https://raw.githubusercontent.com/eddmann/garmin-connect-mcp/main/README.md","https://github.com/eddmann/garmin-connect-mcp"],"id":"RWE-5119","relevance":{"id":"RWE-5119","decision":"Core","rationale":"Garmin Connect MCP activity, sleep, heart-rate, training and comparative metrics. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Garmin Connect MCP activity, sleep, heart-rate, training and comparative metrics. Limits: Authorized account required; personal wearable limitations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/eddmann/garmin-connect-mcp/main/README.md","https://github.com/eddmann/garmin-connect-mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"ruslanmv/medical-ai-hospital","kind":"MCP server","category":"RWE Data & Analytics","summary":"Hospital MCP patient-profile, vitals, conditions, allergies and medication data tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ruslanmv/medical-ai-hospital","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Hospital MCP patient-profile, vitals, conditions, allergies and medication data tools."],"limitation":"User-managed database and intake platform; production/privacy claims unverified.","url":"https://github.com/ruslanmv/medical-ai-hospital","primarySourceURLs":["https://raw.githubusercontent.com/ruslanmv/medical-ai-hospital/master/README.md","https://github.com/ruslanmv/medical-ai-hospital"],"id":"RWE-5120","relevance":{"id":"RWE-5120","decision":"Core","rationale":"Hospital MCP patient-profile, vitals, conditions, allergies and medication data tools. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Hospital MCP patient-profile, vitals, conditions, allergies and medication data tools. Limits: User-managed database and intake platform; production/privacy claims unverified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ruslanmv/medical-ai-hospital/master/README.md","https://github.com/ruslanmv/medical-ai-hospital"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"abhishek-sankar/poke-whoop-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"WHOOP sleep and cycle-strain retrieval over streamable HTTP MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"abhishek-sankar/poke-whoop-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["WHOOP sleep and cycle-strain retrieval over streamable HTTP MCP."],"limitation":"Requires authorized WHOOP account; wearable data limits.","url":"https://github.com/abhishek-sankar/poke-whoop-mcp","primarySourceURLs":["https://raw.githubusercontent.com/abhishek-sankar/poke-whoop-mcp/main/README.md","https://github.com/abhishek-sankar/poke-whoop-mcp"],"id":"RWE-5122","relevance":{"id":"RWE-5122","decision":"Core","rationale":"WHOOP sleep and cycle-strain retrieval over streamable HTTP MCP. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"WHOOP sleep and cycle-strain retrieval over streamable HTTP MCP. Limits: Requires authorized WHOOP account; wearable data limits.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/abhishek-sankar/poke-whoop-mcp/main/README.md","https://github.com/abhishek-sankar/poke-whoop-mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"lferreiramd/pydata2025","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed retrieval, semantic filtering and local-LLM evidence synthesis workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lferreiramd/pydata2025","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed retrieval, semantic filtering and local-LLM evidence synthesis workflow."],"limitation":"Queries necessarily reach PubMed despite broad local privacy claim; synthesis accuracy unverified.","url":"https://github.com/lferreiramd/pydata2025","primarySourceURLs":["https://raw.githubusercontent.com/lferreiraMD/pydata2025/main/README.md","https://github.com/lferreiraMD/pydata2025"],"id":"RWE-5124","relevance":{"id":"RWE-5124","decision":"Core","rationale":"Retain the documented evidence function: PubMed retrieval, semantic filtering and local-LLM evidence synthesis workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed retrieval, semantic filtering and local-LLM evidence synthesis workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lferreiramd/pydata2025","https://raw.githubusercontent.com/lferreiraMD/pydata2025/main/README.md","https://github.com/lferreiraMD/pydata2025"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aafjes/mcp-clinicaltrials.gov","kind":"MCP server","category":"Trials & Study Design","summary":"ClinicalTrials.gov API v2 trial search, complete records and aggregate statistics MCP.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aafjes/mcp-clinicaltrials.gov","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["ClinicalTrials.gov API v2 trial search, complete records and aggregate statistics MCP."],"limitation":"Registry records and aggregate query coverage do not establish study quality or results completeness.","url":"https://github.com/aafjes/mcp-clinicaltrials.gov","primarySourceURLs":["https://raw.githubusercontent.com/aafjes/mcp-clinicaltrials.gov/main/README.md","https://github.com/aafjes/mcp-clinicaltrials.gov"],"id":"RWE-5127","relevance":{"id":"RWE-5127","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"ClinicalTrials.gov API v2 trial search, complete records and aggregate statistics MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aafjes/mcp-clinicaltrials.gov/main/README.md","https://github.com/aafjes/mcp-clinicaltrials.gov"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"yuridivonis/whoop-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"WHOOP API v2 recovery, sleep, strain and workout MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yuridivonis/whoop-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["WHOOP API v2 recovery, sleep, strain and workout MCP."],"limitation":"Authorized account and wearable measurement limits.","url":"https://github.com/yuridivonis/whoop-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/yuridivonis/whoop-mcp-server/main/README.md","https://github.com/yuridivonis/whoop-mcp-server"],"id":"RWE-5130","relevance":{"id":"RWE-5130","decision":"Core","rationale":"WHOOP API v2 recovery, sleep, strain and workout MCP. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"WHOOP API v2 recovery, sleep, strain and workout MCP. Limits: Authorized account and wearable measurement limits.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/yuridivonis/whoop-mcp-server/main/README.md","https://github.com/yuridivonis/whoop-mcp-server"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"aayush-dutta/health-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Oura daily sleep/readiness/activity scores and tags retrieval MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aayush-dutta/health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Oura daily sleep/readiness/activity scores and tags retrieval MCP."],"limitation":"Personal data access; vendor-derived scores not clinical measures.","url":"https://github.com/aayush-dutta/health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/aayush-dutta/health-mcp/main/README.md","https://github.com/aayush-dutta/health-mcp"],"id":"RWE-5131","relevance":{"id":"RWE-5131","decision":"Core","rationale":"Oura daily sleep/readiness/activity scores and tags retrieval MCP. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Oura daily sleep/readiness/activity scores and tags retrieval MCP. Limits: Personal data access; vendor-derived scores not clinical measures.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aayush-dutta/health-mcp/main/README.md","https://github.com/aayush-dutta/health-mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"sedoglia/garmin-mcp-ts","kind":"MCP server","category":"RWE Data & Analytics","summary":"Garmin Connect activity, health, sleep and date-filtered metric MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sedoglia/garmin-mcp-ts","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin Connect activity, health, sleep and date-filtered metric MCP."],"limitation":"Unofficial account integration and wearable limitations.","url":"https://github.com/sedoglia/garmin-mcp-ts","primarySourceURLs":["https://raw.githubusercontent.com/sedoglia/garmin-mcp-ts/main/README.md","https://github.com/sedoglia/garmin-mcp-ts"],"id":"RWE-5132","relevance":{"id":"RWE-5132","decision":"Core","rationale":"Garmin Connect activity, health, sleep and date-filtered metric MCP. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Garmin Connect activity, health, sleep and date-filtered metric MCP. Limits: Unofficial account integration and wearable limitations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sedoglia/garmin-mcp-ts/main/README.md","https://github.com/sedoglia/garmin-mcp-ts"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"lricher7329/zotero-mcp-claude-code","kind":"MCP server","category":"RWE Data & Analytics","summary":"Zotero plugin MCP with Claude Code compatibility, library retrieval and write operations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lricher7329/zotero-mcp-claude-code","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Zotero plugin MCP with Claude Code compatibility, library retrieval and write operations."],"limitation":"Fork-specific extensions; reconcile upstream and restrict write permissions appropriately.","url":"https://github.com/lricher7329/zotero-mcp-claude-code","primarySourceURLs":["https://raw.githubusercontent.com/lricher7329/zotero-mcp-claude-code/main/README.md","https://github.com/lricher7329/zotero-mcp-claude-code"],"id":"RWE-5133","relevance":{"id":"RWE-5133","decision":"Core","rationale":"Zotero plugin MCP with Claude Code compatibility, library retrieval and write operations. The selected clinical/scholarly source retrieval, document extraction or evidence graph supplies a necessary health-evidence workflow; model judgments remain unapproved.","relevanceBasis":"Zotero plugin MCP with Claude Code compatibility, library retrieval and write operations. Limits: Fork-specific extensions; reconcile upstream and restrict write permissions appropriately.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/lricher7329/zotero-mcp-claude-code/main/README.md","https://github.com/lricher7329/zotero-mcp-claude-code"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"u9401066/asset-aware-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Citation-ready document ingestion, table/figure extraction and evidence-span MCP for reusable research assets.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"u9401066/asset-aware-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Citation-ready document ingestion, table/figure extraction and evidence-span MCP for reusable research assets."],"limitation":"Extraction and citation spans need source verification.","url":"https://github.com/u9401066/asset-aware-mcp","primarySourceURLs":["https://raw.githubusercontent.com/u9401066/asset-aware-mcp/main/README.md","https://github.com/u9401066/asset-aware-mcp"],"id":"RWE-5134","relevance":{"id":"RWE-5134","decision":"Core","rationale":"Retain the documented evidence function: Citation-ready document ingestion, table/figure extraction and evidence-span MCP for reusable research assets. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Citation-ready document ingestion, table/figure extraction and evidence-span MCP for reusable research assets.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/u9401066/asset-aware-mcp","https://raw.githubusercontent.com/u9401066/asset-aware-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sedoglia/diabetes-m-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Diabetes:M MCP retrieves glucose, insulin, food diary and health metrics.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sedoglia/diabetes-m-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Diabetes:M MCP retrieves glucose, insulin, food diary and health metrics."],"limitation":"Authorized personal diabetes data; no treatment validation.","url":"https://github.com/sedoglia/diabetes-m-mcp","primarySourceURLs":["https://raw.githubusercontent.com/sedoglia/diabetes-m-mcp/main/README.md","https://github.com/sedoglia/diabetes-m-mcp"],"id":"RWE-5135","relevance":{"id":"RWE-5135","decision":"Core","rationale":"Diabetes:M MCP retrieves glucose, insulin, food diary and health metrics. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Diabetes:M MCP retrieves glucose, insulin, food diary and health metrics. Limits: Authorized personal diabetes data; no treatment validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sedoglia/diabetes-m-mcp/main/README.md","https://github.com/sedoglia/diabetes-m-mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"josueperezvalenzuela/nexus","kind":"Research tool","category":"RWE Data & Analytics","summary":"Nexus agent combines patient SQL history and local medical-guideline RAG retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"josueperezvalenzuela/nexus","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Nexus agent combines patient SQL history and local medical-guideline RAG retrieval."],"limitation":"Thesis prototype; corpus coverage and clinical reasoning unvalidated.","url":"https://github.com/josueperezvalenzuela/nexus","primarySourceURLs":["https://raw.githubusercontent.com/JosuePerezValenzuela/Nexus/master/README.md","https://github.com/JosuePerezValenzuela/Nexus"],"id":"RWE-5136","relevance":{"id":"RWE-5136","decision":"Core","rationale":"Nexus agent combines patient SQL history and local medical-guideline RAG retrieval. The selected clinical/scholarly source retrieval, document extraction or evidence graph supplies a necessary health-evidence workflow; model judgments remain unapproved.","relevanceBasis":"Nexus agent combines patient SQL history and local medical-guideline RAG retrieval. Limits: Thesis prototype; corpus coverage and clinical reasoning unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JosuePerezValenzuela/Nexus/master/README.md","https://github.com/JosuePerezValenzuela/Nexus"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"ryanlisse/briefly","kind":"MCP server","category":"RWE Data & Analytics","summary":"Briefly MCP includes WHOOP health/workout data in structured briefing tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ryanlisse/briefly","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Briefly MCP includes WHOOP health/workout data in structured briefing tools."],"limitation":"Health provider component only; unrelated communication integrations outside scope.","url":"https://github.com/ryanlisse/briefly","primarySourceURLs":["https://raw.githubusercontent.com/RyanLisse/briefly/main/README.md","https://github.com/RyanLisse/briefly"],"id":"RWE-5137","relevance":{"id":"RWE-5137","decision":"Core","rationale":"Briefly MCP includes WHOOP health/workout data in structured briefing tools. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Briefly MCP includes WHOOP health/workout data in structured briefing tools. Limits: Health provider component only; unrelated communication integrations outside scope.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/RyanLisse/briefly/main/README.md","https://github.com/RyanLisse/briefly"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"adamwalt/oura-ring-mcp-python","kind":"MCP server","category":"RWE Data & Analytics","summary":"Oura sleep, readiness, activity, heart-rate and workout MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"adamwalt/oura-ring-mcp-python","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Oura sleep, readiness, activity, heart-rate and workout MCP."],"limitation":"OAuth access and wearable limitations.","url":"https://github.com/adamwalt/oura-ring-mcp-python","primarySourceURLs":["https://raw.githubusercontent.com/AdamWalt/oura-ring-mcp-python/main/README.md","https://github.com/AdamWalt/oura-ring-mcp-python"],"id":"RWE-5138","relevance":{"id":"RWE-5138","decision":"Core","rationale":"Oura sleep, readiness, activity, heart-rate and workout MCP. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Oura sleep, readiness, activity, heart-rate and workout MCP. Limits: OAuth access and wearable limitations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AdamWalt/oura-ring-mcp-python/main/README.md","https://github.com/AdamWalt/oura-ring-mcp-python"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"kazuph/fitbit-private-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Fitbit data synchronization to Cloudflare D1 and protected health-data MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kazuph/fitbit-private-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Fitbit data synchronization to Cloudflare D1 and protected health-data MCP."],"limitation":"Personal worker deployment; data access/privacy configuration needed.","url":"https://github.com/kazuph/fitbit-private-mcp","primarySourceURLs":["https://raw.githubusercontent.com/kazuph/fitbit-private-mcp/main/README.md","https://github.com/kazuph/fitbit-private-mcp"],"id":"RWE-5139","relevance":{"id":"RWE-5139","decision":"Core","rationale":"Fitbit data synchronization to Cloudflare D1 and protected health-data MCP. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Fitbit data synchronization to Cloudflare D1 and protected health-data MCP. Limits: Personal worker deployment; data access/privacy configuration needed.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kazuph/fitbit-private-mcp/main/README.md","https://github.com/kazuph/fitbit-private-mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"karakuriagent/health-manager-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Agent workflow collects Oura/Huawei health data through plugins and generates data reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"karakuriagent/health-manager-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent workflow collects Oura/Huawei health data through plugins and generates data reports."],"limitation":"Provider plugin scope and generated interpretation require review.","url":"https://github.com/karakuriagent/health-manager-agent","primarySourceURLs":["https://raw.githubusercontent.com/KarakuriAgent/health-manager-agent/main/README.md","https://github.com/KarakuriAgent/health-manager-agent"],"id":"RWE-5140","relevance":{"id":"RWE-5140","decision":"Core","rationale":"Agent workflow collects Oura/Huawei health data through plugins and generates data reports. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Agent workflow collects Oura/Huawei health data through plugins and generates data reports. Limits: Provider plugin scope and generated interpretation require review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/KarakuriAgent/health-manager-agent/main/README.md","https://github.com/KarakuriAgent/health-manager-agent"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"infant83/federlicht","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Federlicht agentic scholarly retrieval, arXiv/PDF extraction and source-grounded research reporting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"infant83/federlicht","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Federlicht agentic scholarly retrieval, arXiv/PDF extraction and source-grounded research reporting."],"limitation":"Optional providers and run-scoped evidence constrain coverage.","url":"https://github.com/infant83/federlicht","primarySourceURLs":["https://raw.githubusercontent.com/Infant83/Federlicht/main/README.md","https://github.com/Infant83/Federlicht"],"id":"RWE-5141","relevance":{"id":"RWE-5141","decision":"Core","rationale":"Retain the documented evidence function: Federlicht agentic scholarly retrieval, arXiv/PDF extraction and source-grounded research reporting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Federlicht agentic scholarly retrieval, arXiv/PDF extraction and source-grounded research reporting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/infant83/federlicht","https://raw.githubusercontent.com/Infant83/Federlicht/main/README.md","https://github.com/Infant83/Federlicht"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"marcin-codes/fitness-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Fitness research agent skills retrieve citations and read body-composition/training records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"marcin-codes/fitness-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Fitness research agent skills retrieve citations and read body-composition/training records."],"limitation":"Research/data component only; resistance-training advice not clinically validated.","url":"https://github.com/marcin-codes/fitness-agent","primarySourceURLs":["https://raw.githubusercontent.com/marcin-codes/fitness-agent/main/README.md","https://github.com/marcin-codes/fitness-agent"],"id":"RWE-5142","relevance":{"id":"RWE-5142","decision":"Core","rationale":"Retain the documented evidence function: Fitness scholarly evidence retrieval only; personalized training advice excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Fitness scholarly evidence retrieval only; personalized training advice excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/marcin-codes/fitness-agent","https://raw.githubusercontent.com/marcin-codes/fitness-agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"siddhantjain/whoop-cli","kind":"Research tool","category":"RWE Data & Analytics","summary":"WHOOP API v2 structured health-data CLI explicitly designed for AI agents and researchers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"siddhantjain/whoop-cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["WHOOP API v2 structured health-data CLI explicitly designed for AI agents and researchers."],"limitation":"Authorized personal data; vendor metric limitations.","url":"https://github.com/siddhantjain/whoop-cli","primarySourceURLs":["https://raw.githubusercontent.com/siddhantjain/whoop-cli/main/README.md","https://github.com/siddhantjain/whoop-cli"],"id":"RWE-5143","relevance":{"id":"RWE-5143","decision":"Core","rationale":"WHOOP API v2 structured health-data CLI explicitly designed for AI agents and researchers. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"WHOOP API v2 structured health-data CLI explicitly designed for AI agents and researchers. Limits: Authorized personal data; vendor metric limitations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/siddhantjain/whoop-cli/main/README.md","https://github.com/siddhantjain/whoop-cli"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"hashirowais/vitalos","kind":"Research tool","category":"RWE Data & Analytics","summary":"VitalOS agent integrates Garmin biometrics and nutrition logs for data analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hashirowais/vitalos","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["VitalOS agent integrates Garmin biometrics and nutrition logs for data analysis."],"limitation":"Data component only; recovery/coaching claims unvalidated.","url":"https://github.com/hashirowais/vitalos","primarySourceURLs":["https://raw.githubusercontent.com/HashirOwais/VitalOS/main/README.md","https://github.com/HashirOwais/VitalOS"],"id":"RWE-5144","relevance":{"id":"RWE-5144","decision":"Core","rationale":"VitalOS agent integrates Garmin biometrics and nutrition logs for data analysis. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"VitalOS agent integrates Garmin biometrics and nutrition logs for data analysis. Limits: Data component only; recovery/coaching claims unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/HashirOwais/VitalOS/main/README.md","https://github.com/HashirOwais/VitalOS"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"axaysd/clinical-document-intelligence-agent-2","kind":"Research tool","category":"RWE Data & Analytics","summary":"Clinical/pharma PDF processing and agentic document Q&A with vector retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"axaysd/clinical-document-intelligence-agent-2","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical/pharma PDF processing and agentic document Q&A with vector retrieval."],"limitation":"Grounding, masking and production claims not independently verified.","url":"https://github.com/axaysd/clinical-document-intelligence-agent-2","primarySourceURLs":["https://raw.githubusercontent.com/axaysd/clinical-document-intelligence-agent-2/main/README.md","https://github.com/axaysd/clinical-document-intelligence-agent-2"],"id":"RWE-5145","relevance":{"id":"RWE-5145","decision":"Core","rationale":"Clinical/pharma PDF processing and agentic document Q&A with vector retrieval. The selected clinical/scholarly source retrieval, document extraction or evidence graph supplies a necessary health-evidence workflow; model judgments remain unapproved.","relevanceBasis":"Clinical/pharma PDF processing and agentic document Q&A with vector retrieval. Limits: Grounding, masking and production claims not independently verified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/axaysd/clinical-document-intelligence-agent-2/main/README.md","https://github.com/axaysd/clinical-document-intelligence-agent-2"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"sjhangiani12/oura-ring-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Oura daily health, sleep, readiness, stress and workout MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sjhangiani12/oura-ring-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Oura daily health, sleep, readiness, stress and workout MCP."],"limitation":"Authorized account and wearable limitations.","url":"https://github.com/sjhangiani12/oura-ring-mcp","primarySourceURLs":["https://raw.githubusercontent.com/sjhangiani12/oura-ring-mcp/main/README.md","https://github.com/sjhangiani12/oura-ring-mcp"],"id":"RWE-5146","relevance":{"id":"RWE-5146","decision":"Core","rationale":"Oura daily health, sleep, readiness, stress and workout MCP. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Oura daily health, sleep, readiness, stress and workout MCP. Limits: Authorized account and wearable limitations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sjhangiani12/oura-ring-mcp/main/README.md","https://github.com/sjhangiani12/oura-ring-mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"eliep92/biomed-ai-agent","kind":"Research tool","category":"Biomedical & Bioinformatics","summary":"Biomedical agent package with PubMed retrieval, sequence analysis and clinical dataset profiling tools.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eliep92/biomed-ai-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Biomedical agent package with PubMed retrieval, sequence analysis and clinical dataset profiling tools."],"limitation":"Portfolio prototype; biomarker/statistical claims require validation.","url":"https://github.com/eliep92/biomed-ai-agent","primarySourceURLs":["https://raw.githubusercontent.com/ElieP92/biomed-ai-agent/main/README.md","https://github.com/ElieP92/biomed-ai-agent"],"id":"RWE-5147","relevance":{"id":"RWE-5147","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Biomedical agent package with PubMed retrieval, sequence analysis and clinical dataset profiling tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ElieP92/biomed-ai-agent/main/README.md","https://github.com/ElieP92/biomed-ai-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"stian-overasen/connectlog","kind":"MCP server","category":"RWE Data & Analytics","summary":"Garmin health/activity retrieval MCP explicitly supporting ME/CFS post-exertional malaise threshold research.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stian-overasen/connectlog","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin health/activity retrieval MCP explicitly supporting ME/CFS post-exertional malaise threshold research."],"limitation":"Wearable observational data do not establish causal or clinical thresholds.","url":"https://github.com/stian-overasen/connectlog","primarySourceURLs":["https://raw.githubusercontent.com/stian-overasen/connectlog/main/README.md","https://github.com/stian-overasen/connectlog"],"id":"RWE-5148","relevance":{"id":"RWE-5148","decision":"Core","rationale":"Garmin health/activity retrieval MCP explicitly supporting ME/CFS post-exertional malaise threshold research. The selected clinical scores, data standards, cohorts, pharmacometrics, costs or explicit health research method is identifiable; statistical/clinical validity limits remain.","relevanceBasis":"Garmin health/activity retrieval MCP explicitly supporting ME/CFS post-exertional malaise threshold research. Limits: Wearable observational data do not establish causal or clinical thresholds.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/stian-overasen/connectlog/main/README.md","https://github.com/stian-overasen/connectlog"],"reviewGroup":"clinical-population-research-method"}},{"name":"databody-ai/databody-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"DataBody health summaries, nutrition, body-stat and workout data MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"databody-ai/databody-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["DataBody health summaries, nutrition, body-stat and workout data MCP."],"limitation":"Personal service access; logging mutations and vendor measurements require appropriate use.","url":"https://github.com/databody-ai/databody-mcp","primarySourceURLs":["https://raw.githubusercontent.com/databody-ai/databody-mcp/master/README.md","https://github.com/databody-ai/databody-mcp"],"id":"RWE-5149","relevance":{"id":"RWE-5149","decision":"Core","rationale":"DataBody health summaries, nutrition, body-stat and workout data MCP. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"DataBody health summaries, nutrition, body-stat and workout data MCP. Limits: Personal service access; logging mutations and vendor measurements require appropriate use.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/databody-ai/databody-mcp/master/README.md","https://github.com/databody-ai/databody-mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"solancelab/garmin-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Garmin health summary, body battery and granular sleep/HR/SpO2 data MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"solancelab/garmin-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin health summary, body battery and granular sleep/HR/SpO2 data MCP."],"limitation":"Authorized account and vendor-derived metric limitations.","url":"https://github.com/solancelab/garmin-mcp","primarySourceURLs":["https://raw.githubusercontent.com/SolanceLab/garmin-mcp/main/README.md","https://github.com/SolanceLab/garmin-mcp"],"id":"RWE-5150","relevance":{"id":"RWE-5150","decision":"Core","rationale":"Garmin health summary, body battery and granular sleep/HR/SpO2 data MCP. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Garmin health summary, body battery and granular sleep/HR/SpO2 data MCP. Limits: Authorized account and vendor-derived metric limitations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SolanceLab/garmin-mcp/main/README.md","https://github.com/SolanceLab/garmin-mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"wmaolin43/medqa_mcp_assistant","kind":"MCP server","category":"RWE Data & Analytics","summary":"Local evidence-index retrieval and CURB-65/qSOFA calculator MCP in MedQA assistant.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wmaolin43/medqa_mcp_assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Local evidence-index retrieval and CURB-65/qSOFA calculator MCP in MedQA assistant."],"limitation":"User-provided corpus; educational use and clinical calculator validity not independently checked.","url":"https://github.com/wmaolin43/medqa_mcp_assistant","primarySourceURLs":["https://raw.githubusercontent.com/wmaolin43/medqa_mcp_assistant/main/README.md","https://github.com/wmaolin43/medqa_mcp_assistant"],"id":"RWE-5151","relevance":{"id":"RWE-5151","decision":"Core","rationale":"Local evidence-index retrieval and CURB-65/qSOFA calculator MCP in MedQA assistant. The selected clinical scores, data standards, cohorts, pharmacometrics, costs or explicit health research method is identifiable; statistical/clinical validity limits remain.","relevanceBasis":"Local evidence-index retrieval and CURB-65/qSOFA calculator MCP in MedQA assistant. Limits: User-provided corpus; educational use and clinical calculator validity not independently checked.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/wmaolin43/medqa_mcp_assistant/main/README.md","https://github.com/wmaolin43/medqa_mcp_assistant"],"reviewGroup":"clinical-population-research-method"}},{"name":"nicolasvegam/garmin-connect-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Garmin activity, health, trends, sleep and body-composition MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nicolasvegam/garmin-connect-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin activity, health, trends, sleep and body-composition MCP."],"limitation":"Unofficial API/account dependencies and wearable measurement limits.","url":"https://github.com/nicolasvegam/garmin-connect-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Nicolasvegam/garmin-connect-mcp/main/README.md","https://github.com/Nicolasvegam/garmin-connect-mcp"],"id":"RWE-5153","relevance":{"id":"RWE-5153","decision":"Core","rationale":"Garmin activity, health, trends, sleep and body-composition MCP. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Garmin activity, health, trends, sleep and body-composition MCP. Limits: Unofficial API/account dependencies and wearable measurement limits.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Nicolasvegam/garmin-connect-mcp/main/README.md","https://github.com/Nicolasvegam/garmin-connect-mcp"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"pborgen/mpc-health","kind":"MCP server","category":"RWE Data & Analytics","summary":"Prototype health MCP with wired local Apple Health export and fitness-source tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pborgen/mpc-health","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Prototype health MCP with wired local Apple Health export and fitness-source tools."],"limitation":"Apple Health ZIP not supported; distinguish implemented sources from roadmap.","url":"https://github.com/pborgen/mpc-health","primarySourceURLs":["https://raw.githubusercontent.com/pborgen/mpc-health/main/README.md","https://github.com/pborgen/mpc-health"],"id":"RWE-5154","relevance":{"id":"RWE-5154","decision":"Core","rationale":"Prototype health MCP with wired local Apple Health export and fitness-source tools. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"Prototype health MCP with wired local Apple Health export and fitness-source tools. Limits: Apple Health ZIP not supported; distinguish implemented sources from roadmap.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pborgen/mpc-health/main/README.md","https://github.com/pborgen/mpc-health"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"serpenthedeceiver/trivita-backend","kind":"Research tool","category":"RWE Data & Analytics","summary":"TriVita structured health-log submission and shared-data agent tool interface.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"serpenthedeceiver/trivita-backend","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["TriVita structured health-log submission and shared-data agent tool interface."],"limitation":"Data collection component only; predictive health analytics unvalidated.","url":"https://github.com/serpenthedeceiver/trivita-backend","primarySourceURLs":["https://raw.githubusercontent.com/SerpentheDeceiver/TriVita-Backend/main/README.md","https://github.com/SerpentheDeceiver/TriVita-Backend"],"id":"RWE-5155","relevance":{"id":"RWE-5155","decision":"Core","rationale":"TriVita structured health-log submission and shared-data agent tool interface. The selected function retrieves or structures clinical records, controlled terminology and longitudinal health observations; no clinical advice or measurement validity is inferred.","relevanceBasis":"TriVita structured health-log submission and shared-data agent tool interface. Limits: Data collection component only; predictive health analytics unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SerpentheDeceiver/TriVita-Backend/main/README.md","https://github.com/SerpentheDeceiver/TriVita-Backend"],"reviewGroup":"clinical-record-terminology-measurements"}},{"name":"lstudlo/scholarmcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"ScholarMCP paper search, full-text PDF ingestion, structured extraction and citation/reference workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lstudlo/scholarmcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ScholarMCP paper search, full-text PDF ingestion, structured extraction and citation/reference workflow."],"limitation":"Early development; extraction and provider coverage limitations.","url":"https://github.com/lstudlo/scholarmcp","primarySourceURLs":["https://raw.githubusercontent.com/lstudlo/ScholarMCP/main/README.md","https://github.com/lstudlo/ScholarMCP"],"id":"RWE-5156","relevance":{"id":"RWE-5156","decision":"Core","rationale":"Retain the documented evidence function: ScholarMCP paper search, full-text PDF ingestion, structured extraction and citation/reference workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ScholarMCP paper search, full-text PDF ingestion, structured extraction and citation/reference workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lstudlo/scholarmcp","https://raw.githubusercontent.com/lstudlo/ScholarMCP/main/README.md","https://github.com/lstudlo/ScholarMCP"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"chenhunghan/garmin-mcp-app","kind":"MCP server","category":"RWE Data & Analytics","summary":"Packaged Garmin MCP app with health, activity, sleep/HRV and workout data charts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chenhunghan/garmin-mcp-app","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Packaged Garmin MCP app with health, activity, sleep/HRV and workout data charts."],"limitation":"Wearable metrics and optional training writes require careful interpretation.","url":"https://github.com/chenhunghan/garmin-mcp-app","primarySourceURLs":["https://raw.githubusercontent.com/chenhunghan/garmin-mcp-app/main/README.md","https://github.com/chenhunghan/garmin-mcp-app"],"id":"RWE-5157","relevance":{"id":"RWE-5157","decision":"Core","rationale":"Packaged Garmin MCP app with health, activity, sleep/HRV and workout data charts. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"Packaged Garmin MCP app with health, activity, sleep/HRV and workout data charts. Limits: Wearable metrics and optional training writes require careful interpretation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/chenhunghan/garmin-mcp-app/main/README.md","https://github.com/chenhunghan/garmin-mcp-app"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"banananovej-chuan/oura-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Oura health-data retrieval and correlation/analytics MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"banananovej-chuan/oura-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Oura health-data retrieval and correlation/analytics MCP."],"limitation":"Token/auth support must match current provider; correlations not causal.","url":"https://github.com/banananovej-chuan/oura-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/banananovej-chuan/oura-mcp-server/main/README.md","https://github.com/banananovej-chuan/oura-mcp-server"],"id":"RWE-5158","relevance":{"id":"RWE-5158","decision":"Core","rationale":"Oura health-data retrieval and correlation/analytics MCP. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"Oura health-data retrieval and correlation/analytics MCP. Limits: Token/auth support must match current provider; correlations not causal.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/banananovej-chuan/oura-mcp-server/main/README.md","https://github.com/banananovej-chuan/oura-mcp-server"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"hughesgm8/zotero-obsidian-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Obsidian plugin uses Zotero MCP for cited library Q&A with selectable model providers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hughesgm8/zotero-obsidian-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Obsidian plugin uses Zotero MCP for cited library Q&A with selectable model providers."],"limitation":"Provider privacy/access varies; citation grounding needs verification.","url":"https://github.com/hughesgm8/zotero-obsidian-mcp","primarySourceURLs":["https://raw.githubusercontent.com/hughesgm8/zotero-obsidian-mcp/main/README.md","https://github.com/hughesgm8/zotero-obsidian-mcp"],"id":"RWE-5159","relevance":{"id":"RWE-5159","decision":"Core","rationale":"Obsidian plugin uses Zotero MCP for cited library Q&A with selectable model providers. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"Obsidian plugin uses Zotero MCP for cited library Q&A with selectable model providers. Limits: Provider privacy/access varies; citation grounding needs verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hughesgm8/zotero-obsidian-mcp/main/README.md","https://github.com/hughesgm8/zotero-obsidian-mcp"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"edithatogo/rcagent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Healthcare safety investigation agent skill structures chronology, evidence gaps, system contributors and effectiveness checks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"edithatogo/rcagent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Healthcare safety investigation agent skill structures chronology, evidence gaps, system contributors and effectiveness checks."],"limitation":"Accountable investigation support only; human review of evidence and conclusions required.","url":"https://github.com/edithatogo/rcagent","primarySourceURLs":["https://raw.githubusercontent.com/edithatogo/rcagent/master/README.md","https://github.com/edithatogo/rcagent"],"id":"RWE-5160","relevance":{"id":"RWE-5160","decision":"Core","rationale":"Healthcare safety investigation agent skill structures chronology, evidence gaps, system contributors and effectiveness checks. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"Healthcare safety investigation agent skill structures chronology, evidence gaps, system contributors and effectiveness checks. Limits: Accountable investigation support only; human review of evidence and conclusions required.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/edithatogo/rcagent/master/README.md","https://github.com/edithatogo/rcagent"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"sdork88/cs498-health-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"FitAgent scoped health-source search and structured health-memory tool component.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sdork88/cs498-health-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["FitAgent scoped health-source search and structured health-memory tool component."],"limitation":"Consumer coaching/evaluation claims not validated; evidence retrieval component only.","url":"https://github.com/sdork88/cs498-health-agent","primarySourceURLs":["https://raw.githubusercontent.com/sdork88/CS498-health-agent/main/readme.md","https://github.com/sdork88/CS498-health-agent"],"id":"RWE-5162","relevance":{"id":"RWE-5162","decision":"Core","rationale":"FitAgent scoped health-source search and structured health-memory tool component. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"FitAgent scoped health-source search and structured health-memory tool component. Limits: Consumer coaching/evaluation claims not validated; evidence retrieval component only.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sdork88/CS498-health-agent/main/readme.md","https://github.com/sdork88/CS498-health-agent"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"shrutig1602/google-health-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Google Health API MCP steps rollup, sleep and other authorized health-data tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shrutig1602/google-health-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Google Health API MCP steps rollup, sleep and other authorized health-data tools."],"limitation":"Provider API availability and scopes need operational validation; no entire-API guarantee.","url":"https://github.com/shrutig1602/google-health-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/shrutig1602/Google-Health-MCP-Server/main/README.md","https://github.com/shrutig1602/Google-Health-MCP-Server"],"id":"RWE-5163","relevance":{"id":"RWE-5163","decision":"Core","rationale":"Google Health API MCP steps rollup, sleep and other authorized health-data tools. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"Google Health API MCP steps rollup, sleep and other authorized health-data tools. Limits: Provider API availability and scopes need operational validation; no entire-API guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/shrutig1602/Google-Health-MCP-Server/main/README.md","https://github.com/shrutig1602/Google-Health-MCP-Server"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"alixakhribi/mcp-whoop","kind":"MCP server","category":"RWE Data & Analytics","summary":"WHOOP v2 read-scope MCP health/profile/body/recovery/sleep/activity retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alixakhribi/mcp-whoop","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["WHOOP v2 read-scope MCP health/profile/body/recovery/sleep/activity retrieval."],"limitation":"Pre-1.0; scope-gated authorized account access.","url":"https://github.com/alixakhribi/mcp-whoop","primarySourceURLs":["https://raw.githubusercontent.com/AlixAkhribi/mcp-whoop/main/README.md","https://github.com/AlixAkhribi/mcp-whoop"],"id":"RWE-5164","relevance":{"id":"RWE-5164","decision":"Core","rationale":"WHOOP v2 read-scope MCP health/profile/body/recovery/sleep/activity retrieval. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"WHOOP v2 read-scope MCP health/profile/body/recovery/sleep/activity retrieval. Limits: Pre-1.0; scope-gated authorized account access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AlixAkhribi/mcp-whoop/main/README.md","https://github.com/AlixAkhribi/mcp-whoop"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"madeswaranjv/healix","kind":"Research tool","category":"RWE Data & Analytics","summary":"Healix clinical PDF/Word/lab-table extraction and web-supported agent document analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"madeswaranjv/healix","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Healix clinical PDF/Word/lab-table extraction and web-supported agent document analysis."],"limitation":"Extraction and generated medical interpretation unvalidated.","url":"https://github.com/madeswaranjv/healix","primarySourceURLs":["https://raw.githubusercontent.com/Madeswaranjv/Healix/main/README.md","https://github.com/Madeswaranjv/Healix"],"id":"RWE-5165","relevance":{"id":"RWE-5165","decision":"Core","rationale":"Healix clinical PDF/Word/lab-table extraction and web-supported agent document analysis. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"Healix clinical PDF/Word/lab-table extraction and web-supported agent document analysis. Limits: Extraction and generated medical interpretation unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Madeswaranjv/Healix/main/README.md","https://github.com/Madeswaranjv/Healix"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"albert-ying/longevity-os","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Longevity OS agent skills combine health logs, USDA nutrient lookup and PubMed/bioRxiv evidence retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"albert-ying/longevity-os","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Longevity OS agent skills combine health logs, USDA nutrient lookup and PubMed/bioRxiv evidence retrieval."],"limitation":"Self-experiment and health recommendations unvalidated; research/data components only.","url":"https://github.com/albert-ying/longevity-os","primarySourceURLs":["https://raw.githubusercontent.com/albert-ying/longevity-os/main/README.md","https://github.com/albert-ying/longevity-os"],"id":"RWE-5166","relevance":{"id":"RWE-5166","decision":"Core","rationale":"Retain the documented evidence function: PubMed/bioRxiv evidence retrieval only; self-experiment and longevity advice excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed/bioRxiv evidence retrieval only; self-experiment and longevity advice excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/albert-ying/longevity-os","https://raw.githubusercontent.com/albert-ying/longevity-os/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"knowdeep/stata-causal-origami","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Stata Bridge LLM-directed regression/causal analysis automation and robustness workflow.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"knowdeep/stata-causal-origami","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Stata Bridge LLM-directed regression/causal analysis automation and robustness workflow."],"limitation":"Requires Stata and statistically justified designs; generated specifications can be wrong.","url":"https://github.com/knowdeep/stata-causal-origami","primarySourceURLs":["https://raw.githubusercontent.com/knowdeep/stata-causal-origami/main/README.md","https://github.com/knowdeep/stata-causal-origami"],"id":"RWE-5167","relevance":{"id":"RWE-5167","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Stata Bridge LLM-directed regression/causal analysis automation and robustness workflow.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/knowdeep/stata-causal-origami/main/README.md","https://github.com/knowdeep/stata-causal-origami"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"vinit-gautam-22/casual-mcp-server","kind":"MCP server","category":"Causal Inference & Analytics","summary":"Causal inference MCP exposes statistical estimators including synthetic control on supplied datasets.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vinit-gautam-22/casual-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal inference MCP exposes statistical estimators including synthetic control on supplied datasets."],"limitation":"Identification assumptions, overlap and uncertainty require expert assessment.","url":"https://github.com/vinit-gautam-22/casual-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/Vinit-Gautam-22/Casual-mcp-server/main/README.md","https://github.com/Vinit-Gautam-22/Casual-mcp-server"],"id":"RWE-5168","relevance":{"id":"RWE-5168","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Causal inference MCP exposes statistical estimators including synthetic control on supplied datasets.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Vinit-Gautam-22/Casual-mcp-server/main/README.md","https://github.com/Vinit-Gautam-22/Casual-mcp-server"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"ericluo04/claude-academic-workflow","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Academic agent skills for literature review, bibliography audit, causal designs and preregistration.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ericluo04/claude-academic-workflow","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Academic agent skills for literature review, bibliography audit, causal designs and preregistration."],"limitation":"Instruction workflows; no automatic causal validity or reporting completeness.","url":"https://github.com/ericluo04/claude-academic-workflow","primarySourceURLs":["https://raw.githubusercontent.com/ericluo04/claude-academic-workflow/main/README.md","https://github.com/ericluo04/claude-academic-workflow"],"id":"RWE-5169","relevance":{"id":"RWE-5169","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Academic agent skills for literature review, bibliography audit, causal designs and preregistration.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ericluo04/claude-academic-workflow/main/README.md","https://github.com/ericluo04/claude-academic-workflow"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"sheldon904/causal-evidence-mcp","kind":"MCP server","category":"Causal Inference & Analytics","summary":"Causal Evidence MCP exposes six causal-inference methods with uniform evidence outputs.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sheldon904/causal-evidence-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal Evidence MCP exposes six causal-inference methods with uniform evidence outputs."],"limitation":"Assumptions and method applicability constrain estimates; not independent causal proof.","url":"https://github.com/sheldon904/causal-evidence-mcp","primarySourceURLs":["https://raw.githubusercontent.com/sheldon904/causal-evidence-mcp/master/README.md","https://github.com/sheldon904/causal-evidence-mcp"],"id":"RWE-5170","relevance":{"id":"RWE-5170","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Causal Evidence MCP exposes six causal-inference methods with uniform evidence outputs.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sheldon904/causal-evidence-mcp/master/README.md","https://github.com/sheldon904/causal-evidence-mcp"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"carlowiede/stata-claude-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reproducible Claude/Stata/R agent setup tied to tobacco-tax difference-in-differences health study.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"carlowiede/stata-claude-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Reproducible Claude/Stata/R agent setup tied to tobacco-tax difference-in-differences health study."],"limitation":"Workflow guide; study identification assumptions and software licensing apply.","url":"https://github.com/carlowiede/stata-claude-agent","primarySourceURLs":["https://raw.githubusercontent.com/carlowiede/stata-claude-agent/main/README.md","https://github.com/carlowiede/stata-claude-agent"],"id":"RWE-5172","relevance":{"id":"RWE-5172","decision":"Core","rationale":"Reproducible Claude/Stata/R agent setup tied to tobacco-tax difference-in-differences health study. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"Reproducible Claude/Stata/R agent setup tied to tobacco-tax difference-in-differences health study. Limits: Workflow guide; study identification assumptions and software licensing apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/carlowiede/stata-claude-agent/main/README.md","https://github.com/carlowiede/stata-claude-agent"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"suyashekhande/clinical-trial-gov-mcp","kind":"MCP server","category":"Trials & Study Design","summary":"ClinicalTrials.gov semantic query MCP with pagination aggregation and structured trial retrieval.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"suyashekhande/clinical-trial-gov-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["ClinicalTrials.gov semantic query MCP with pagination aggregation and structured trial retrieval."],"limitation":"Search translation and completeness need checking; registry data not trial efficacy proof.","url":"https://github.com/suyashekhande/clinical-trial-gov-mcp","primarySourceURLs":["https://raw.githubusercontent.com/SuyashEkhande/Clinical-Trial-Gov-MCP/main/README.md","https://github.com/SuyashEkhande/Clinical-Trial-Gov-MCP"],"id":"RWE-5173","relevance":{"id":"RWE-5173","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"ClinicalTrials.gov semantic query MCP with pagination aggregation and structured trial retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SuyashEkhande/Clinical-Trial-Gov-MCP/main/README.md","https://github.com/SuyashEkhande/Clinical-Trial-Gov-MCP"],"reviewGroup":"clinical-trial-workflow"}},{"name":"pancrepal-xiaoyibao/xiaoyibao-clinical-trials-mcp-server","kind":"MCP server","category":"Trials & Study Design","summary":"ClinicalTrials.gov v2 MCP with geographic, recruitment/time filters and detailed eligibility/contact records.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pancrepal-xiaoyibao/xiaoyibao-clinical-trials-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["ClinicalTrials.gov v2 MCP with geographic, recruitment/time filters and detailed eligibility/contact records."],"limitation":"Defaults to recent recruiting trials; unsuitable for exhaustive searches unless changed.","url":"https://github.com/pancrepal-xiaoyibao/xiaoyibao-clinical-trials-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/PancrePal-xiaoyibao/xiaoyibao-clinical-trials-mcp-server/main/README.md","https://github.com/PancrePal-xiaoyibao/xiaoyibao-clinical-trials-mcp-server"],"id":"RWE-5174","relevance":{"id":"RWE-5174","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"ClinicalTrials.gov v2 MCP with geographic, recruitment/time filters and detailed eligibility/contact records.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/PancrePal-xiaoyibao/xiaoyibao-clinical-trials-mcp-server/main/README.md","https://github.com/PancrePal-xiaoyibao/xiaoyibao-clinical-trials-mcp-server"],"reviewGroup":"clinical-trial-workflow"}},{"name":"suyashekhande/trialtalk-agentic-clinical-trial-insights","kind":"MCP server","category":"Trials & Study Design","summary":"TrialTalk LangGraph agent orchestrates ClinicalTrials.gov MCP retrieval and synthesis.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"suyashekhande/trialtalk-agentic-clinical-trial-insights","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["TrialTalk LangGraph agent orchestrates ClinicalTrials.gov MCP retrieval and synthesis."],"limitation":"Workflow companion to Suyash Clinical-Trial-Gov-MCP; consolidate shared component.","url":"https://github.com/suyashekhande/trialtalk-agentic-clinical-trial-insights","primarySourceURLs":["https://raw.githubusercontent.com/SuyashEkhande/Trialtalk-Agentic-Clinical-Trial-Insights/main/README.md","https://github.com/SuyashEkhande/Trialtalk-Agentic-Clinical-Trial-Insights"],"id":"RWE-5175","relevance":{"id":"RWE-5175","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"TrialTalk LangGraph agent orchestrates ClinicalTrials.gov MCP retrieval and synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SuyashEkhande/Trialtalk-Agentic-Clinical-Trial-Insights/main/README.md","https://github.com/SuyashEkhande/Trialtalk-Agentic-Clinical-Trial-Insights"],"reviewGroup":"clinical-trial-workflow"}},{"name":"pancrepal-xiaoyibao/chictr-mcp-server","kind":"MCP server","category":"Trials & Study Design","summary":"ChiCTR Chinese clinical-trial registry search/detail MCP with cache management.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pancrepal-xiaoyibao/chictr-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["ChiCTR Chinese clinical-trial registry search/detail MCP with cache management."],"limitation":"Registry/site availability and parsed detail completeness vary.","url":"https://github.com/pancrepal-xiaoyibao/chictr-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/PancrePal-xiaoyibao/chictr-mcp-server/main/README.md","https://github.com/PancrePal-xiaoyibao/chictr-mcp-server"],"id":"RWE-5176","relevance":{"id":"RWE-5176","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. 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Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Oncoteam MCP PubMed and ClinicalTrials.gov retrieval plus oncology document context.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/peter-fusek/oncoteam","https://raw.githubusercontent.com/peter-fusek/oncoteam/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gsequist/clinical-trials-mcp","kind":"MCP server","category":"Trials & Study Design","summary":"EU/US clinical-trial retrieval, structured parsing and batch analysis MCP.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gsequist/clinical-trials-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["EU/US clinical-trial retrieval, structured parsing and batch analysis MCP."],"limitation":"Source coverage and model synthesis require verification.","url":"https://github.com/gsequist/clinical-trials-mcp","primarySourceURLs":["https://raw.githubusercontent.com/GSequist/clinical-trials-mcp/main/readme.md","https://github.com/GSequist/clinical-trials-mcp"],"id":"RWE-5178","relevance":{"id":"RWE-5178","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"EU/US clinical-trial retrieval, structured parsing and batch analysis MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/GSequist/clinical-trials-mcp/main/readme.md","https://github.com/GSequist/clinical-trials-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"sidbydefault/clinical-trials-mcp","kind":"MCP server","category":"Trials & Study Design","summary":"Trial search, patient eligibility matching and combined analysis MCP with pluggable patient database.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sidbydefault/clinical-trials-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Trial search, patient eligibility matching and combined analysis MCP with pluggable patient database."],"limitation":"Default Synthea synthetic cohort; matching is pre-screening, not confirmed eligibility.","url":"https://github.com/sidbydefault/clinical-trials-mcp","primarySourceURLs":["https://raw.githubusercontent.com/sidbydefault/clinical-trials-mcp/main/README.md","https://github.com/sidbydefault/clinical-trials-mcp"],"id":"RWE-5179","relevance":{"id":"RWE-5179","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. 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Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"ClinicalTrials.gov search and iterative in-memory filtering MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/akshay3001/clinical-trials-mcp/main/README.md","https://github.com/akshay3001/clinical-trials-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"davidfromkansas/clinical_trials_mcp_server","kind":"MCP server","category":"Trials & Study Design","summary":"ClinicalTrials.gov v2 trial search/detail and field/filter metadata MCP.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"davidfromkansas/clinical_trials_mcp_server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["ClinicalTrials.gov v2 trial search/detail and field/filter metadata MCP."],"limitation":"Registry records do not establish clinical evidence quality.","url":"https://github.com/davidfromkansas/clinical_trials_mcp_server","primarySourceURLs":["https://raw.githubusercontent.com/davidfromkansas/clinical_trials_mcp_server/main/README.md","https://github.com/davidfromkansas/clinical_trials_mcp_server"],"id":"RWE-5183","relevance":{"id":"RWE-5183","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. 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Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Patient-facing ClinicalTrials.gov remote search and trial contact/condition retrieval MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/davo20019/clinical-trials-patient-mcp/main/README.md","https://github.com/davo20019/clinical-trials-patient-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"brown-tech-info/clinical-trials-gov-mcp","kind":"MCP server","category":"Trials & Study Design","summary":"ClinicalTrials.gov v2 search, detail and pagination MCP.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"brown-tech-info/clinical-trials-gov-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["ClinicalTrials.gov v2 search, detail and pagination MCP."],"limitation":"Query and registry coverage limitations.","url":"https://github.com/brown-tech-info/clinical-trials-gov-mcp","primarySourceURLs":["https://raw.githubusercontent.com/brown-tech-info/Clinical-Trials-Gov-MCP/main/README.md","https://github.com/brown-tech-info/Clinical-Trials-Gov-MCP"],"id":"RWE-5185","relevance":{"id":"RWE-5185","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"ClinicalTrials.gov v2 search, detail and pagination MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/brown-tech-info/Clinical-Trials-Gov-MCP/main/README.md","https://github.com/brown-tech-info/Clinical-Trials-Gov-MCP"],"reviewGroup":"clinical-trial-workflow"}},{"name":"tonih23/clinical-trials-mcp-agent","kind":"MCP server","category":"Trials & Study Design","summary":"ClinicalTrials.gov ETL into SQL/vector stores with MCP research retrieval.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tonih23/clinical-trials-mcp-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["ClinicalTrials.gov ETL into SQL/vector stores with MCP research retrieval."],"limitation":"Trial registration data are not patient-level real-world clinical data despite wording.","url":"https://github.com/tonih23/clinical-trials-mcp-agent","primarySourceURLs":["https://raw.githubusercontent.com/tonih23/clinical-trials-mcp-agent/main/README.md","https://github.com/tonih23/clinical-trials-mcp-agent"],"id":"RWE-5186","relevance":{"id":"RWE-5186","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"ClinicalTrials.gov ETL into SQL/vector stores with MCP research retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tonih23/clinical-trials-mcp-agent/main/README.md","https://github.com/tonih23/clinical-trials-mcp-agent"],"reviewGroup":"clinical-trial-workflow"}},{"name":"lukaskh/clinical-trials-mcp-public","kind":"MCP server","category":"Trials & Study Design","summary":"Go remote MCP trial tools backed by ClinicalTrials.gov and EU registries.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lukaskh/clinical-trials-mcp-public","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Go remote MCP trial tools backed by ClinicalTrials.gov and EU registries."],"limitation":"Server-only package; source-specific registry coverage limits.","url":"https://github.com/lukaskh/clinical-trials-mcp-public","primarySourceURLs":["https://raw.githubusercontent.com/LukasKH/clinical-trials-mcp-public/main/README.md","https://github.com/LukasKH/clinical-trials-mcp-public"],"id":"RWE-5187","relevance":{"id":"RWE-5187","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Go remote MCP trial tools backed by ClinicalTrials.gov and EU registries.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/LukasKH/clinical-trials-mcp-public/main/README.md","https://github.com/LukasKH/clinical-trials-mcp-public"],"reviewGroup":"clinical-trial-workflow"}},{"name":"cancerdao/clinical-trial-matching-who-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"WHO ICTRP-based trial matching and evidence review sibling agent skills.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cancerdao/clinical-trial-matching-who-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["WHO ICTRP-based trial matching and evidence review sibling agent skills."],"limitation":"Requires WHO MCP; eligibility/risk/efficacy outputs need clinician and trial-site confirmation.","url":"https://github.com/cancerdao/clinical-trial-matching-who-mcp","primarySourceURLs":["https://raw.githubusercontent.com/CancerDAO/clinical-trial-matching-who-mcp/main/README.md","https://github.com/CancerDAO/clinical-trial-matching-who-mcp"],"id":"RWE-5188","relevance":{"id":"RWE-5188","decision":"Core","rationale":"Retain the documented evidence function: WHO ICTRP-based trial matching and evidence review sibling agent skills. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"WHO ICTRP-based trial matching and evidence review sibling agent skills.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cancerdao/clinical-trial-matching-who-mcp","https://raw.githubusercontent.com/CancerDAO/clinical-trial-matching-who-mcp/main/README.md","https://github.com/CancerDAO/clinical-trial-matching-who-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ishankgp/clinical_trial","kind":"MCP server","category":"Trials & Study Design","summary":"Clinical-trial natural-language search over Supabase with integrated MCP.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ishankgp/clinical_trial","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical-trial natural-language search over Supabase with integrated MCP."],"limitation":"Requires populated dataset; query reasoning and corpus freshness constraints.","url":"https://github.com/ishankgp/clinical_trial","primarySourceURLs":["https://raw.githubusercontent.com/ishankgp/clinical_trial/main/README.md","https://github.com/ishankgp/clinical_trial"],"id":"RWE-5189","relevance":{"id":"RWE-5189","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Clinical-trial natural-language search over Supabase with integrated MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ishankgp/clinical_trial/main/README.md","https://github.com/ishankgp/clinical_trial"],"reviewGroup":"clinical-trial-workflow"}},{"name":"rmpugliese/clinicaltrials-mcp","kind":"MCP server","category":"Trials & Study Design","summary":"ClinicalTrials.gov/CTIS discovery, deduplication and patient eligibility pre-screening MCP.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rmpugliese/clinicaltrials-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["ClinicalTrials.gov/CTIS discovery, deduplication and patient eligibility pre-screening MCP."],"limitation":"Cross-registry deduplication and eligibility require verification; volume ranking not quality.","url":"https://github.com/rmpugliese/clinicaltrials-mcp","primarySourceURLs":["https://raw.githubusercontent.com/rmpugliese/clinicaltrials-mcp/main/README.md","https://github.com/rmpugliese/clinicaltrials-mcp"],"id":"RWE-5190","relevance":{"id":"RWE-5190","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"ClinicalTrials.gov/CTIS discovery, deduplication and patient eligibility pre-screening MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rmpugliese/clinicaltrials-mcp/main/README.md","https://github.com/rmpugliese/clinicaltrials-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"ilan-droid/clinical-trials-plugin","kind":"Research tool","category":"Trials & Study Design","summary":"Claude clinical-trial search/detail and location/demographic pre-screening plugin.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ilan-droid/clinical-trials-plugin","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Claude clinical-trial search/detail and location/demographic pre-screening plugin."],"limitation":"Recruitment and eligibility need site confirmation.","url":"https://github.com/ilan-droid/clinical-trials-plugin","primarySourceURLs":["https://raw.githubusercontent.com/ilan-droid/clinical-trials-plugin/main/README.md","https://github.com/ilan-droid/clinical-trials-plugin"],"id":"RWE-5191","relevance":{"id":"RWE-5191","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Claude clinical-trial search/detail and location/demographic pre-screening plugin.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ilan-droid/clinical-trials-plugin/main/README.md","https://github.com/ilan-droid/clinical-trials-plugin"],"reviewGroup":"clinical-trial-workflow"}},{"name":"wjddusrb03/clinical-research-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed, ClinicalTrials.gov and arXiv retrieval with concept explanations MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wjddusrb03/clinical-research-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed, ClinicalTrials.gov and arXiv retrieval with concept explanations MCP."],"limitation":"Wikipedia explanations differ from primary scientific evidence; source-specific coverage.","url":"https://github.com/wjddusrb03/clinical-research-mcp","primarySourceURLs":["https://raw.githubusercontent.com/wjddusrb03/clinical-research-mcp/master/README.md","https://github.com/wjddusrb03/clinical-research-mcp"],"id":"RWE-5192","relevance":{"id":"RWE-5192","decision":"Core","rationale":"Retain the documented evidence function: PubMed, ClinicalTrials.gov and arXiv retrieval with concept explanations MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed, ClinicalTrials.gov and arXiv retrieval with concept explanations MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wjddusrb03/clinical-research-mcp","https://raw.githubusercontent.com/wjddusrb03/clinical-research-mcp/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"academica-sh/academica-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Academica separately packaged read-only PubMed, trial, payments, provider and reimbursement evidence servers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"academica-sh/academica-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academica separately packaged read-only PubMed, trial, payments, provider and reimbursement evidence servers."],"limitation":"Component-scoped paid/authenticated service; financial-only components outside scope.","url":"https://github.com/academica-sh/academica-mcp","primarySourceURLs":["https://raw.githubusercontent.com/academica-sh/academica-mcp/main/README.md","https://github.com/academica-sh/academica-mcp"],"id":"RWE-5193","relevance":{"id":"RWE-5193","decision":"Core","rationale":"Retain the documented evidence function: PubMed and clinical trial retrieval; payments, provider administration and financial components excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed and clinical trial retrieval; payments, provider administration and financial components excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/academica-sh/academica-mcp","https://raw.githubusercontent.com/academica-sh/academica-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cellcs/clinicaltrials-mcp","kind":"MCP server","category":"Trials & Study Design","summary":"ClinicalTrials.gov MCP structured trial-data access.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cellcs/clinicaltrials-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["ClinicalTrials.gov MCP structured trial-data access."],"limitation":"Sparse README limits detailed capability claims.","url":"https://github.com/cellcs/clinicaltrials-mcp","primarySourceURLs":["https://raw.githubusercontent.com/CellCS/clinicaltrials-mcp/main/README.md","https://github.com/CellCS/clinicaltrials-mcp"],"id":"RWE-5194","relevance":{"id":"RWE-5194","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"ClinicalTrials.gov MCP structured trial-data access.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/CellCS/clinicaltrials-mcp/main/README.md","https://github.com/CellCS/clinicaltrials-mcp"],"reviewGroup":"clinical-trial-workflow"}},{"name":"djivites/clinical_copliot_mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Clinical Copilot document OCR and structured patient/diagnosis/medication/lab extraction MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"djivites/clinical_copliot_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical Copilot document OCR and structured patient/diagnosis/medication/lab extraction MCP."],"limitation":"Accuracy and privacy claims unverified; extraction component only.","url":"https://github.com/djivites/clinical_copliot_mcp","primarySourceURLs":["https://raw.githubusercontent.com/djivites/Clinical_Copliot_MCP/main/README.md","https://github.com/djivites/Clinical_Copliot_MCP"],"id":"RWE-5195","relevance":{"id":"RWE-5195","decision":"Core","rationale":"Clinical Copilot document OCR and structured patient/diagnosis/medication/lab extraction MCP. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"Clinical Copilot document OCR and structured patient/diagnosis/medication/lab extraction MCP. Limits: Accuracy and privacy claims unverified; extraction component only.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/djivites/Clinical_Copliot_MCP/main/README.md","https://github.com/djivites/Clinical_Copliot_MCP"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"jdpg23/data-actors-cookbook","kind":"MCP server","category":"Trials & Study Design","summary":"Clinical Trials Watch Apify actor MCP retrieves new/updated studies by condition, sponsor or drug.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jdpg23/data-actors-cookbook","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical Trials Watch Apify actor MCP retrieves new/updated studies by condition, sponsor or drug."],"limitation":"Attribute to jdepablos/clinical-trials-watch actor; cookbook is distribution example, paid service.","url":"https://github.com/jdpg23/data-actors-cookbook","primarySourceURLs":["https://raw.githubusercontent.com/JdPG23/data-actors-cookbook/master/README.md","https://github.com/JdPG23/data-actors-cookbook"],"id":"RWE-5196","relevance":{"id":"RWE-5196","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Clinical Trials Watch Apify actor MCP retrieves new/updated studies by condition, sponsor or drug.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JdPG23/data-actors-cookbook/master/README.md","https://github.com/JdPG23/data-actors-cookbook"],"reviewGroup":"clinical-trial-workflow"}},{"name":"kumarsudu/care-companion","kind":"MCP server","category":"Trials & Study Design","summary":"Care Companion ADK/MCP clinical-trial search and structured symptom tracking.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kumarsudu/care-companion","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Care Companion ADK/MCP clinical-trial search and structured symptom tracking."],"limitation":"Trial information only; medication/care recommendations not validated.","url":"https://github.com/kumarsudu/care-companion","primarySourceURLs":["https://raw.githubusercontent.com/kumarsudu/care-companion/main/README.md","https://github.com/kumarsudu/care-companion"],"id":"RWE-5197","relevance":{"id":"RWE-5197","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Care Companion ADK/MCP clinical-trial search and structured symptom tracking.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kumarsudu/care-companion/main/README.md","https://github.com/kumarsudu/care-companion"],"reviewGroup":"clinical-trial-workflow"}},{"name":"srikannyaroy/pharma-research-multi-agent","kind":"Research tool","category":"Trials & Study Design","summary":"Pharma LangGraph workflow retrieves ClinicalTrials.gov, web and optional patent search evidence.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"srikannyaroy/pharma-research-multi-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Pharma LangGraph workflow retrieves ClinicalTrials.gov, web and optional patent search evidence."],"limitation":"Market/internal modules synthetic; patent falls back to synthetic without credentials; preserve provenance by module.","url":"https://github.com/srikannyaroy/pharma-research-multi-agent","primarySourceURLs":["https://raw.githubusercontent.com/srikannyaroy/pharma-research-multi-agent/main/README.md","https://github.com/srikannyaroy/pharma-research-multi-agent"],"id":"RWE-5198","relevance":{"id":"RWE-5198","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Pharma LangGraph workflow retrieves ClinicalTrials.gov, web and optional patent search evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/srikannyaroy/pharma-research-multi-agent/main/README.md","https://github.com/srikannyaroy/pharma-research-multi-agent"],"reviewGroup":"clinical-trial-workflow"}},{"name":"danaaburawaeh-glitch/dental-ai-research-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Dental research MCP PubMed and systematic-review/meta-analysis searches.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"danaaburawaeh-glitch/dental-ai-research-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Dental research MCP PubMed and systematic-review/meta-analysis searches."],"limitation":"Locally documented MVP, not deployed or integrated into public Dental AI plugin.","url":"https://github.com/danaaburawaeh-glitch/dental-ai-research-mcp","primarySourceURLs":["https://raw.githubusercontent.com/danaaburawaeh-glitch/dental-ai-research-mcp/main/README.md","https://github.com/danaaburawaeh-glitch/dental-ai-research-mcp"],"id":"RWE-5199","relevance":{"id":"RWE-5199","decision":"Core","rationale":"Retain the documented evidence function: Dental research MCP PubMed and systematic-review/meta-analysis searches. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Dental research MCP PubMed and systematic-review/meta-analysis searches.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/danaaburawaeh-glitch/dental-ai-research-mcp","https://raw.githubusercontent.com/danaaburawaeh-glitch/dental-ai-research-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"anubhab36/healthcare-research-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed article and ClinicalTrials.gov trial retrieval MCP with combined evidence workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anubhab36/healthcare-research-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed article and ClinicalTrials.gov trial retrieval MCP with combined evidence workflow."],"limitation":"Source coverage and generated synthesis require verification.","url":"https://github.com/anubhab36/healthcare-research-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Anubhab36/healthcare-research-mcp/main/README.md","https://github.com/Anubhab36/healthcare-research-mcp"],"id":"RWE-5200","relevance":{"id":"RWE-5200","decision":"Core","rationale":"Retain the documented evidence function: PubMed article and ClinicalTrials.gov trial retrieval MCP with combined evidence workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed article and ClinicalTrials.gov trial retrieval MCP with combined evidence workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/anubhab36/healthcare-research-mcp","https://raw.githubusercontent.com/Anubhab36/healthcare-research-mcp/main/README.md","https://github.com/Anubhab36/healthcare-research-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aarav261/drug-side-effect-tracker","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"Drug adverse-event retrieval from ClinicalTrials.gov through agent tools and SQLite cache.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aarav261/drug-side-effect-tracker","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Drug adverse-event retrieval from ClinicalTrials.gov through agent tools and SQLite cache."],"limitation":"Reported trial events do not establish drug causality or population incidence; result availability varies.","url":"https://github.com/aarav261/drug-side-effect-tracker","primarySourceURLs":["https://raw.githubusercontent.com/Aarav261/Drug-side-effect-tracker/main/README.md","https://github.com/Aarav261/Drug-side-effect-tracker"],"id":"RWE-5201","relevance":{"id":"RWE-5201","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Drug adverse-event retrieval from ClinicalTrials.gov through agent tools and SQLite cache.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Aarav261/Drug-side-effect-tracker/main/README.md","https://github.com/Aarav261/Drug-side-effect-tracker"],"reviewGroup":"clinical-trial-workflow"}},{"name":"mctrinh/mcp-chatbot","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Research assistant MCP search_papers and extract_info with Claude tool orchestration.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mctrinh/mcp-chatbot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research assistant MCP search_papers and extract_info with Claude tool orchestration."],"limitation":"Vector search listed separately as future work; extraction/synthesis verification needed.","url":"https://github.com/mctrinh/mcp-chatbot","primarySourceURLs":["https://raw.githubusercontent.com/mctrinh/mcp-chatbot/main/README.md","https://github.com/mctrinh/mcp-chatbot"],"id":"RWE-5202","relevance":{"id":"RWE-5202","decision":"Core","rationale":"Retain the documented evidence function: Research assistant MCP search_papers and extract_info with Claude tool orchestration. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research assistant MCP search_papers and extract_info with Claude tool orchestration.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mctrinh/mcp-chatbot","https://raw.githubusercontent.com/mctrinh/mcp-chatbot/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tobiasblask/open-paper-machine","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Academic paper plugin literature search, citation chasing and empirical paper-versus-code audit skills.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tobiasblask/open-paper-machine","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic paper plugin literature search, citation chasing and empirical paper-versus-code audit skills."],"limitation":"Generated manuscript and static audit do not establish scientific validity.","url":"https://github.com/tobiasblask/open-paper-machine","primarySourceURLs":["https://raw.githubusercontent.com/TobiasBlask/open-paper-machine/main/README.md","https://github.com/TobiasBlask/open-paper-machine"],"id":"RWE-5203","relevance":{"id":"RWE-5203","decision":"Core","rationale":"Retain the documented evidence function: Academic paper plugin literature search, citation chasing and empirical paper-versus-code audit skills. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic paper plugin literature search, citation chasing and empirical paper-versus-code audit skills.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tobiasblask/open-paper-machine","https://raw.githubusercontent.com/TobiasBlask/open-paper-machine/main/README.md","https://github.com/TobiasBlask/open-paper-machine"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mlmi-hust/literature-search","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Literature search agent skill verifies source URLs, deduplicates and formats citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mlmi-hust/literature-search","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature search agent skill verifies source URLs, deduplicates and formats citations."],"limitation":"Browser/provider access constraints; no claim of bypassing entitlement limits.","url":"https://github.com/mlmi-hust/literature-search","primarySourceURLs":["https://raw.githubusercontent.com/MLMI-HUST/literature-search/main/SKILL.md","https://github.com/MLMI-HUST/literature-search"],"id":"RWE-5204","relevance":{"id":"RWE-5204","decision":"Core","rationale":"Retain the documented evidence function: Literature search agent skill verifies source URLs, deduplicates and formats citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature search agent skill verifies source URLs, deduplicates and formats citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mlmi-hust/literature-search","https://raw.githubusercontent.com/MLMI-HUST/literature-search/main/SKILL.md","https://github.com/MLMI-HUST/literature-search"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wuruiqi/cnki-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"CNKI search, citation sorting, download and Zotero import/metadata reconciliation MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wuruiqi/cnki-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["CNKI search, citation sorting, download and Zotero import/metadata reconciliation MCP."],"limitation":"Requires lawful provider/session access; title deduplication can merge distinct records.","url":"https://github.com/wuruiqi/cnki-mcp","primarySourceURLs":["https://raw.githubusercontent.com/wuruiqi/cnki-mcp/main/README.md","https://github.com/wuruiqi/cnki-mcp"],"id":"RWE-5205","relevance":{"id":"RWE-5205","decision":"Core","rationale":"Retain the documented evidence function: CNKI search, citation sorting, download and Zotero import/metadata reconciliation MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"CNKI search, citation sorting, download and Zotero import/metadata reconciliation MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wuruiqi/cnki-mcp","https://raw.githubusercontent.com/wuruiqi/cnki-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"papersflow-ai/papersflow-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PapersFlow literature search, citation mapping and monitoring workflow skills.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"papersflow-ai/papersflow-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PapersFlow literature search, citation mapping and monitoring workflow skills."],"limitation":"Depends on hosted PapersFlow MCP; consolidate component/service identity.","url":"https://github.com/papersflow-ai/papersflow-skills","primarySourceURLs":["https://raw.githubusercontent.com/papersflow-ai/papersflow-skills/main/README.md","https://github.com/papersflow-ai/papersflow-skills"],"id":"RWE-5206","relevance":{"id":"RWE-5206","decision":"Core","rationale":"Retain the documented evidence function: PapersFlow literature search, citation mapping and monitoring workflow skills. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PapersFlow literature search, citation mapping and monitoring workflow skills.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/papersflow-ai/papersflow-skills","https://raw.githubusercontent.com/papersflow-ai/papersflow-skills/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bymurat09/literature-search-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Public scholarly index search, deduplication, open-access candidates and DOI citation MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bymurat09/literature-search-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Public scholarly index search, deduplication, open-access candidates and DOI citation MCP."],"limitation":"Public-source coverage and OA availability vary.","url":"https://github.com/bymurat09/literature-search-mcp","primarySourceURLs":["https://raw.githubusercontent.com/bymurat09/literature-search-mcp/main/README.md","https://github.com/bymurat09/literature-search-mcp"],"id":"RWE-5207","relevance":{"id":"RWE-5207","decision":"Core","rationale":"Retain the documented evidence function: Public scholarly index search, deduplication, open-access candidates and DOI citation MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Public scholarly index search, deduplication, open-access candidates and DOI citation MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bymurat09/literature-search-mcp","https://raw.githubusercontent.com/bymurat09/literature-search-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"phoenixs57/literature-search-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Seven-provider scholarly metadata MCP with rank fusion and Europe PMC OA full text.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"phoenixs57/literature-search-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Seven-provider scholarly metadata MCP with rank fusion and Europe PMC OA full text."],"limitation":"Rank fusion does not assure comprehensive recall; OA subset limits full text.","url":"https://github.com/phoenixs57/literature-search-mcp","primarySourceURLs":["https://raw.githubusercontent.com/PHoenixs57/literature-search-mcp/main/README.md","https://github.com/PHoenixs57/literature-search-mcp"],"id":"RWE-5208","relevance":{"id":"RWE-5208","decision":"Core","rationale":"Retain the documented evidence function: Seven-provider scholarly metadata MCP with rank fusion and Europe PMC OA full text. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Seven-provider scholarly metadata MCP with rank fusion and Europe PMC OA full text.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/phoenixs57/literature-search-mcp","https://raw.githubusercontent.com/PHoenixs57/literature-search-mcp/main/README.md","https://github.com/PHoenixs57/literature-search-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"xusenlin/literature-search-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Go PubMed, Semantic Scholar, arXiv and CQVIP metadata retrieval MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xusenlin/literature-search-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Go PubMed, Semantic Scholar, arXiv and CQVIP metadata retrieval MCP."],"limitation":"Default full-text/open-PDF filters may omit relevant literature.","url":"https://github.com/xusenlin/literature-search-mcp","primarySourceURLs":["https://raw.githubusercontent.com/xusenlin/literature-search-mcp/main/README.md","https://github.com/xusenlin/literature-search-mcp"],"id":"RWE-5209","relevance":{"id":"RWE-5209","decision":"Core","rationale":"Retain the documented evidence function: Go PubMed, Semantic Scholar, arXiv and CQVIP metadata retrieval MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Go PubMed, Semantic Scholar, arXiv and CQVIP metadata retrieval MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xusenlin/literature-search-mcp","https://raw.githubusercontent.com/xusenlin/literature-search-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"psiqaq/zotero-agent","kind":"MCP server","category":"RWE Data & Analytics","summary":"Embedded Zotero MCP library search, metadata enrichment, identifiers and Web of Science Starter tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"psiqaq/zotero-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Embedded Zotero MCP library search, metadata enrichment, identifiers and Web of Science Starter tools."],"limitation":"Includes library write operations; access and upstream plugin attribution apply.","url":"https://github.com/psiqaq/zotero-agent","primarySourceURLs":["https://raw.githubusercontent.com/psiQAQ/zotero-agent/main/README.md","https://github.com/psiQAQ/zotero-agent"],"id":"RWE-5210","relevance":{"id":"RWE-5210","decision":"Core","rationale":"Embedded Zotero MCP library search, metadata enrichment, identifiers and Web of Science Starter tools. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"Embedded Zotero MCP library search, metadata enrichment, identifiers and Web of Science Starter tools. Limits: Includes library write operations; access and upstream plugin attribution apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/psiQAQ/zotero-agent/main/README.md","https://github.com/psiQAQ/zotero-agent"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"skojaku/gemini-literature-search-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Gemini scholarly analysis, relevance validation and sentence-level citation review MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"skojaku/gemini-literature-search-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Gemini scholarly analysis, relevance validation and sentence-level citation review MCP."],"limitation":"Model-based validation cannot independently establish citation truth.","url":"https://github.com/skojaku/gemini-literature-search-mcp","primarySourceURLs":["https://raw.githubusercontent.com/skojaku/gemini-literature-search-mcp/main/README.md","https://github.com/skojaku/gemini-literature-search-mcp"],"id":"RWE-5211","relevance":{"id":"RWE-5211","decision":"Core","rationale":"Retain the documented evidence function: Gemini scholarly analysis, relevance validation and sentence-level citation review MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Gemini scholarly analysis, relevance validation and sentence-level citation review MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/skojaku/gemini-literature-search-mcp","https://raw.githubusercontent.com/skojaku/gemini-literature-search-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"openpharma-org/pubmed-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed search, metadata and available PMC PDF MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openpharma-org/pubmed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed search, metadata and available PMC PDF MCP."],"limitation":"Unofficial distribution; reconcile upstream rather than assuming independent implementation.","url":"https://github.com/openpharma-org/pubmed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/openpharma-org/pubmed-mcp/main/README.md","https://github.com/openpharma-org/pubmed-mcp"],"id":"RWE-5212","relevance":{"id":"RWE-5212","decision":"Core","rationale":"Retain the documented evidence function: PubMed search, metadata and available PMC PDF MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search, metadata and available PMC PDF MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/openpharma-org/pubmed-mcp","https://raw.githubusercontent.com/openpharma-org/pubmed-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"the-techlab/sportscimcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Sports-science MCP searches PubMed, OSF, Figshare, PhysioNet and datasets with training-load research tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"the-techlab/sportscimcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Sports-science MCP searches PubMed, OSF, Figshare, PhysioNet and datasets with training-load research tools."],"limitation":"Research/data component; return-to-play and injury guidance not clinically validated.","url":"https://github.com/the-techlab/sportscimcp","primarySourceURLs":["https://raw.githubusercontent.com/The-TechLab/SportSciMCP/main/README.md","https://github.com/The-TechLab/SportSciMCP"],"id":"RWE-5213","relevance":{"id":"RWE-5213","decision":"Core","rationale":"Retain the documented evidence function: Sports-science MCP searches PubMed, OSF, Figshare, PhysioNet and datasets with training-load research tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Sports-science MCP searches PubMed, OSF, Figshare, PhysioNet and datasets with training-load research tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/the-techlab/sportscimcp","https://raw.githubusercontent.com/The-TechLab/SportSciMCP/main/README.md","https://github.com/The-TechLab/SportSciMCP"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"techfusiondata/aletheia-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"OpenAlex scientific literature search/detail, citation graph and full-text candidate MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"techfusiondata/aletheia-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenAlex scientific literature search/detail, citation graph and full-text candidate MCP."],"limitation":"Index size is provider claim; full-text availability and citation coverage vary.","url":"https://github.com/techfusiondata/aletheia-mcp","primarySourceURLs":["https://raw.githubusercontent.com/TechFusionData/aletheia-mcp/main/README.md","https://github.com/TechFusionData/aletheia-mcp"],"id":"RWE-5214","relevance":{"id":"RWE-5214","decision":"Core","rationale":"Retain the documented evidence function: OpenAlex scientific literature search/detail, citation graph and full-text candidate MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenAlex scientific literature search/detail, citation graph and full-text candidate MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/techfusiondata/aletheia-mcp","https://raw.githubusercontent.com/TechFusionData/aletheia-mcp/main/README.md","https://github.com/TechFusionData/aletheia-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"shenao1/cuc-literature-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Web of Science/IEEE literature retrieval, DOI audit, PDF and document-table management MCP/skill.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shenao1/cuc-literature-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Web of Science/IEEE literature retrieval, DOI audit, PDF and document-table management MCP/skill."],"limitation":"Browser adapters require authorized sessions; fail on login/captcha/access barriers.","url":"https://github.com/shenao1/cuc-literature-mcp","primarySourceURLs":["https://raw.githubusercontent.com/SHENAO1/cuc-literature-mcp/main/README.md","https://github.com/SHENAO1/cuc-literature-mcp"],"id":"RWE-5215","relevance":{"id":"RWE-5215","decision":"Core","rationale":"Retain the documented evidence function: Web of Science/IEEE literature retrieval, DOI audit, PDF and document-table management MCP/skill. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Web of Science/IEEE literature retrieval, DOI audit, PDF and document-table management MCP/skill.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shenao1/cuc-literature-mcp","https://raw.githubusercontent.com/SHENAO1/cuc-literature-mcp/main/README.md","https://github.com/SHENAO1/cuc-literature-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cochatai/europepmc-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Europe PMC article search/detail, OA full text and text-mining annotations MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cochatai/europepmc-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Europe PMC article search/detail, OA full text and text-mining annotations MCP."],"limitation":"OA subset and automated annotation limitations.","url":"https://github.com/cochatai/europepmc-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/CoChatAI/europepmc-mcp-server/main/README.md","https://github.com/CoChatAI/europepmc-mcp-server"],"id":"RWE-5216","relevance":{"id":"RWE-5216","decision":"Core","rationale":"Europe PMC article search/detail, OA full text and text-mining annotations MCP. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"Europe PMC article search/detail, OA full text and text-mining annotations MCP. Limits: OA subset and automated annotation limitations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/CoChatAI/europepmc-mcp-server/main/README.md","https://github.com/CoChatAI/europepmc-mcp-server"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"edithatogo/searchright","kind":"MCP server","category":"RWE Data & Analytics","summary":"Searchright systematic/scoping/rapid/living search planning, execution, screening and audit MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"edithatogo/searchright","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Searchright systematic/scoping/rapid/living search planning, execution, screening and audit MCP."],"limitation":"Separate CiteWeft extraction and Sourceright citation components; search completeness requires actual coverage audit.","url":"https://github.com/edithatogo/searchright","primarySourceURLs":["https://raw.githubusercontent.com/edithatogo/searchright/main/README.md","https://github.com/edithatogo/searchright"],"id":"RWE-5217","relevance":{"id":"RWE-5217","decision":"Core","rationale":"Searchright systematic/scoping/rapid/living search planning, execution, screening and audit MCP. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"Searchright systematic/scoping/rapid/living search planning, execution, screening and audit MCP. Limits: Separate CiteWeft extraction and Sourceright citation components; search completeness requires actual coverage audit.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/edithatogo/searchright/main/README.md","https://github.com/edithatogo/searchright"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"oliviercaron/scopus-mcp-extended","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Scopus/ScienceDirect/Embase/PlumX search, citations, article text and metadata MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"oliviercaron/scopus-mcp-extended","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scopus/ScienceDirect/Embase/PlumX search, citations, article text and metadata MCP."],"limitation":"Institutional Elsevier credentials/entitlements required; coverage varies by API.","url":"https://github.com/oliviercaron/scopus-mcp-extended","primarySourceURLs":["https://raw.githubusercontent.com/oliviercaron/scopus-mcp-extended/main/README.md","https://github.com/oliviercaron/scopus-mcp-extended"],"id":"RWE-5218","relevance":{"id":"RWE-5218","decision":"Core","rationale":"Retain the documented evidence function: Scopus/ScienceDirect/Embase/PlumX search, citations, article text and metadata MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scopus/ScienceDirect/Embase/PlumX search, citations, article text and metadata MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/oliviercaron/scopus-mcp-extended","https://raw.githubusercontent.com/oliviercaron/scopus-mcp-extended/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lkrcharon/dsh-research-library","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"DeepSeek Harness research-library plugin wraps Field Current lookup, entries and bibliography MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lkrcharon/dsh-research-library","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["DeepSeek Harness research-library plugin wraps Field Current lookup, entries and bibliography MCP."],"limitation":"Dependent on Field Current; read-only curated library scope and session snapshots.","url":"https://github.com/lkrcharon/dsh-research-library","primarySourceURLs":["https://raw.githubusercontent.com/LKRCharon/dsh-research-library/main/README.md","https://github.com/LKRCharon/dsh-research-library"],"id":"RWE-5219","relevance":{"id":"RWE-5219","decision":"Core","rationale":"Retain the documented evidence function: DeepSeek Harness research-library plugin wraps Field Current lookup, entries and bibliography MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"DeepSeek Harness research-library plugin wraps Field Current lookup, entries and bibliography MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lkrcharon/dsh-research-library","https://raw.githubusercontent.com/LKRCharon/dsh-research-library/main/README.md","https://github.com/LKRCharon/dsh-research-library"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"papersflow-ai/papersflow-company","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PapersFlow Agent Company bundles six research roles, references four upstream skills and exposes hosted search/citation/graph/DeepScan tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"papersflow-ai/papersflow-company","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PapersFlow Agent Company bundles six research roles, references four upstream skills and exposes hosted search/citation/graph/DeepScan tools."],"limitation":"Same hosted PapersFlow service; authenticated advanced tools and upstream skill attribution, not independent search engine.","url":"https://github.com/papersflow-ai/papersflow-company","primarySourceURLs":["https://raw.githubusercontent.com/papersflow-ai/papersflow-company/main/README.md","https://raw.githubusercontent.com/papersflow-ai/papersflow-company/main/papersflow/README.md","https://github.com/papersflow-ai/papersflow-company"],"id":"RWE-5220","relevance":{"id":"RWE-5220","decision":"Core","rationale":"Retain the documented evidence function: PapersFlow Agent Company bundles six research roles, references four upstream skills and exposes hosted search/citation/graph/DeepScan tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PapersFlow Agent Company bundles six research roles, references four upstream skills and exposes hosted search/citation/graph/DeepScan tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/papersflow-ai/papersflow-company","https://raw.githubusercontent.com/papersflow-ai/papersflow-company/main/README.md","https://raw.githubusercontent.com/papersflow-ai/papersflow-company/main/papersflow/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"niehs/toxpipemcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"NIEHS ToxPipeMCP ChemBioTox queries, PubMed search and NTP report RAG.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"niehs/toxpipemcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["NIEHS ToxPipeMCP ChemBioTox queries, PubMed search and NTP report RAG."],"limitation":"Toxicology source/method heterogeneity; associations not direct clinical risk estimates.","url":"https://github.com/niehs/toxpipemcp","primarySourceURLs":["https://raw.githubusercontent.com/NIEHS/ToxPipeMCP/main/README.md","https://github.com/NIEHS/ToxPipeMCP"],"id":"RWE-5221","relevance":{"id":"RWE-5221","decision":"Core","rationale":"Retain the documented evidence function: PubMed and NTP toxicology report retrieval; molecular associations and inferred clinical risk excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed and NTP toxicology report retrieval; molecular associations and inferred clinical risk excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/niehs/toxpipemcp","https://raw.githubusercontent.com/NIEHS/ToxPipeMCP/main/README.md","https://github.com/NIEHS/ToxPipeMCP"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wangsetup/medlit-search-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"MedLit Search agent skill searches biomedical indexes and verifies citation identifiers/evidence types.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wangsetup/medlit-search-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["MedLit Search agent skill searches biomedical indexes and verifies citation identifiers/evidence types."],"limitation":"Automated evidence grading and false-citation detection require review.","url":"https://github.com/wangsetup/medlit-search-skill","primarySourceURLs":["https://raw.githubusercontent.com/Wangsetup/MedLit-Search-Skill/main/README.md","https://github.com/Wangsetup/MedLit-Search-Skill"],"id":"RWE-5222","relevance":{"id":"RWE-5222","decision":"Core","rationale":"Retain the documented evidence function: MedLit Search agent skill searches biomedical indexes and verifies citation identifiers/evidence types. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"MedLit Search agent skill searches biomedical indexes and verifies citation identifiers/evidence types.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wangsetup/medlit-search-skill","https://raw.githubusercontent.com/Wangsetup/MedLit-Search-Skill/main/README.md","https://github.com/Wangsetup/MedLit-Search-Skill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ares960826/ares-agent-toolkit","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"MinerU/SciVerse PDF-to-Markdown and scholarly-search agent skill bundle.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ares960826/ares-agent-toolkit","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["MinerU/SciVerse PDF-to-Markdown and scholarly-search agent skill bundle."],"limitation":"Attribute upstream services; tokens/access and extraction accuracy constraints.","url":"https://github.com/ares960826/ares-agent-toolkit","primarySourceURLs":["https://raw.githubusercontent.com/Ares960826/ares-agent-toolkit/main/README.md","https://github.com/Ares960826/ares-agent-toolkit"],"id":"RWE-5223","relevance":{"id":"RWE-5223","decision":"Core","rationale":"Retain only the documented evidence function: SciVerse scholarly search only; generic PDF-to-Markdown utility excluded. Coverage and validation limitations remain in force.","relevanceBasis":"SciVerse scholarly search only; generic PDF-to-Markdown utility excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ares960826/ares-agent-toolkit","https://raw.githubusercontent.com/Ares960826/ares-agent-toolkit/main/README.md","https://github.com/Ares960826/ares-agent-toolkit"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"darkroaster/pubmearch","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed advanced/date search and keyword frequency/trend analysis MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"darkroaster/pubmearch","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed advanced/date search and keyword frequency/trend analysis MCP."],"limitation":"Early development; search-derived trends depend on query and indexing.","url":"https://github.com/darkroaster/pubmearch","primarySourceURLs":["https://raw.githubusercontent.com/Darkroaster/pubmearch/main/README.md","https://github.com/Darkroaster/pubmearch"],"id":"RWE-5224","relevance":{"id":"RWE-5224","decision":"Core","rationale":"Retain the documented evidence function: PubMed advanced/date search and keyword frequency/trend analysis MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed advanced/date search and keyword frequency/trend analysis MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/darkroaster/pubmearch","https://raw.githubusercontent.com/Darkroaster/pubmearch/main/README.md","https://github.com/Darkroaster/pubmearch"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"grll/pubmedmcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed search/fetch MCP using pubmedclient library.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"grll/pubmedmcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed search/fetch MCP using pubmedclient library."],"limitation":"NCBI access limits and returned-content coverage.","url":"https://github.com/grll/pubmedmcp","primarySourceURLs":["https://raw.githubusercontent.com/grll/pubmedmcp/main/README.md","https://github.com/grll/pubmedmcp"],"id":"RWE-5225","relevance":{"id":"RWE-5225","decision":"Core","rationale":"Retain the documented evidence function: PubMed search/fetch MCP using pubmedclient library. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search/fetch MCP using pubmedclient library.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/grll/pubmedmcp","https://raw.githubusercontent.com/grll/pubmedmcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jackkuo666/pubmed-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed article search and detailed metadata MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackkuo666/pubmed-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed article search and detailed metadata MCP."],"limitation":"Metadata retrieval does not imply full-text access.","url":"https://github.com/jackkuo666/pubmed-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/JackKuo666/PubMed-MCP-Server/main/README.md","https://github.com/JackKuo666/PubMed-MCP-Server"],"id":"RWE-5226","relevance":{"id":"RWE-5226","decision":"Core","rationale":"Retain the documented evidence function: PubMed article search and detailed metadata MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed article search and detailed metadata MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackkuo666/pubmed-mcp-server","https://raw.githubusercontent.com/JackKuo666/PubMed-MCP-Server/main/README.md","https://github.com/JackKuo666/PubMed-MCP-Server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pancrepal-xiaoyibao/mcp-pubmed-server-pancrpal","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed/PMC/Unpaywall structured literature retrieval with cache and optional OA full text.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pancrepal-xiaoyibao/mcp-pubmed-server-pancrpal","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed/PMC/Unpaywall structured literature retrieval with cache and optional OA full text."],"limitation":"Canonical PancrePal package; full-text mode and OA coverage limit content.","url":"https://github.com/pancrepal-xiaoyibao/mcp-pubmed-server-pancrpal","primarySourceURLs":["https://raw.githubusercontent.com/PancrePal-xiaoyibao/mcp-pubmed-server-pancrpal/main/README.md","https://github.com/PancrePal-xiaoyibao/mcp-pubmed-server-pancrpal"],"id":"RWE-5227","relevance":{"id":"RWE-5227","decision":"Core","rationale":"Retain the documented evidence function: PubMed/PMC/Unpaywall structured literature retrieval with cache and optional OA full text. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed/PMC/Unpaywall structured literature retrieval with cache and optional OA full text.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pancrepal-xiaoyibao/mcp-pubmed-server-pancrpal","https://raw.githubusercontent.com/PancrePal-xiaoyibao/mcp-pubmed-server-pancrpal/main/README.md","https://github.com/PancrePal-xiaoyibao/mcp-pubmed-server-pancrpal"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"augmented-nature/pubmed-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Augmented Nature PubMed E-utilities advanced, author, journal and article retrieval MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"augmented-nature/pubmed-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Augmented Nature PubMed E-utilities advanced, author, journal and article retrieval MCP."],"limitation":"Consolidate upstream mirrors; API and query coverage limits.","url":"https://github.com/augmented-nature/pubmed-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/Augmented-Nature/PubMed-MCP-Server/main/README.md","https://github.com/Augmented-Nature/PubMed-MCP-Server"],"id":"RWE-5228","relevance":{"id":"RWE-5228","decision":"Core","rationale":"Retain the documented evidence function: Augmented Nature PubMed E-utilities advanced, author, journal and article retrieval MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Augmented Nature PubMed E-utilities advanced, author, journal and article retrieval MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/augmented-nature/pubmed-mcp-server","https://raw.githubusercontent.com/Augmented-Nature/PubMed-MCP-Server/main/README.md","https://github.com/Augmented-Nature/PubMed-MCP-Server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gradusnikov/pubmed-search-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed title/abstract/author search and detailed metadata MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gradusnikov/pubmed-search-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed title/abstract/author search and detailed metadata MCP."],"limitation":"Source metadata and query coverage limits.","url":"https://github.com/gradusnikov/pubmed-search-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/gradusnikov/pubmed-search-mcp-server/main/README.md","https://github.com/gradusnikov/pubmed-search-mcp-server"],"id":"RWE-5229","relevance":{"id":"RWE-5229","decision":"Core","rationale":"Retain the documented evidence function: PubMed title/abstract/author search and detailed metadata MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed title/abstract/author search and detailed metadata MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gradusnikov/pubmed-search-mcp-server","https://raw.githubusercontent.com/gradusnikov/pubmed-search-mcp-server/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hhx465453939/mcp-pubmed-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed keyword/batch retrieval and cross-reference MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hhx465453939/mcp-pubmed-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed keyword/batch retrieval and cross-reference MCP."],"limitation":"Retrieval cannot independently verify research conclusions.","url":"https://github.com/hhx465453939/mcp-pubmed-server","primarySourceURLs":["https://raw.githubusercontent.com/hhx465453939/mcp-pubmed-server/main/README.md","https://github.com/hhx465453939/mcp-pubmed-server"],"id":"RWE-5230","relevance":{"id":"RWE-5230","decision":"Core","rationale":"Retain the documented evidence function: PubMed keyword/batch retrieval and cross-reference MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed keyword/batch retrieval and cross-reference MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hhx465453939/mcp-pubmed-server","https://raw.githubusercontent.com/hhx465453939/mcp-pubmed-server/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aringadre76/mcp-for-research","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Consolidated PubMed/Scholar/arXiv MCP search, available PMC text, citation export and excerpt search.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aringadre76/mcp-for-research","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Consolidated PubMed/Scholar/arXiv MCP search, available PMC text, citation export and excerpt search."],"limitation":"Other sources may return abstracts only; optional Firecrawl separate dependency.","url":"https://github.com/aringadre76/mcp-for-research","primarySourceURLs":["https://raw.githubusercontent.com/aringadre76/mcp-for-research/main/README.md","https://github.com/aringadre76/mcp-for-research"],"id":"RWE-5231","relevance":{"id":"RWE-5231","decision":"Core","rationale":"Retain the documented evidence function: Consolidated PubMed/Scholar/arXiv MCP search, available PMC text, citation export and excerpt search. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Consolidated PubMed/Scholar/arXiv MCP search, available PMC text, citation export and excerpt search.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aringadre76/mcp-for-research","https://raw.githubusercontent.com/aringadre76/mcp-for-research/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wilddatax/suppr-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Suppr scholarly document translation and Chinese-language PubMed search MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wilddatax/suppr-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Suppr scholarly document translation and Chinese-language PubMed search MCP."],"limitation":"Hosted service access and translation accuracy constraints.","url":"https://github.com/wilddatax/suppr-mcp","primarySourceURLs":["https://raw.githubusercontent.com/WildDataX/suppr-mcp/main/README.md","https://github.com/WildDataX/suppr-mcp"],"id":"RWE-5232","relevance":{"id":"RWE-5232","decision":"Core","rationale":"Retain the documented evidence function: Chinese-language PubMed retrieval; generic translation excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Chinese-language PubMed retrieval; generic translation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wilddatax/suppr-mcp","https://raw.githubusercontent.com/WildDataX/suppr-mcp/main/README.md","https://github.com/WildDataX/suppr-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"masa-med-ai/pubmed-systematic-review","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed systematic-review agent workflow for MeSH query validation and nontruncated numeric evidence extraction.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"masa-med-ai/pubmed-systematic-review","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed systematic-review agent workflow for MeSH query validation and nontruncated numeric evidence extraction."],"limitation":"Instructional workflow; numeric values still require full-source checking.","url":"https://github.com/masa-med-ai/pubmed-systematic-review","primarySourceURLs":["https://raw.githubusercontent.com/masa-med-ai/pubmed-systematic-review/main/README.md","https://github.com/masa-med-ai/pubmed-systematic-review"],"id":"RWE-5233","relevance":{"id":"RWE-5233","decision":"Core","rationale":"Retain the documented evidence function: PubMed systematic-review agent workflow for MeSH query validation and nontruncated numeric evidence extraction. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed systematic-review agent workflow for MeSH query validation and nontruncated numeric evidence extraction.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/masa-med-ai/pubmed-systematic-review","https://raw.githubusercontent.com/masa-med-ai/pubmed-systematic-review/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jsfsds/pubmed_search","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed fetch_articles and LLM abstract synthesis MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jsfsds/pubmed_search","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed fetch_articles and LLM abstract synthesis MCP."],"limitation":"Work in progress; abstracts may lack full outcome data.","url":"https://github.com/jsfsds/pubmed_search","primarySourceURLs":["https://raw.githubusercontent.com/jsfsds/pubmed_search/main/README.md","https://github.com/jsfsds/pubmed_search"],"id":"RWE-5234","relevance":{"id":"RWE-5234","decision":"Core","rationale":"Retain the documented evidence function: PubMed fetch_articles and LLM abstract synthesis MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed fetch_articles and LLM abstract synthesis MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jsfsds/pubmed_search","https://raw.githubusercontent.com/jsfsds/pubmed_search/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"suyashekhande/pubmed-mcp-advanced","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Advanced PubMed/PMC MCP literature search, metadata and available full text.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"suyashekhande/pubmed-mcp-advanced","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Advanced PubMed/PMC MCP literature search, metadata and available full text."],"limitation":"PMC availability and NCBI limits; no all-article full text guarantee.","url":"https://github.com/suyashekhande/pubmed-mcp-advanced","primarySourceURLs":["https://raw.githubusercontent.com/SuyashEkhande/Pubmed-MCP-Advanced/main/README.md","https://github.com/SuyashEkhande/Pubmed-MCP-Advanced"],"id":"RWE-5235","relevance":{"id":"RWE-5235","decision":"Core","rationale":"Retain the documented evidence function: Advanced PubMed/PMC MCP literature search, metadata and available full text. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Advanced PubMed/PMC MCP literature search, metadata and available full text.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/suyashekhande/pubmed-mcp-advanced","https://raw.githubusercontent.com/SuyashEkhande/Pubmed-MCP-Advanced/main/README.md","https://github.com/SuyashEkhande/Pubmed-MCP-Advanced"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hanxuanliang/pubmed-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"fastapi-mcp PubMed search, PMID metadata and available PMC PDF download.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hanxuanliang/pubmed-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["fastapi-mcp PubMed search, PMID metadata and available PMC PDF download."],"limitation":"Placeholder clone URL in README; source content and access need checking.","url":"https://github.com/hanxuanliang/pubmed-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/hanxuanliang/pubmed-mcp-server/main/README.md","https://github.com/hanxuanliang/pubmed-mcp-server"],"id":"RWE-5236","relevance":{"id":"RWE-5236","decision":"Core","rationale":"Retain the documented evidence function: fastapi-mcp PubMed search, PMID metadata and available PMC PDF download. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"fastapi-mcp PubMed search, PMID metadata and available PMC PDF download.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hanxuanliang/pubmed-mcp-server","https://raw.githubusercontent.com/hanxuanliang/pubmed-mcp-server/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"emi-dm/pubmed-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Entrez PubMed search and structured title/author/abstract/journal metadata MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"emi-dm/pubmed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Entrez PubMed search and structured title/author/abstract/journal metadata MCP."],"limitation":"Result limits and NCBI coverage apply.","url":"https://github.com/emi-dm/pubmed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/emi-dm/PubMed-MCP/main/README.md","https://github.com/emi-dm/PubMed-MCP"],"id":"RWE-5237","relevance":{"id":"RWE-5237","decision":"Core","rationale":"Retain the documented evidence function: Entrez PubMed search and structured title/author/abstract/journal metadata MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Entrez PubMed search and structured title/author/abstract/journal metadata MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/emi-dm/pubmed-mcp","https://raw.githubusercontent.com/emi-dm/PubMed-MCP/main/README.md","https://github.com/emi-dm/PubMed-MCP"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"qgeng1465/bio-mcp","kind":"Research tool","category":"Biomedical & Bioinformatics","summary":"BioMCP open bioinformatics database queries spanning literature, variants, population frequencies and genomic annotations.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"qgeng1465/bio-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["BioMCP open bioinformatics database queries spanning literature, variants, population frequencies and genomic annotations."],"limitation":"Broad multi-source collection; preserve source-specific limitations and distinct BioMCP identity.","url":"https://github.com/qgeng1465/bio-mcp","primarySourceURLs":["https://raw.githubusercontent.com/qgeng1465/bio-mcp/main/README.md","https://github.com/qgeng1465/bio-mcp"],"id":"RWE-5238","relevance":{"id":"RWE-5238","decision":"Core","rationale":"Retain explicit scholarly source retrieval only; genomic annotations and reference-population frequencies do not independently establish core scope.","relevanceBasis":"BioMCP open bioinformatics database queries spanning literature, variants, population frequencies and genomic annotations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/qgeng1465/bio-mcp/main/README.md","https://github.com/qgeng1465/bio-mcp"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"hereisswapnil/quoriva-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Quoriva Semantic Scholar, PubMed and arXiv research search MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hereisswapnil/quoriva-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Quoriva Semantic Scholar, PubMed and arXiv research search MCP."],"limitation":"Provider coverage, rate limits and metadata quality vary.","url":"https://github.com/hereisswapnil/quoriva-mcp","primarySourceURLs":["https://raw.githubusercontent.com/hereisSwapnil/quoriva-mcp/main/README.md","https://github.com/hereisSwapnil/quoriva-mcp"],"id":"RWE-5239","relevance":{"id":"RWE-5239","decision":"Core","rationale":"Retain the documented evidence function: Quoriva Semantic Scholar, PubMed and arXiv research search MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Quoriva Semantic Scholar, PubMed and arXiv research search MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hereisswapnil/quoriva-mcp","https://raw.githubusercontent.com/hereisSwapnil/quoriva-mcp/main/README.md","https://github.com/hereisSwapnil/quoriva-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"avivlyweb/pubmed-gemini-extension","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Nagomi Gemini CLI clinical literature search and citation-integrity review extension.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"avivlyweb/pubmed-gemini-extension","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Nagomi Gemini CLI clinical literature search and citation-integrity review extension."],"limitation":"Forensic/fraud-detection and speed claims unverified; retrieval/audit assistance only.","url":"https://github.com/avivlyweb/pubmed-gemini-extension","primarySourceURLs":["https://raw.githubusercontent.com/avivlyweb/pubmed-gemini-extension/main/README.md","https://github.com/avivlyweb/pubmed-gemini-extension"],"id":"RWE-5240","relevance":{"id":"RWE-5240","decision":"Core","rationale":"Retain the documented evidence function: Nagomi Gemini CLI clinical literature search and citation-integrity review extension. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Nagomi Gemini CLI clinical literature search and citation-integrity review extension.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/avivlyweb/pubmed-gemini-extension","https://raw.githubusercontent.com/avivlyweb/pubmed-gemini-extension/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pubspro/pubmed-search","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed search, abstract retrieval, PICO synthesis and formatted citations MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pubspro/pubmed-search","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed search, abstract retrieval, PICO synthesis and formatted citations MCP."],"limitation":"Generated synthesis and citation formatting require checking.","url":"https://github.com/pubspro/pubmed-search","primarySourceURLs":["https://raw.githubusercontent.com/pubspro/pubmed-search/main/README.md","https://github.com/pubspro/pubmed-search"],"id":"RWE-5241","relevance":{"id":"RWE-5241","decision":"Core","rationale":"Retain the documented evidence function: PubMed search, abstract retrieval, PICO synthesis and formatted citations MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search, abstract retrieval, PICO synthesis and formatted citations MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pubspro/pubmed-search","https://raw.githubusercontent.com/pubspro/pubmed-search/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sulmatajb/paperplain-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PaperPlain PubMed/arXiv/Semantic Scholar structured abstract retrieval MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sulmatajb/paperplain-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PaperPlain PubMed/arXiv/Semantic Scholar structured abstract retrieval MCP."],"limitation":"Peer-reviewed-only claim conflicts with arXiv inclusion; preprints must be labeled.","url":"https://github.com/sulmatajb/paperplain-mcp","primarySourceURLs":["https://raw.githubusercontent.com/sulmatajb/paperplain-mcp/main/README.md","https://github.com/sulmatajb/paperplain-mcp"],"id":"RWE-5242","relevance":{"id":"RWE-5242","decision":"Core","rationale":"Retain the documented evidence function: PaperPlain PubMed/arXiv/Semantic Scholar structured abstract retrieval MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PaperPlain PubMed/arXiv/Semantic Scholar structured abstract retrieval MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sulmatajb/paperplain-mcp","https://raw.githubusercontent.com/sulmatajb/paperplain-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tianyu-qu/mcp-pubmed-evidence","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed and ClinicalTrials.gov MCP with evidence tables, BibTeX and explicit limit/provenance metadata.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tianyu-qu/mcp-pubmed-evidence","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed and ClinicalTrials.gov MCP with evidence tables, BibTeX and explicit limit/provenance metadata."],"limitation":"Table extraction and query coverage still require review.","url":"https://github.com/tianyu-qu/mcp-pubmed-evidence","primarySourceURLs":["https://raw.githubusercontent.com/Tianyu-Qu/mcp-pubmed-evidence/main/README.md","https://github.com/Tianyu-Qu/mcp-pubmed-evidence"],"id":"RWE-5243","relevance":{"id":"RWE-5243","decision":"Core","rationale":"Retain the documented evidence function: PubMed and ClinicalTrials.gov MCP with evidence tables, BibTeX and explicit limit/provenance metadata. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed and ClinicalTrials.gov MCP with evidence tables, BibTeX and explicit limit/provenance metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tianyu-qu/mcp-pubmed-evidence","https://raw.githubusercontent.com/Tianyu-Qu/mcp-pubmed-evidence/main/README.md","https://github.com/Tianyu-Qu/mcp-pubmed-evidence"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"biocontext/pubmed-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Lightweight PubMed search/retrieval MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"biocontext/pubmed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Lightweight PubMed search/retrieval MCP."],"limitation":"Sparse documentation supports only basic capability, not validated analysis.","url":"https://github.com/biocontext/pubmed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/BioContext/PubMed-MCP/main/README.md","https://github.com/BioContext/PubMed-MCP"],"id":"RWE-5244","relevance":{"id":"RWE-5244","decision":"Core","rationale":"Retain the documented evidence function: Lightweight PubMed search/retrieval MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Lightweight PubMed search/retrieval MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/biocontext/pubmed-mcp","https://raw.githubusercontent.com/BioContext/PubMed-MCP/main/README.md","https://github.com/BioContext/PubMed-MCP"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sahil-2424/mcp-servers","kind":"MCP server","category":"RWE Data & Analytics","summary":"Life-science MCP collection includes bioRxiv/medRxiv, NCBI databases and Benchling API components.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sahil-2424/mcp-servers","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Life-science MCP collection includes bioRxiv/medRxiv, NCBI databases and Benchling API components."],"limitation":"Preserve individual component and upstream service attribution; credentials vary.","url":"https://github.com/sahil-2424/mcp-servers","primarySourceURLs":["https://raw.githubusercontent.com/sahil-2424/mcp-servers/main/README.md","https://github.com/sahil-2424/mcp-servers"],"id":"RWE-5245","relevance":{"id":"RWE-5245","decision":"Core","rationale":"Life-science MCP collection includes bioRxiv/medRxiv, NCBI databases and Benchling API components. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"Life-science MCP collection includes bioRxiv/medRxiv, NCBI databases and Benchling API components. Limits: Preserve individual component and upstream service attribution; credentials vary.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/sahil-2424/mcp-servers/main/README.md","https://github.com/sahil-2424/mcp-servers"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"codingaslu/pubmed-mcp-server","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"BioPython Entrez PubMed search and abstract retrieval FastMCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"codingaslu/pubmed-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["BioPython Entrez PubMed search and abstract retrieval FastMCP."],"limitation":"NCBI result and rate limits apply.","url":"https://github.com/codingaslu/pubmed-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/codingaslu/PubMed-MCP-Server/main/README.md","https://github.com/codingaslu/PubMed-MCP-Server"],"id":"RWE-5246","relevance":{"id":"RWE-5246","decision":"Core","rationale":"Retain the documented evidence function: BioPython Entrez PubMed search and abstract retrieval FastMCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"BioPython Entrez PubMed search and abstract retrieval FastMCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/codingaslu/pubmed-mcp-server","https://raw.githubusercontent.com/codingaslu/PubMed-MCP-Server/main/README.md","https://github.com/codingaslu/PubMed-MCP-Server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ykshah1309/neuro-research-discovery-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"OpenNeuro, NeuroVault and PubMed discovery MCP for neuroimaging datasets/maps/literature.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ykshah1309/neuro-research-discovery-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenNeuro, NeuroVault and PubMed discovery MCP for neuroimaging datasets/maps/literature."],"limitation":"Dataset licensing/access and statistical-map interpretation constraints.","url":"https://github.com/ykshah1309/neuro-research-discovery-mcp","primarySourceURLs":["https://raw.githubusercontent.com/ykshah1309/neuro-research-discovery-mcp/main/README.md","https://github.com/ykshah1309/neuro-research-discovery-mcp"],"id":"RWE-5247","relevance":{"id":"RWE-5247","decision":"Core","rationale":"Retain the documented evidence function: PubMed scholarly retrieval; no blanket neuroimaging dataset-method approval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed scholarly retrieval; no blanket neuroimaging dataset-method approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ykshah1309/neuro-research-discovery-mcp","https://raw.githubusercontent.com/ykshah1309/neuro-research-discovery-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aimiora/pubmed-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"HTTP PubMed E-utilities query and curated metadata service documented for MCP clients.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aimiora/pubmed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["HTTP PubMed E-utilities query and curated metadata service documented for MCP clients."],"limitation":"REST-compatible bridge; protocol interoperability not tested; mocked tests are not live verification.","url":"https://github.com/aimiora/pubmed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/aimiora/pubmed-mcp/main/README.md","https://github.com/aimiora/pubmed-mcp"],"id":"RWE-5248","relevance":{"id":"RWE-5248","decision":"Core","rationale":"Retain the documented evidence function: HTTP PubMed E-utilities query and curated metadata service documented for MCP clients. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"HTTP PubMed E-utilities query and curated metadata service documented for MCP clients.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aimiora/pubmed-mcp","https://raw.githubusercontent.com/aimiora/pubmed-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"masa061580/pubmed_mcp_server2","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Local PubMed/PMC/iCite structured stdio MCP with parity to remote sibling.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"masa061580/pubmed_mcp_server2","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Local PubMed/PMC/iCite structured stdio MCP with parity to remote sibling."],"limitation":"Consolidate local/remote packaging; citation metrics not evidence quality.","url":"https://github.com/masa061580/pubmed_mcp_server2","primarySourceURLs":["https://raw.githubusercontent.com/masa061580/pubmed_mcp_server2/main/README.md","https://github.com/masa061580/pubmed_mcp_server2"],"id":"RWE-5249","relevance":{"id":"RWE-5249","decision":"Core","rationale":"Retain the documented evidence function: Local PubMed/PMC/iCite structured stdio MCP with parity to remote sibling. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Local PubMed/PMC/iCite structured stdio MCP with parity to remote sibling.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/masa061580/pubmed_mcp_server2","https://raw.githubusercontent.com/masa061580/pubmed_mcp_server2/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"masa061580/enhanced-pubmed-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Node PubMed abstract/MeSH retrieval, PMC text search and SQLite history MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"masa061580/enhanced-pubmed-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Node PubMed abstract/MeSH retrieval, PMC text search and SQLite history MCP."],"limitation":"Open-access coverage and stored history scope.","url":"https://github.com/masa061580/enhanced-pubmed-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/masa061580/enhanced-pubmed-mcp-server/main/README.md","https://github.com/masa061580/enhanced-pubmed-mcp-server"],"id":"RWE-5250","relevance":{"id":"RWE-5250","decision":"Core","rationale":"Retain the documented evidence function: Node PubMed abstract/MeSH retrieval, PMC text search and SQLite history MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Node PubMed abstract/MeSH retrieval, PMC text search and SQLite history MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/masa061580/enhanced-pubmed-mcp-server","https://raw.githubusercontent.com/masa061580/enhanced-pubmed-mcp-server/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"isra-moussaoui/agentic-medical-rag-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"LangGraph adaptive/self-RAG PubMed retrieval and PMID-cited synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"isra-moussaoui/agentic-medical-rag-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["LangGraph adaptive/self-RAG PubMed retrieval and PMID-cited synthesis."],"limitation":"Model grading/confidence does not guarantee factual correctness.","url":"https://github.com/isra-moussaoui/agentic-medical-rag-mcp","primarySourceURLs":["https://raw.githubusercontent.com/isra-moussaoui/agentic-medical-rag-mcp/main/README.md","https://github.com/isra-moussaoui/agentic-medical-rag-mcp"],"id":"RWE-5251","relevance":{"id":"RWE-5251","decision":"Core","rationale":"Retain the documented evidence function: LangGraph adaptive/self-RAG PubMed retrieval and PMID-cited synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"LangGraph adaptive/self-RAG PubMed retrieval and PMID-cited synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/isra-moussaoui/agentic-medical-rag-mcp","https://raw.githubusercontent.com/isra-moussaoui/agentic-medical-rag-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dan-kotov/mcp-pubmed","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed search/fetch MCP returns query translation, hit counts and structured records.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dan-kotov/mcp-pubmed","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed search/fetch MCP returns query translation, hit counts and structured records."],"limitation":"Query translation and result limits must be examined for review completeness.","url":"https://github.com/dan-kotov/mcp-pubmed","primarySourceURLs":["https://raw.githubusercontent.com/Dan-Kotov/mcp-pubmed/main/README.md","https://github.com/Dan-Kotov/mcp-pubmed"],"id":"RWE-5252","relevance":{"id":"RWE-5252","decision":"Core","rationale":"Retain the documented evidence function: PubMed search/fetch MCP returns query translation, hit counts and structured records. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search/fetch MCP returns query translation, hit counts and structured records.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dan-kotov/mcp-pubmed","https://raw.githubusercontent.com/Dan-Kotov/mcp-pubmed/main/README.md","https://github.com/Dan-Kotov/mcp-pubmed"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"morii0603/pubmed-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed biomedical search MCP over SSE.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"morii0603/pubmed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed biomedical search MCP over SSE."],"limitation":"NCBI credentials/configuration and result coverage constraints.","url":"https://github.com/morii0603/pubmed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Morii0603/PubMed-MCP/main/README.md","https://github.com/Morii0603/PubMed-MCP"],"id":"RWE-5253","relevance":{"id":"RWE-5253","decision":"Core","rationale":"Retain the documented evidence function: PubMed biomedical search MCP over SSE. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed biomedical search MCP over SSE.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/morii0603/pubmed-mcp","https://raw.githubusercontent.com/Morii0603/PubMed-MCP/main/README.md","https://github.com/Morii0603/PubMed-MCP"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tanimurajun/mcp-pubmed-neurology","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Neurology-focused PubMed search, related papers and metadata MCP fork.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tanimurajun/mcp-pubmed-neurology","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Neurology-focused PubMed search, related papers and metadata MCP fork."],"limitation":"Based on m0370; journal prioritization biases coverage and warrants component attribution.","url":"https://github.com/tanimurajun/mcp-pubmed-neurology","primarySourceURLs":["https://raw.githubusercontent.com/tanimurajun/mcp-pubmed-neurology/main/README.md","https://github.com/tanimurajun/mcp-pubmed-neurology"],"id":"RWE-5254","relevance":{"id":"RWE-5254","decision":"Core","rationale":"Retain the documented evidence function: Neurology-focused PubMed search, related papers and metadata MCP fork. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Neurology-focused PubMed search, related papers and metadata MCP fork.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tanimurajun/mcp-pubmed-neurology","https://raw.githubusercontent.com/tanimurajun/mcp-pubmed-neurology/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"litwinski/mcp-pubmed-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed OA-filtered search, abstract/details and free-text links MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"litwinski/mcp-pubmed-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed OA-filtered search, abstract/details and free-text links MCP."],"limitation":"OA filter excludes inaccessible relevant studies.","url":"https://github.com/litwinski/mcp-pubmed-server","primarySourceURLs":["https://raw.githubusercontent.com/litwinski/mcp-pubmed-server/main/readme.md","https://github.com/litwinski/mcp-pubmed-server"],"id":"RWE-5255","relevance":{"id":"RWE-5255","decision":"Core","rationale":"Retain the documented evidence function: PubMed OA-filtered search, abstract/details and free-text links MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed OA-filtered search, abstract/details and free-text links MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/litwinski/mcp-pubmed-server","https://raw.githubusercontent.com/litwinski/mcp-pubmed-server/main/readme.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"t0mst0ne/claude-pubmed-assistant","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Claude-oriented PubMed API search and structured research metadata workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"t0mst0ne/claude-pubmed-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Claude-oriented PubMed API search and structured research metadata workflow."],"limitation":"Agent API bridge rather than verified native MCP transport.","url":"https://github.com/t0mst0ne/claude-pubmed-assistant","primarySourceURLs":["https://raw.githubusercontent.com/t0mst0ne/claude-pubmed-assistant/main/README.md","https://github.com/t0mst0ne/claude-pubmed-assistant"],"id":"RWE-5256","relevance":{"id":"RWE-5256","decision":"Core","rationale":"Retain the documented evidence function: Claude-oriented PubMed API search and structured research metadata workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Claude-oriented PubMed API search and structured research metadata workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/t0mst0ne/claude-pubmed-assistant","https://raw.githubusercontent.com/t0mst0ne/claude-pubmed-assistant/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kak4343/scholar-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Unified PubMed/arXiv/Semantic Scholar MCP with cache and Notion export.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kak4343/scholar-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Unified PubMed/arXiv/Semantic Scholar MCP with cache and Notion export."],"limitation":"Provider coverage and deduplication limitations; export mutates destination.","url":"https://github.com/kak4343/scholar-mcp","primarySourceURLs":["https://raw.githubusercontent.com/kak4343/scholar-mcp/main/README.md","https://github.com/kak4343/scholar-mcp"],"id":"RWE-5257","relevance":{"id":"RWE-5257","decision":"Core","rationale":"Retain the documented evidence function: Unified PubMed/arXiv/Semantic Scholar MCP with cache and Notion export. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Unified PubMed/arXiv/Semantic Scholar MCP with cache and Notion export.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kak4343/scholar-mcp","https://raw.githubusercontent.com/kak4343/scholar-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wjixiang/pubmed-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed public-web search and detailed article record MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wjixiang/pubmed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed public-web search and detailed article record MCP."],"limitation":"Website scraping may break; not official E-utilities interface.","url":"https://github.com/wjixiang/pubmed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/wjixiang/pubmed-mcp/main/README.md","https://github.com/wjixiang/pubmed-mcp"],"id":"RWE-5258","relevance":{"id":"RWE-5258","decision":"Core","rationale":"Retain the documented evidence function: PubMed public-web search and detailed article record MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed public-web search and detailed article record MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wjixiang/pubmed-mcp","https://raw.githubusercontent.com/wjixiang/pubmed-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dariolex/pubmed-search-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Natural-language PubMed agent validates MeSH and serializes advanced queries with semantic relevance filtering.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dariolex/pubmed-search-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Natural-language PubMed agent validates MeSH and serializes advanced queries with semantic relevance filtering."],"limitation":"Translation/relevance filtering can omit relevant evidence.","url":"https://github.com/dariolex/pubmed-search-agent","primarySourceURLs":["https://raw.githubusercontent.com/Dariolex/pubmed-search-agent/master/README.md","https://github.com/Dariolex/pubmed-search-agent"],"id":"RWE-5259","relevance":{"id":"RWE-5259","decision":"Core","rationale":"Retain the documented evidence function: Natural-language PubMed agent validates MeSH and serializes advanced queries with semantic relevance filtering. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Natural-language PubMed agent validates MeSH and serializes advanced queries with semantic relevance filtering.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dariolex/pubmed-search-agent","https://raw.githubusercontent.com/Dariolex/pubmed-search-agent/master/README.md","https://github.com/Dariolex/pubmed-search-agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"alejandro-86/pubmed-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Read-only PubMed search and source-cited abstract retrieval MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alejandro-86/pubmed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Read-only PubMed search and source-cited abstract retrieval MCP."],"limitation":"Retrieval grounding does not validate scientific claims.","url":"https://github.com/alejandro-86/pubmed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Alejandro-86/pubmed-mcp/develop/README.md","https://github.com/Alejandro-86/pubmed-mcp"],"id":"RWE-5260","relevance":{"id":"RWE-5260","decision":"Core","rationale":"Retain the documented evidence function: Read-only PubMed search and source-cited abstract retrieval MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Read-only PubMed search and source-cited abstract retrieval MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alejandro-86/pubmed-mcp","https://raw.githubusercontent.com/Alejandro-86/pubmed-mcp/develop/README.md","https://github.com/Alejandro-86/pubmed-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aeghnnsw/pubmed-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed search, record/abstract retrieval and batch summaries MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aeghnnsw/pubmed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed search, record/abstract retrieval and batch summaries MCP."],"limitation":"Full content only where available, not all indexed articles.","url":"https://github.com/aeghnnsw/pubmed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/aeghnnsw/pubmed-mcp/main/README.md","https://github.com/aeghnnsw/pubmed-mcp"],"id":"RWE-5261","relevance":{"id":"RWE-5261","decision":"Core","rationale":"Retain the documented evidence function: PubMed search, record/abstract retrieval and batch summaries MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search, record/abstract retrieval and batch summaries MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aeghnnsw/pubmed-mcp","https://raw.githubusercontent.com/aeghnnsw/pubmed-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"petrefiedthunder/mcp-pubmed","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed full-query-syntax search and PMID metadata MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"petrefiedthunder/mcp-pubmed","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed full-query-syntax search and PMID metadata MCP."],"limitation":"NCBI coverage and result limits apply.","url":"https://github.com/petrefiedthunder/mcp-pubmed","primarySourceURLs":["https://raw.githubusercontent.com/PetrefiedThunder/mcp-pubmed/main/README.md","https://github.com/PetrefiedThunder/mcp-pubmed"],"id":"RWE-5262","relevance":{"id":"RWE-5262","decision":"Core","rationale":"Retain the documented evidence function: PubMed full-query-syntax search and PMID metadata MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed full-query-syntax search and PMID metadata MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/petrefiedthunder/mcp-pubmed","https://raw.githubusercontent.com/PetrefiedThunder/mcp-pubmed/main/README.md","https://github.com/PetrefiedThunder/mcp-pubmed"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"benoitleq/mcp-pubmed","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed/PMC keyword, date/type search and complete article metadata MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"benoitleq/mcp-pubmed","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed/PMC keyword, date/type search and complete article metadata MCP."],"limitation":"Available PMC content only; indexing/coverage limits.","url":"https://github.com/benoitleq/mcp-pubmed","primarySourceURLs":["https://raw.githubusercontent.com/benoitleq/mcp-pubmed/master/README.md","https://github.com/benoitleq/mcp-pubmed"],"id":"RWE-5263","relevance":{"id":"RWE-5263","decision":"Core","rationale":"Retain the documented evidence function: PubMed/PMC keyword, date/type search and complete article metadata MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed/PMC keyword, date/type search and complete article metadata MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/benoitleq/mcp-pubmed","https://raw.githubusercontent.com/benoitleq/mcp-pubmed/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kylevick4/pubmed-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Ryogena PubMed search, structured abstracts, citations and author publication MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kylevick4/pubmed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Ryogena PubMed search, structured abstracts, citations and author publication MCP."],"limitation":"Citation graph completeness and author ambiguity limits.","url":"https://github.com/kylevick4/pubmed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/KyleVick4/pubmed-mcp/main/README.md","https://github.com/KyleVick4/pubmed-mcp"],"id":"RWE-5264","relevance":{"id":"RWE-5264","decision":"Core","rationale":"Retain the documented evidence function: Ryogena PubMed search, structured abstracts, citations and author publication MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Ryogena PubMed search, structured abstracts, citations and author publication MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kylevick4/pubmed-mcp","https://raw.githubusercontent.com/KyleVick4/pubmed-mcp/main/README.md","https://github.com/KyleVick4/pubmed-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"masaki39/pubmed-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Personal PubMed MCP query search returning efetch XML.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"masaki39/pubmed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Personal PubMed MCP query search returning efetch XML."],"limitation":"Raw XML parsing and NCBI limits apply.","url":"https://github.com/masaki39/pubmed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/masaki39/pubmed-mcp/main/README.md","https://github.com/masaki39/pubmed-mcp"],"id":"RWE-5265","relevance":{"id":"RWE-5265","decision":"Core","rationale":"Retain the documented evidence function: Personal PubMed MCP query search returning efetch XML. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Personal PubMed MCP query search returning efetch XML.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/masaki39/pubmed-mcp","https://raw.githubusercontent.com/masaki39/pubmed-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dam2452/pubmed-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed/PMC E-utilities, BioC text, citation export and identifier-conversion MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dam2452/pubmed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed/PMC E-utilities, BioC text, citation export and identifier-conversion MCP."],"limitation":"Full-text availability and identifier mappings vary.","url":"https://github.com/dam2452/pubmed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/dam2452/pubmed-mcp/master/README.md","https://github.com/dam2452/pubmed-mcp"],"id":"RWE-5266","relevance":{"id":"RWE-5266","decision":"Core","rationale":"Retain the documented evidence function: PubMed/PMC E-utilities, BioC text, citation export and identifier-conversion MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed/PMC E-utilities, BioC text, citation export and identifier-conversion MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dam2452/pubmed-mcp","https://raw.githubusercontent.com/dam2452/pubmed-mcp/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"simon37645/pubmed-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Lightweight PubMed stdio MCP returns title/PMID/abstract.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"simon37645/pubmed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Lightweight PubMed stdio MCP returns title/PMID/abstract."],"limitation":"Maximum 50 records per request; review coverage requires pagination/queries.","url":"https://github.com/simon37645/pubmed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Simon37645/pubmed-mcp/main/README.md","https://github.com/Simon37645/pubmed-mcp"],"id":"RWE-5267","relevance":{"id":"RWE-5267","decision":"Core","rationale":"Retain the documented evidence function: Lightweight PubMed stdio MCP returns title/PMID/abstract. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Lightweight PubMed stdio MCP returns title/PMID/abstract.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/simon37645/pubmed-mcp","https://raw.githubusercontent.com/Simon37645/pubmed-mcp/main/README.md","https://github.com/Simon37645/pubmed-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ncukondo/pubmed-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed flexible search and article detail MCP with cache/rate limiting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ncukondo/pubmed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed flexible search and article detail MCP with cache/rate limiting."],"limitation":"Cached freshness and source result limits.","url":"https://github.com/ncukondo/pubmed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/ncukondo/pubmed-mcp/main/README.md","https://github.com/ncukondo/pubmed-mcp"],"id":"RWE-5268","relevance":{"id":"RWE-5268","decision":"Core","rationale":"Retain the documented evidence function: PubMed flexible search and article detail MCP with cache/rate limiting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed flexible search and article detail MCP with cache/rate limiting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ncukondo/pubmed-mcp","https://raw.githubusercontent.com/ncukondo/pubmed-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jeechoi314/pubmed-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Claude-oriented PubMed HTTP tools for search, summaries, abstracts and citation links.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jeechoi314/pubmed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Claude-oriented PubMed HTTP tools for search, summaries, abstracts and citation links."],"limitation":"MCP-style bridge; native protocol interoperability not verified.","url":"https://github.com/jeechoi314/pubmed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/jeechoi314/pubmed-mcp/main/README.md","https://github.com/jeechoi314/pubmed-mcp"],"id":"RWE-5269","relevance":{"id":"RWE-5269","decision":"Core","rationale":"Retain the documented evidence function: Claude-oriented PubMed HTTP tools for search, summaries, abstracts and citation links. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Claude-oriented PubMed HTTP tools for search, summaries, abstracts and citation links.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jeechoi314/pubmed-mcp","https://raw.githubusercontent.com/jeechoi314/pubmed-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dgg32/mcp-pubmed","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"DrugBot PubMed FastMCP query_pubmed uses Entrez search/fetch and returns article metadata.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dgg32/mcp-pubmed","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["DrugBot PubMed FastMCP query_pubmed uses Entrez search/fetch and returns article metadata."],"limitation":"Static source read only; default limit 3, first abstract section only, records with parsing exceptions silently skipped.","url":"https://github.com/dgg32/mcp-pubmed","primarySourceURLs":["https://raw.githubusercontent.com/dgg32/mcp-pubmed/main/README.md","https://raw.githubusercontent.com/dgg32/mcp-pubmed/main/main.py","https://github.com/dgg32/mcp-pubmed"],"id":"RWE-5270","relevance":{"id":"RWE-5270","decision":"Core","rationale":"Retain the documented evidence function: DrugBot PubMed FastMCP query_pubmed uses Entrez search/fetch and returns article metadata. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"DrugBot PubMed FastMCP query_pubmed uses Entrez search/fetch and returns article metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dgg32/mcp-pubmed","https://raw.githubusercontent.com/dgg32/mcp-pubmed/main/README.md","https://raw.githubusercontent.com/dgg32/mcp-pubmed/main/main.py"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"felixwu1110/pubmed_mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Medical literature MCP PubMed search, publication metadata, citations and researcher statistics.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"felixwu1110/pubmed_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medical literature MCP PubMed search, publication metadata, citations and researcher statistics."],"limitation":"Author disambiguation and publication counts need checking.","url":"https://github.com/felixwu1110/pubmed_mcp","primarySourceURLs":["https://raw.githubusercontent.com/FelixWu1110/pubmed_mcp/main/README.md","https://github.com/FelixWu1110/pubmed_mcp"],"id":"RWE-5271","relevance":{"id":"RWE-5271","decision":"Core","rationale":"Retain the documented evidence function: Medical literature MCP PubMed search, publication metadata, citations and researcher statistics. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Medical literature MCP PubMed search, publication metadata, citations and researcher statistics.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/felixwu1110/pubmed_mcp","https://raw.githubusercontent.com/FelixWu1110/pubmed_mcp/main/README.md","https://github.com/FelixWu1110/pubmed_mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cellcs/pubmed-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed search with pagination, article metadata and abstract MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cellcs/pubmed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed search with pagination, article metadata and abstract MCP."],"limitation":"Source/query coverage limits.","url":"https://github.com/cellcs/pubmed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/CellCS/pubmed-mcp/main/README.md","https://github.com/CellCS/pubmed-mcp"],"id":"RWE-5272","relevance":{"id":"RWE-5272","decision":"Core","rationale":"Retain the documented evidence function: PubMed search with pagination, article metadata and abstract MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search with pagination, article metadata and abstract MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cellcs/pubmed-mcp","https://raw.githubusercontent.com/CellCS/pubmed-mcp/main/README.md","https://github.com/CellCS/pubmed-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gormleylab/pubmed-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Research agents connect PubMed, Scholar Gateway and other academic MCP sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gormleylab/pubmed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research agents connect PubMed, Scholar Gateway and other academic MCP sources."],"limitation":"Workflow collection depends on external connectors/entitlements; preserve component attribution.","url":"https://github.com/gormleylab/pubmed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/GormleyLab/pubmed-mcp/main/README.md","https://github.com/GormleyLab/pubmed-mcp"],"id":"RWE-5273","relevance":{"id":"RWE-5273","decision":"Core","rationale":"Retain the documented evidence function: Research agents connect PubMed, Scholar Gateway and other academic MCP sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research agents connect PubMed, Scholar Gateway and other academic MCP sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gormleylab/pubmed-mcp","https://raw.githubusercontent.com/GormleyLab/pubmed-mcp/main/README.md","https://github.com/GormleyLab/pubmed-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tiger-zzz/pubmed_mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed search/fetch, deduplication, publication-type filters and keyword/publication trends MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tiger-zzz/pubmed_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed search/fetch, deduplication, publication-type filters and keyword/publication trends MCP."],"limitation":"Optional OA filtering and result limits can bias trend estimates.","url":"https://github.com/tiger-zzz/pubmed_mcp","primarySourceURLs":["https://raw.githubusercontent.com/Tiger-zzZ/pubmed_mcp/main/README.md","https://github.com/Tiger-zzZ/pubmed_mcp"],"id":"RWE-5274","relevance":{"id":"RWE-5274","decision":"Core","rationale":"Retain the documented evidence function: PubMed search/fetch, deduplication, publication-type filters and keyword/publication trends MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search/fetch, deduplication, publication-type filters and keyword/publication trends MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tiger-zzz/pubmed_mcp","https://raw.githubusercontent.com/Tiger-zzZ/pubmed_mcp/main/README.md","https://github.com/Tiger-zzZ/pubmed_mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pastchais/academic-paper-mcp-http","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Academic HTTP/SSE MCP aggregates scholarly APIs for search, citation and OA retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pastchais/academic-paper-mcp-http","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic HTTP/SSE MCP aggregates scholarly APIs for search, citation and OA retrieval."],"limitation":"Provider credentials and source-specific coverage vary.","url":"https://github.com/pastchais/academic-paper-mcp-http","primarySourceURLs":["https://raw.githubusercontent.com/pastchais/academic-paper-mcp-http/master/README.md","https://github.com/pastchais/academic-paper-mcp-http"],"id":"RWE-5275","relevance":{"id":"RWE-5275","decision":"Core","rationale":"Retain the documented evidence function: Academic HTTP/SSE MCP aggregates scholarly APIs for search, citation and OA retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic HTTP/SSE MCP aggregates scholarly APIs for search, citation and OA retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pastchais/academic-paper-mcp-http","https://raw.githubusercontent.com/pastchais/academic-paper-mcp-http/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"brown-tech-info/pubmed-mcp-azure-function","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Azure Function PubMed search/abstract MCP for AI Foundry.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"brown-tech-info/pubmed-mcp-azure-function","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Azure Function PubMed search/abstract MCP for AI Foundry."],"limitation":"Cloud packaging and NCBI configuration required; endpoint availability untested.","url":"https://github.com/brown-tech-info/pubmed-mcp-azure-function","primarySourceURLs":["https://raw.githubusercontent.com/brown-tech-info/PubMed-MCP-Azure-Function/master/README.md","https://github.com/brown-tech-info/PubMed-MCP-Azure-Function"],"id":"RWE-5276","relevance":{"id":"RWE-5276","decision":"Core","rationale":"Retain the documented evidence function: Azure Function PubMed search/abstract MCP for AI Foundry. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Azure Function PubMed search/abstract MCP for AI Foundry.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/brown-tech-info/pubmed-mcp-azure-function","https://raw.githubusercontent.com/brown-tech-info/PubMed-MCP-Azure-Function/master/README.md","https://github.com/brown-tech-info/PubMed-MCP-Azure-Function"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jxia622/pubmed-clinical-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed clinical search, related articles, PMC sections, PICO and clinical-query tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jxia622/pubmed-clinical-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed clinical search, related articles, PMC sections, PICO and clinical-query tools."],"limitation":"PICO extraction/query construction require source review; OA subset limits.","url":"https://github.com/jxia622/pubmed-clinical-mcp","primarySourceURLs":["https://raw.githubusercontent.com/jxia622/pubmed-clinical-mcp/main/README.md","https://github.com/jxia622/pubmed-clinical-mcp"],"id":"RWE-5277","relevance":{"id":"RWE-5277","decision":"Core","rationale":"Retain the documented evidence function: PubMed clinical search, related articles, PMC sections, PICO and clinical-query tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed clinical search, related articles, PMC sections, PICO and clinical-query tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jxia622/pubmed-clinical-mcp","https://raw.githubusercontent.com/jxia622/pubmed-clinical-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mostafao4/pubmed-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Dockerized PubMed MCP keyword search and verbatim abstract/metadata retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mostafao4/pubmed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Dockerized PubMed MCP keyword search and verbatim abstract/metadata retrieval."],"limitation":"Retrieval does not eliminate downstream hallucination; configured credentials required.","url":"https://github.com/mostafao4/pubmed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Mostafao4/PubMed-MCP/main/README.md","https://github.com/Mostafao4/PubMed-MCP"],"id":"RWE-5278","relevance":{"id":"RWE-5278","decision":"Core","rationale":"Retain the documented evidence function: Dockerized PubMed MCP keyword search and verbatim abstract/metadata retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Dockerized PubMed MCP keyword search and verbatim abstract/metadata retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mostafao4/pubmed-mcp","https://raw.githubusercontent.com/Mostafao4/PubMed-MCP/main/README.md","https://github.com/Mostafao4/PubMed-MCP"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"t0mst0ne/pubmed-mcp-easy","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed search, related/cited/citing articles and available OA full-text MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"t0mst0ne/pubmed-mcp-easy","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed search, related/cited/citing articles and available OA full-text MCP."],"limitation":"API key does not mean unlimited downloads; source limits remain.","url":"https://github.com/t0mst0ne/pubmed-mcp-easy","primarySourceURLs":["https://raw.githubusercontent.com/t0mst0ne/pubmed-mcp-easy/main/README.md","https://github.com/t0mst0ne/pubmed-mcp-easy"],"id":"RWE-5279","relevance":{"id":"RWE-5279","decision":"Core","rationale":"Retain the documented evidence function: PubMed search, related/cited/citing articles and available OA full-text MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search, related/cited/citing articles and available OA full-text MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/t0mst0ne/pubmed-mcp-easy","https://raw.githubusercontent.com/t0mst0ne/pubmed-mcp-easy/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"m0370/mcp-pubmed-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed advanced search, related articles and detailed metadata MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"m0370/mcp-pubmed-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed advanced search, related articles and detailed metadata MCP."],"limitation":"High-impact-journal prioritization is not study-quality validation and can bias recall.","url":"https://github.com/m0370/mcp-pubmed-server","primarySourceURLs":["https://raw.githubusercontent.com/m0370/mcp-pubmed-server/main/README.md","https://github.com/m0370/mcp-pubmed-server"],"id":"RWE-5280","relevance":{"id":"RWE-5280","decision":"Core","rationale":"Retain the documented evidence function: PubMed advanced search, related articles and detailed metadata MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed advanced search, related articles and detailed metadata MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/m0370/mcp-pubmed-server","https://raw.githubusercontent.com/m0370/mcp-pubmed-server/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"abraaroncode/medview","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"MedView local PubMed/PMC search/fetch connector MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"abraaroncode/medview","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["MedView local PubMed/PMC search/fetch connector MCP."],"limitation":"Full text when available; NCBI key and local configuration required.","url":"https://github.com/abraaroncode/medview","primarySourceURLs":["https://raw.githubusercontent.com/AbraarOnCode/MedView/main/README.md","https://github.com/AbraarOnCode/MedView"],"id":"RWE-5281","relevance":{"id":"RWE-5281","decision":"Core","rationale":"Retain the documented evidence function: MedView local PubMed/PMC search/fetch connector MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"MedView local PubMed/PMC search/fetch connector MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/abraaroncode/medview","https://raw.githubusercontent.com/AbraarOnCode/MedView/main/README.md","https://github.com/AbraarOnCode/MedView"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"carlosirineucosta/pubmed-mcp-enhanced","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Enhanced PubMed research MCP fork with article discovery/search metadata workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"carlosirineucosta/pubmed-mcp-enhanced","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Enhanced PubMed research MCP fork with article discovery/search metadata workflow."],"limitation":"Based on JackKuo666; attribute fork extensions and avoid duplicate core capability.","url":"https://github.com/carlosirineucosta/pubmed-mcp-enhanced","primarySourceURLs":["https://raw.githubusercontent.com/CarlosIrineuCosta/pubmed-mcp-enhanced/main/README.md","https://github.com/CarlosIrineuCosta/pubmed-mcp-enhanced"],"id":"RWE-5282","relevance":{"id":"RWE-5282","decision":"Core","rationale":"Retain the documented evidence function: Enhanced PubMed research MCP fork with article discovery/search metadata workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Enhanced PubMed research MCP fork with article discovery/search metadata workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/carlosirineucosta/pubmed-mcp-enhanced","https://raw.githubusercontent.com/CarlosIrineuCosta/pubmed-mcp-enhanced/main/README.md","https://github.com/CarlosIrineuCosta/pubmed-mcp-enhanced"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"junghyunjj/pubmed_download_mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed ligand-receptor/general search and available PMC/DOI text extraction MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"junghyunjj/pubmed_download_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed ligand-receptor/general search and available PMC/DOI text extraction MCP."],"limitation":"DOI does not assure full-text access; JATS parsing can omit content.","url":"https://github.com/junghyunjj/pubmed_download_mcp","primarySourceURLs":["https://raw.githubusercontent.com/junghyunJJ/pubmed_download_mcp/main/README.md","https://github.com/junghyunJJ/pubmed_download_mcp"],"id":"RWE-5283","relevance":{"id":"RWE-5283","decision":"Core","rationale":"Retain the documented evidence function: PubMed ligand-receptor/general search and available PMC/DOI text extraction MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed ligand-receptor/general search and available PMC/DOI text extraction MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/junghyunjj/pubmed_download_mcp","https://raw.githubusercontent.com/junghyunJJ/pubmed_download_mcp/main/README.md","https://github.com/junghyunJJ/pubmed_download_mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"masa-med-ai/pubmed-mcp-remote","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Remote PubMed/PMC search, single/batch abstracts and available full text MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"masa-med-ai/pubmed-mcp-remote","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Remote PubMed/PMC search, single/batch abstracts and available full text MCP."],"limitation":"Consolidate masa local/remote siblings; result limits apply.","url":"https://github.com/masa-med-ai/pubmed-mcp-remote","primarySourceURLs":["https://raw.githubusercontent.com/masa-med-ai/pubmed-mcp-remote/main/README.md","https://github.com/masa-med-ai/pubmed-mcp-remote"],"id":"RWE-5284","relevance":{"id":"RWE-5284","decision":"Core","rationale":"Retain the documented evidence function: Remote PubMed/PMC search, single/batch abstracts and available full text MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Remote PubMed/PMC search, single/batch abstracts and available full text MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/masa-med-ai/pubmed-mcp-remote","https://raw.githubusercontent.com/masa-med-ai/pubmed-mcp-remote/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"masa061580/pubmed-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Enhanced PubMed/PMC search, MeSH metadata and OA detection MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"masa061580/pubmed-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Enhanced PubMed/PMC search, MeSH metadata and OA detection MCP."],"limitation":"Same-owner sibling family; reconcile packaging and versions.","url":"https://github.com/masa061580/pubmed-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/masa061580/pubmed-mcp-server/main/README.md","https://github.com/masa061580/pubmed-mcp-server"],"id":"RWE-5285","relevance":{"id":"RWE-5285","decision":"Core","rationale":"Retain the documented evidence function: Enhanced PubMed/PMC search, MeSH metadata and OA detection MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Enhanced PubMed/PMC search, MeSH metadata and OA detection MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/masa061580/pubmed-mcp-server","https://raw.githubusercontent.com/masa061580/pubmed-mcp-server/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dingyifei/pubmed_proxy_mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed MCP/CLI search, metadata, batch lookup and available PMC text.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dingyifei/pubmed_proxy_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed MCP/CLI search, metadata, batch lookup and available PMC text."],"limitation":"Batch limit 20 and source rate limits.","url":"https://github.com/dingyifei/pubmed_proxy_mcp","primarySourceURLs":["https://raw.githubusercontent.com/dingyifei/pubmed_proxy_mcp/main/README.md","https://github.com/dingyifei/pubmed_proxy_mcp"],"id":"RWE-5286","relevance":{"id":"RWE-5286","decision":"Core","rationale":"Retain the documented evidence function: PubMed MCP/CLI search, metadata, batch lookup and available PMC text. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed MCP/CLI search, metadata, batch lookup and available PMC text.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dingyifei/pubmed_proxy_mcp","https://raw.githubusercontent.com/dingyifei/pubmed_proxy_mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"openags/paper-search-cli","kind":"Research tool","category":"RWE Data & Analytics","summary":"Academic search/download CLI packaged as Claude research skill.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openags/paper-search-cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Academic search/download CLI packaged as Claude research skill."],"limitation":"Multi-provider access varies; OA availability not guaranteed; download fallbacks need entitlement-aware use.","url":"https://github.com/openags/paper-search-cli","primarySourceURLs":["https://raw.githubusercontent.com/openags/paper-search-cli/main/README.md","https://github.com/openags/paper-search-cli"],"id":"RWE-5287","relevance":{"id":"RWE-5287","decision":"Core","rationale":"Academic search/download CLI packaged as Claude research skill. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"Academic search/download CLI packaged as Claude research skill. Limits: Multi-provider access varies; OA availability not guaranteed; download fallbacks need entitlement-aware use.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/openags/paper-search-cli/main/README.md","https://github.com/openags/paper-search-cli"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"gavinmichelsen/fitness-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Fitness evidence MCP PubMed abstract search and paper retrieval with research scoring.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gavinmichelsen/fitness-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Fitness evidence MCP PubMed abstract search and paper retrieval with research scoring."],"limitation":"Quality scores are tool heuristics, not validated evidence appraisal.","url":"https://github.com/gavinmichelsen/fitness-mcp","primarySourceURLs":["https://raw.githubusercontent.com/gavinmichelsen/fitness-mcp/main/README.md","https://github.com/gavinmichelsen/fitness-mcp"],"id":"RWE-5288","relevance":{"id":"RWE-5288","decision":"Core","rationale":"Retain the documented evidence function: PubMed literature retrieval; heuristic quality scores excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed literature retrieval; heuristic quality scores excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gavinmichelsen/fitness-mcp","https://raw.githubusercontent.com/gavinmichelsen/fitness-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bensonkachappilly/biomedical-research-assistant","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"BioScout agent and custom PubMed MCP iterative search/cited synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bensonkachappilly/biomedical-research-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["BioScout agent and custom PubMed MCP iterative search/cited synthesis."],"limitation":"Source citations do not guarantee claim support or search saturation.","url":"https://github.com/bensonkachappilly/biomedical-research-assistant","primarySourceURLs":["https://raw.githubusercontent.com/bensonkachappilly/biomedical-research-assistant/main/README.md","https://github.com/bensonkachappilly/biomedical-research-assistant"],"id":"RWE-5289","relevance":{"id":"RWE-5289","decision":"Core","rationale":"Retain the documented evidence function: BioScout agent and custom PubMed MCP iterative search/cited synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"BioScout agent and custom PubMed MCP iterative search/cited synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bensonkachappilly/biomedical-research-assistant","https://raw.githubusercontent.com/bensonkachappilly/biomedical-research-assistant/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kazcocoayacht-ai/pubmed-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed search/detail, related articles and overview MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kazcocoayacht-ai/pubmed-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed search/detail, related articles and overview MCP."],"limitation":"Generated summaries and query coverage require checking.","url":"https://github.com/kazcocoayacht-ai/pubmed-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/kazcocoayacht-ai/pubmed-mcp-server/main/README.md","https://github.com/kazcocoayacht-ai/pubmed-mcp-server"],"id":"RWE-5290","relevance":{"id":"RWE-5290","decision":"Core","rationale":"Retain the documented evidence function: PubMed search/detail, related articles and overview MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed search/detail, related articles and overview MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kazcocoayacht-ai/pubmed-mcp-server","https://raw.githubusercontent.com/kazcocoayacht-ai/pubmed-mcp-server/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"brown-tech-info/pubmed-mcp---ub","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed advanced search, article detail and related-paper MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"brown-tech-info/pubmed-mcp---ub","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed advanced search, article detail and related-paper MCP."],"limitation":"Reconcile brown-tech-info deployment variants; source coverage limits.","url":"https://github.com/brown-tech-info/pubmed-mcp---ub","primarySourceURLs":["https://raw.githubusercontent.com/brown-tech-info/PubMed-MCP---UB/main/README.md","https://github.com/brown-tech-info/PubMed-MCP---UB"],"id":"RWE-5291","relevance":{"id":"RWE-5291","decision":"Core","rationale":"Retain the documented evidence function: PubMed advanced search, article detail and related-paper MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed advanced search, article detail and related-paper MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/brown-tech-info/pubmed-mcp---ub","https://raw.githubusercontent.com/brown-tech-info/PubMed-MCP---UB/main/README.md","https://github.com/brown-tech-info/PubMed-MCP---UB"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"masa061580/pubmed_cinii_mcp_server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed/CiNii bilingual literature MCP search, batch abstracts and PMC text.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"masa061580/pubmed_cinii_mcp_server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed/CiNii bilingual literature MCP search, batch abstracts and PMC text."],"limitation":"Cross-language/source coverage varies; consolidate transport siblings.","url":"https://github.com/masa061580/pubmed_cinii_mcp_server","primarySourceURLs":["https://raw.githubusercontent.com/masa061580/pubmed_cinii_mcp_server/main/README.md","https://github.com/masa061580/pubmed_cinii_mcp_server"],"id":"RWE-5292","relevance":{"id":"RWE-5292","decision":"Core","rationale":"Retain the documented evidence function: PubMed/CiNii bilingual literature MCP search, batch abstracts and PMC text. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed/CiNii bilingual literature MCP search, batch abstracts and PMC text.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/masa061580/pubmed_cinii_mcp_server","https://raw.githubusercontent.com/masa061580/pubmed_cinii_mcp_server/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"masa061580/pubmed-mcp-remote-oauth-","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"OAuth-protected PubMed/PMC remote MCP search, batch, RIS and citation/ID tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"masa061580/pubmed-mcp-remote-oauth-","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OAuth-protected PubMed/PMC remote MCP search, batch, RIS and citation/ID tools."],"limitation":"Same-owner transport sibling; consolidate service identity and note authentication.","url":"https://github.com/masa061580/pubmed-mcp-remote-oauth-","primarySourceURLs":["https://raw.githubusercontent.com/masa061580/pubmed-mcp-remote-Oauth-/main/README.md","https://github.com/masa061580/pubmed-mcp-remote-Oauth-"],"id":"RWE-5293","relevance":{"id":"RWE-5293","decision":"Core","rationale":"Retain the documented evidence function: OAuth-protected PubMed/PMC remote MCP search, batch, RIS and citation/ID tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OAuth-protected PubMed/PMC remote MCP search, batch, RIS and citation/ID tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/masa061580/pubmed-mcp-remote-oauth-","https://raw.githubusercontent.com/masa061580/pubmed-mcp-remote-Oauth-/main/README.md","https://github.com/masa061580/pubmed-mcp-remote-Oauth-"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"masa061580/pubmed_mcp_openai_server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"OpenAI-compatible PubMed/PMC search/fetch/batch/full-text MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"masa061580/pubmed_mcp_openai_server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenAI-compatible PubMed/PMC search/fetch/batch/full-text MCP."],"limitation":"Same-owner family; result cap and OA limitations.","url":"https://github.com/masa061580/pubmed_mcp_openai_server","primarySourceURLs":["https://raw.githubusercontent.com/masa061580/pubmed_mcp_openai_server/main/README.md","https://github.com/masa061580/pubmed_mcp_openai_server"],"id":"RWE-5294","relevance":{"id":"RWE-5294","decision":"Core","rationale":"Retain the documented evidence function: OpenAI-compatible PubMed/PMC search/fetch/batch/full-text MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenAI-compatible PubMed/PMC search/fetch/batch/full-text MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/masa061580/pubmed_mcp_openai_server","https://raw.githubusercontent.com/masa061580/pubmed_mcp_openai_server/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"youngsuk81/pubmed_search","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PubMed query analysis, relevance ranking and EndNote export MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"youngsuk81/pubmed_search","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed query analysis, relevance ranking and EndNote export MCP."],"limitation":"Journal impact-factor ordering does not measure individual study validity.","url":"https://github.com/youngsuk81/pubmed_search","primarySourceURLs":["https://raw.githubusercontent.com/YOUNGSUK81/Pubmed_Search/main/README.md","https://github.com/YOUNGSUK81/Pubmed_Search"],"id":"RWE-5295","relevance":{"id":"RWE-5295","decision":"Core","rationale":"Retain the documented evidence function: PubMed query analysis, relevance ranking and EndNote export MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed query analysis, relevance ranking and EndNote export MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/youngsuk81/pubmed_search","https://raw.githubusercontent.com/YOUNGSUK81/Pubmed_Search/main/README.md","https://github.com/YOUNGSUK81/Pubmed_Search"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jackkuo666/paperscraper-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"paperscraper MCP publication metadata retrieval across PubMed and preprint repositories.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackkuo666/paperscraper-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["paperscraper MCP publication metadata retrieval across PubMed and preprint repositories."],"limitation":"Metadata scraping coverage and preprint status must be preserved.","url":"https://github.com/jackkuo666/paperscraper-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/JackKuo666/paperscraper-MCP-Server/main/README.md","https://github.com/JackKuo666/paperscraper-MCP-Server"],"id":"RWE-5296","relevance":{"id":"RWE-5296","decision":"Core","rationale":"Retain the documented evidence function: paperscraper MCP publication metadata retrieval across PubMed and preprint repositories. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"paperscraper MCP publication metadata retrieval across PubMed and preprint repositories.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackkuo666/paperscraper-mcp-server","https://raw.githubusercontent.com/JackKuo666/paperscraper-MCP-Server/main/README.md","https://github.com/JackKuo666/paperscraper-MCP-Server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aiagentkarl/bioinformatics-mcp-server","kind":"MCP server","category":"Biomedical & Bioinformatics","summary":"Bioinformatics MCP NCBI Gene, ClinVar, PubMed, sequences and UniProt retrieval.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aiagentkarl/bioinformatics-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Bioinformatics MCP NCBI Gene, ClinVar, PubMed, sequences and UniProt retrieval."],"limitation":"Variant annotations and model organisms require research interpretation.","url":"https://github.com/aiagentkarl/bioinformatics-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/AiAgentKarl/bioinformatics-mcp-server/master/README.md","https://github.com/AiAgentKarl/bioinformatics-mcp-server"],"id":"RWE-5297","relevance":{"id":"RWE-5297","decision":"Core","rationale":"Retain explicit PubMed retrieval only; molecular sequence, protein and variant tools remain adjacent.","relevanceBasis":"Bioinformatics MCP NCBI Gene, ClinVar, PubMed, sequences and UniProt retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AiAgentKarl/bioinformatics-mcp-server/master/README.md","https://github.com/AiAgentKarl/bioinformatics-mcp-server"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"laimusp/sci-research-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Open scholarly API fan-out, DOI/title deduplication and OA PDF retrieval MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"laimusp/sci-research-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Open scholarly API fan-out, DOI/title deduplication and OA PDF retrieval MCP."],"limitation":"Deduplication and source/API limits constrain recall.","url":"https://github.com/laimusp/sci-research-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Laimusp/sci-research-mcp/main/README.md","https://github.com/Laimusp/sci-research-mcp"],"id":"RWE-5298","relevance":{"id":"RWE-5298","decision":"Core","rationale":"Retain the documented evidence function: Open scholarly API fan-out, DOI/title deduplication and OA PDF retrieval MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Open scholarly API fan-out, DOI/title deduplication and OA PDF retrieval MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/laimusp/sci-research-mcp","https://raw.githubusercontent.com/Laimusp/sci-research-mcp/main/README.md","https://github.com/Laimusp/sci-research-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"itsatony/retrievr-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Retrievr Go MCP/library scholarly plugins for PubMed, Europe PMC, Crossref and other research sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"itsatony/retrievr-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrievr Go MCP/library scholarly plugins for PubMed, Europe PMC, Crossref and other research sources."],"limitation":"Scholarly components only; numerous nonresearch plugins outside scope and provider credentials vary.","url":"https://github.com/itsatony/retrievr-mcp","primarySourceURLs":["https://raw.githubusercontent.com/itsatony/retrievr-mcp/main/README.md","https://github.com/itsatony/retrievr-mcp"],"id":"RWE-5299","relevance":{"id":"RWE-5299","decision":"Core","rationale":"Retain the documented evidence function: Retrievr Go MCP/library scholarly plugins for PubMed, Europe PMC, Crossref and other research sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrievr Go MCP/library scholarly plugins for PubMed, Europe PMC, Crossref and other research sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/itsatony/retrievr-mcp","https://raw.githubusercontent.com/itsatony/retrievr-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"brown-tech-info/pubmed-mcp-on-aks","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed Azure REST/OpenAPI connector for AI Foundry agents.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"brown-tech-info/pubmed-mcp-on-aks","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed Azure REST/OpenAPI connector for AI Foundry agents."],"limitation":"Deployment variant family; native MCP not required for documented agent API integration.","url":"https://github.com/brown-tech-info/pubmed-mcp-on-aks","primarySourceURLs":["https://raw.githubusercontent.com/brown-tech-info/PubMed-MCP-on-AKS/main/README.md","https://github.com/brown-tech-info/PubMed-MCP-on-AKS"],"id":"RWE-5300","relevance":{"id":"RWE-5300","decision":"Core","rationale":"Retain the documented evidence function: PubMed Azure REST/OpenAPI connector for AI Foundry agents. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed Azure REST/OpenAPI connector for AI Foundry agents.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/brown-tech-info/pubmed-mcp-on-aks","https://raw.githubusercontent.com/brown-tech-info/PubMed-MCP-on-AKS/main/README.md","https://github.com/brown-tech-info/PubMed-MCP-on-AKS"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cyprianfusi/mcp-cliniserver","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"CliniServer structured symptom extraction and relevant PubMed retrieval MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cyprianfusi/mcp-cliniserver","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["CliniServer structured symptom extraction and relevant PubMed retrieval MCP."],"limitation":"Exclude differential/treatment claims from capability framing; clinical accuracy unvalidated.","url":"https://github.com/cyprianfusi/mcp-cliniserver","primarySourceURLs":["https://raw.githubusercontent.com/CyprianFusi/mcp-cliniserver/main/README.md","https://github.com/CyprianFusi/mcp-cliniserver"],"id":"RWE-5301","relevance":{"id":"RWE-5301","decision":"Core","rationale":"Retain the documented evidence function: PubMed evidence retrieval only; diagnostic and treatment recommendations excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed evidence retrieval only; diagnostic and treatment recommendations excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cyprianfusi/mcp-cliniserver","https://raw.githubusercontent.com/CyprianFusi/mcp-cliniserver/main/README.md","https://github.com/CyprianFusi/mcp-cliniserver"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"prefersung/deep-search-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Deep-search MCP includes PubMed, Semantic Scholar and arXiv academic retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"prefersung/deep-search-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Deep-search MCP includes PubMed, Semantic Scholar and arXiv academic retrieval."],"limitation":"Proxy configuration and source coverage vary.","url":"https://github.com/prefersung/deep-search-mcp","primarySourceURLs":["https://raw.githubusercontent.com/prefersung/deep-search-mcp/main/README.md","https://github.com/prefersung/deep-search-mcp"],"id":"RWE-5302","relevance":{"id":"RWE-5302","decision":"Core","rationale":"Retain the documented evidence function: Deep-search MCP includes PubMed, Semantic Scholar and arXiv academic retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Deep-search MCP includes PubMed, Semantic Scholar and arXiv academic retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/prefersung/deep-search-mcp","https://raw.githubusercontent.com/prefersung/deep-search-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"madsd/m365-custom-connector","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Microsoft 365 Copilot federated PubMed read-only search/fetch MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"madsd/m365-custom-connector","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Microsoft 365 Copilot federated PubMed read-only search/fetch MCP."],"limitation":"Microsoft tenant/connector setup and NCBI rate limits.","url":"https://github.com/madsd/m365-custom-connector","primarySourceURLs":["https://raw.githubusercontent.com/madsd/m365-custom-connector/main/README.md","https://github.com/madsd/m365-custom-connector"],"id":"RWE-5303","relevance":{"id":"RWE-5303","decision":"Core","rationale":"Retain the documented evidence function: Microsoft 365 Copilot federated PubMed read-only search/fetch MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Microsoft 365 Copilot federated PubMed read-only search/fetch MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/madsd/m365-custom-connector","https://raw.githubusercontent.com/madsd/m365-custom-connector/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ankit-sarin/citation-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Citation MCP cross-database verification, bulk citation checks and identifier conversion.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ankit-sarin/citation-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Citation MCP cross-database verification, bulk citation checks and identifier conversion."],"limitation":"Match confidence is not claim-support validation; provider coverage limits.","url":"https://github.com/ankit-sarin/citation-mcp","primarySourceURLs":["https://raw.githubusercontent.com/ankit-sarin/citation-mcp/main/README.md","https://github.com/ankit-sarin/citation-mcp"],"id":"RWE-5305","relevance":{"id":"RWE-5305","decision":"Core","rationale":"Retain the documented evidence function: Citation MCP cross-database verification, bulk citation checks and identifier conversion. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Citation MCP cross-database verification, bulk citation checks and identifier conversion.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ankit-sarin/citation-mcp","https://raw.githubusercontent.com/ankit-sarin/citation-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"burton-david/researchassistantmcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"ResearchAssistant MCP extracts draft claims and recommends source-ranked citations across scholarly indexes.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"burton-david/researchassistantmcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ResearchAssistant MCP extracts draft claims and recommends source-ranked citations across scholarly indexes."],"limitation":"Model relevance/quality scoring requires reading cited sources.","url":"https://github.com/burton-david/researchassistantmcp","primarySourceURLs":["https://raw.githubusercontent.com/Burton-David/ResearchAssistantMCP/main/README.md","https://github.com/Burton-David/ResearchAssistantMCP"],"id":"RWE-5306","relevance":{"id":"RWE-5306","decision":"Core","rationale":"Retain the documented evidence function: ResearchAssistant MCP extracts draft claims and recommends source-ranked citations across scholarly indexes. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ResearchAssistant MCP extracts draft claims and recommends source-ranked citations across scholarly indexes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/burton-david/researchassistantmcp","https://raw.githubusercontent.com/Burton-David/ResearchAssistantMCP/main/README.md","https://github.com/Burton-David/ResearchAssistantMCP"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hongkongkiwi/research-master","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Research Master multi-source scholarly search, ID detection and PDF retrieval MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hongkongkiwi/research-master","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research Master multi-source scholarly search, ID detection and PDF retrieval MCP."],"limitation":"Provider access and source-specific retrieval limits.","url":"https://github.com/hongkongkiwi/research-master","primarySourceURLs":["https://raw.githubusercontent.com/hongkongkiwi/research-master/main/README.md","https://github.com/hongkongkiwi/research-master"],"id":"RWE-5307","relevance":{"id":"RWE-5307","decision":"Core","rationale":"Retain the documented evidence function: Research Master multi-source scholarly search, ID detection and PDF retrieval MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research Master multi-source scholarly search, ID detection and PDF retrieval MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hongkongkiwi/research-master","https://raw.githubusercontent.com/hongkongkiwi/research-master/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zakariaelaoufi/deepref-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"DeepRef PubMed/arXiv/Semantic Scholar search and structured citation retrieval MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zakariaelaoufi/deepref-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["DeepRef PubMed/arXiv/Semantic Scholar search and structured citation retrieval MCP."],"limitation":"Provider coverage and citation accuracy limits.","url":"https://github.com/zakariaelaoufi/deepref-mcp","primarySourceURLs":["https://raw.githubusercontent.com/zakariaelaoufi/deepref-mcp/master/README.md","https://github.com/zakariaelaoufi/deepref-mcp"],"id":"RWE-5309","relevance":{"id":"RWE-5309","decision":"Core","rationale":"Retain the documented evidence function: DeepRef PubMed/arXiv/Semantic Scholar search and structured citation retrieval MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"DeepRef PubMed/arXiv/Semantic Scholar search and structured citation retrieval MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zakariaelaoufi/deepref-mcp","https://raw.githubusercontent.com/zakariaelaoufi/deepref-mcp/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"michaelandrewlongo-rgb/caseprep","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Neurosurgical case-prep MCP PubMed search and procedure evidence-pack generation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"michaelandrewlongo-rgb/caseprep","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Neurosurgical case-prep MCP PubMed search and procedure evidence-pack generation."],"limitation":"Mature neurointerventional scope; spine/tumor corpus integration and packs remain planned.","url":"https://github.com/michaelandrewlongo-rgb/caseprep","primarySourceURLs":["https://raw.githubusercontent.com/michaelandrewlongo-rgb/caseprep/main/README.md","https://github.com/michaelandrewlongo-rgb/caseprep"],"id":"RWE-5310","relevance":{"id":"RWE-5310","decision":"Core","rationale":"Retain the documented evidence function: Neurosurgical case-prep MCP PubMed search and procedure evidence-pack generation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Neurosurgical case-prep MCP PubMed search and procedure evidence-pack generation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/michaelandrewlongo-rgb/caseprep","https://raw.githubusercontent.com/michaelandrewlongo-rgb/caseprep/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"saivarun161/mcp-docqa-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Document retrieval MCP includes PubMed corpus ingestion, hybrid search and source fetch.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"saivarun161/mcp-docqa-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Document retrieval MCP includes PubMed corpus ingestion, hybrid search and source fetch."],"limitation":"Retrieval-only infrastructure; indexed corpus and ranking constrain recall.","url":"https://github.com/saivarun161/mcp-docqa-server","primarySourceURLs":["https://raw.githubusercontent.com/saivarun161/mcp-docqa-server/main/README.md","https://github.com/saivarun161/mcp-docqa-server"],"id":"RWE-5312","relevance":{"id":"RWE-5312","decision":"Core","rationale":"Retain the documented evidence function: Document retrieval MCP includes PubMed corpus ingestion, hybrid search and source fetch. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Document retrieval MCP includes PubMed corpus ingestion, hybrid search and source fetch.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/saivarun161/mcp-docqa-server","https://raw.githubusercontent.com/saivarun161/mcp-docqa-server/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"anushaseelam-ai/medical-diagnosis-research-ai-assistant-using-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Medical assistant MCP symptom extraction and real-time PubMed research retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anushaseelam-ai/medical-diagnosis-research-ai-assistant-using-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medical assistant MCP symptom extraction and real-time PubMed research retrieval."],"limitation":"Diagnosis and management generation unvalidated; extraction/retrieval only.","url":"https://github.com/anushaseelam-ai/medical-diagnosis-research-ai-assistant-using-mcp","primarySourceURLs":["https://raw.githubusercontent.com/anushaseelam-ai/Medical-Diagnosis-Research-AI-Assistant-using-MCP/main/README.md","https://github.com/anushaseelam-ai/Medical-Diagnosis-Research-AI-Assistant-using-MCP"],"id":"RWE-5313","relevance":{"id":"RWE-5313","decision":"Core","rationale":"Retain the documented evidence function: Medical assistant MCP symptom extraction and real-time PubMed research retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Medical assistant MCP symptom extraction and real-time PubMed research retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/anushaseelam-ai/medical-diagnosis-research-ai-assistant-using-mcp","https://raw.githubusercontent.com/anushaseelam-ai/Medical-Diagnosis-Research-AI-Assistant-using-MCP/main/README.md","https://github.com/anushaseelam-ai/Medical-Diagnosis-Research-AI-Assistant-using-MCP"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yaaoppong/kegg-string-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"KEGG/STRING/UniProt/PubMed plus tuberculosis lineage and WHO resistance-mutation MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yaaoppong/kegg-string-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["KEGG/STRING/UniProt/PubMed plus tuberculosis lineage and WHO resistance-mutation MCP."],"limitation":"Pathogen research is human-health relevant; source/version and resistance interpretation limits.","url":"https://github.com/yaaoppong/kegg-string-mcp","primarySourceURLs":["https://raw.githubusercontent.com/YaaOppong/kegg-string-mcp/main/README.md","https://github.com/YaaOppong/kegg-string-mcp"],"id":"RWE-5314","relevance":{"id":"RWE-5314","decision":"Core","rationale":"Retain the documented evidence function: PubMed source retrieval and WHO resistance-reference lookup; molecular network operations excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed source retrieval and WHO resistance-reference lookup; molecular network operations excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yaaoppong/kegg-string-mcp","https://raw.githubusercontent.com/YaaOppong/kegg-string-mcp/main/README.md","https://github.com/YaaOppong/kegg-string-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zhudong180-ux/bio-medical-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Biomedical agent FastMCP includes live NCBI PubMed retrieval alongside local graph/SQL workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhudong180-ux/bio-medical-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical agent FastMCP includes live NCBI PubMed retrieval alongside local graph/SQL workflows."],"limitation":"Demo defaults/mock and offline fallback must remain labeled; fictional company datasets not RWE.","url":"https://github.com/zhudong180-ux/bio-medical-agent","primarySourceURLs":["https://raw.githubusercontent.com/zhudong180-ux/bio-medical-agent/main/README.md","https://github.com/zhudong180-ux/bio-medical-agent"],"id":"RWE-5315","relevance":{"id":"RWE-5315","decision":"Core","rationale":"Retain the documented evidence function: Live PubMed retrieval only; mock data and molecular graph workflows excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Live PubMed retrieval only; mock data and molecular graph workflows excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zhudong180-ux/bio-medical-agent","https://raw.githubusercontent.com/zhudong180-ux/bio-medical-agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kalevikas/medical-diagnosis-ai-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Medical literature MCP extracts symptoms and retrieves NCBI PubMed references.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kalevikas/medical-diagnosis-ai-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medical literature MCP extracts symptoms and retrieves NCBI PubMed references."],"limitation":"Diagnosis/cure recommendations excluded from research capability framing.","url":"https://github.com/kalevikas/medical-diagnosis-ai-mcp","primarySourceURLs":["https://raw.githubusercontent.com/kalevikas/medical-diagnosis-ai-mcp/main/README.md","https://github.com/kalevikas/medical-diagnosis-ai-mcp"],"id":"RWE-5316","relevance":{"id":"RWE-5316","decision":"Core","rationale":"Retain the documented evidence function: Medical literature MCP extracts symptoms and retrieves NCBI PubMed references. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Medical literature MCP extracts symptoms and retrieves NCBI PubMed references.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kalevikas/medical-diagnosis-ai-mcp","https://raw.githubusercontent.com/kalevikas/medical-diagnosis-ai-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"huuunleashed/athenaeum-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Athenaeum scholarly meta-search, metadata and literature workflow MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"huuunleashed/athenaeum-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Athenaeum scholarly meta-search, metadata and literature workflow MCP."],"limitation":"Provider access and OA coverage vary; free claim not verified.","url":"https://github.com/huuunleashed/athenaeum-mcp","primarySourceURLs":["https://raw.githubusercontent.com/huuunleashed/athenaeum-mcp/main/README.md","https://github.com/huuunleashed/athenaeum-mcp"],"id":"RWE-5317","relevance":{"id":"RWE-5317","decision":"Core","rationale":"Retain the documented evidence function: Athenaeum scholarly meta-search, metadata and literature workflow MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Athenaeum scholarly meta-search, metadata and literature workflow MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/huuunleashed/athenaeum-mcp","https://raw.githubusercontent.com/huuunleashed/athenaeum-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"giovanniromero-dev/clinisight-ai","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Clinisight medical entity/symptom extraction and PubMed search/fetch MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"giovanniromero-dev/clinisight-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Clinisight medical entity/symptom extraction and PubMed search/fetch MCP."],"limitation":"Clinical/diagnostic summaries not validated.","url":"https://github.com/giovanniromero-dev/clinisight-ai","primarySourceURLs":["https://raw.githubusercontent.com/giovanniromero-dev/clinisight-ai/main/README.md","https://github.com/giovanniromero-dev/clinisight-ai"],"id":"RWE-5319","relevance":{"id":"RWE-5319","decision":"Core","rationale":"Retain the documented evidence function: Clinisight medical entity/symptom extraction and PubMed search/fetch MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinisight medical entity/symptom extraction and PubMed search/fetch MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/giovanniromero-dev/clinisight-ai","https://raw.githubusercontent.com/giovanniromero-dev/clinisight-ai/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"integration-automation/thesisagent","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"ThesisAgents multi-source paper retrieval, enrichment and BibTeX MCP/CLI.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"integration-automation/thesisagent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ThesisAgents multi-source paper retrieval, enrichment and BibTeX MCP/CLI."],"limitation":"Generated slides/analysis and source coverage require checking; repo naming alias.","url":"https://github.com/integration-automation/thesisagent","primarySourceURLs":["https://raw.githubusercontent.com/Integration-Automation/ThesisAgent/main/README.md","https://github.com/Integration-Automation/ThesisAgent"],"id":"RWE-5320","relevance":{"id":"RWE-5320","decision":"Core","rationale":"Retain the documented evidence function: ThesisAgents multi-source paper retrieval, enrichment and BibTeX MCP/CLI. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ThesisAgents multi-source paper retrieval, enrichment and BibTeX MCP/CLI.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/integration-automation/thesisagent","https://raw.githubusercontent.com/Integration-Automation/ThesisAgent/main/README.md","https://github.com/Integration-Automation/ThesisAgent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"electrolight123/biomedical-rag-research-assistant","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Biomedical PDF/OCR corpus ingestion and hybrid citation-grounded retrieval MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"electrolight123/biomedical-rag-research-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical PDF/OCR corpus ingestion and hybrid citation-grounded retrieval MCP."],"limitation":"Finite curated corpus, OCR uncertainty and grounding limitations.","url":"https://github.com/electrolight123/biomedical-rag-research-assistant","primarySourceURLs":["https://raw.githubusercontent.com/Electrolight123/biomedical-rag-research-assistant/main/README.md","https://github.com/Electrolight123/biomedical-rag-research-assistant"],"id":"RWE-5321","relevance":{"id":"RWE-5321","decision":"Core","rationale":"Retain the documented evidence function: Biomedical PDF/OCR corpus ingestion and hybrid citation-grounded retrieval MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biomedical PDF/OCR corpus ingestion and hybrid citation-grounded retrieval MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/electrolight123/biomedical-rag-research-assistant","https://raw.githubusercontent.com/Electrolight123/biomedical-rag-research-assistant/main/README.md","https://github.com/Electrolight123/biomedical-rag-research-assistant"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"drignacioalcala/consensus-research-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Consensus research skill structures multi-query review, PubMed verification and Zotero persistence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drignacioalcala/consensus-research-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Consensus research skill structures multi-query review, PubMed verification and Zotero persistence."],"limitation":"Depends on external connectors; procedural evidence labels not independent appraisal.","url":"https://github.com/drignacioalcala/consensus-research-skill","primarySourceURLs":["https://raw.githubusercontent.com/Drignacioalcala/consensus-research-skill/main/README.md","https://github.com/Drignacioalcala/consensus-research-skill"],"id":"RWE-5322","relevance":{"id":"RWE-5322","decision":"Core","rationale":"Retain the documented evidence function: Consensus research skill structures multi-query review, PubMed verification and Zotero persistence. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Consensus research skill structures multi-query review, PubMed verification and Zotero persistence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/drignacioalcala/consensus-research-skill","https://raw.githubusercontent.com/Drignacioalcala/consensus-research-skill/main/README.md","https://github.com/Drignacioalcala/consensus-research-skill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"chrisogle001/oit-medical-research-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"OIT medical research MCP PubMed/Europe PMC/Crossref/OA retrieval and public CMS queries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chrisogle001/oit-medical-research-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OIT medical research MCP PubMed/Europe PMC/Crossref/OA retrieval and public CMS queries."],"limitation":"Source-specific coverage and CMS dataset interpretation limits; local/remote shared engine.","url":"https://github.com/chrisogle001/oit-medical-research-mcp","primarySourceURLs":["https://raw.githubusercontent.com/chrisogle001/oit-medical-research-mcp/main/README.md","https://github.com/chrisogle001/oit-medical-research-mcp"],"id":"RWE-5323","relevance":{"id":"RWE-5323","decision":"Core","rationale":"Retain the documented evidence function: OIT medical research MCP PubMed/Europe PMC/Crossref/OA retrieval and public CMS queries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OIT medical research MCP PubMed/Europe PMC/Crossref/OA retrieval and public CMS queries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chrisogle001/oit-medical-research-mcp","https://raw.githubusercontent.com/chrisogle001/oit-medical-research-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"chessy795/opencode-research-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Research MCP multi-index search, citation graph traversal and OA/institutional full-text workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chessy795/opencode-research-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research MCP multi-index search, citation graph traversal and OA/institutional full-text workflows."],"limitation":"Institutional access required where applicable; ranking/deduplication limits.","url":"https://github.com/chessy795/opencode-research-mcp","primarySourceURLs":["https://raw.githubusercontent.com/chessy795/opencode-research-mcp/main/README.md","https://github.com/chessy795/opencode-research-mcp"],"id":"RWE-5325","relevance":{"id":"RWE-5325","decision":"Core","rationale":"Retain the documented evidence function: Research MCP multi-index search, citation graph traversal and OA/institutional full-text workflows. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research MCP multi-index search, citation graph traversal and OA/institutional full-text workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chessy795/opencode-research-mcp","https://raw.githubusercontent.com/chessy795/opencode-research-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cyprianfusi/clinical-diagnosis","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Clinical symptom NER/context extraction and PubMed evidence MCP workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cyprianfusi/clinical-diagnosis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Clinical symptom NER/context extraction and PubMed evidence MCP workflow."],"limitation":"Same BINATI family as CliniServer; diagnostic/treatment outputs unvalidated.","url":"https://github.com/cyprianfusi/clinical-diagnosis","primarySourceURLs":["https://raw.githubusercontent.com/CyprianFusi/clinical-diagnosis/main/README.md","https://github.com/CyprianFusi/clinical-diagnosis"],"id":"RWE-5326","relevance":{"id":"RWE-5326","decision":"Core","rationale":"Retain the documented evidence function: Clinical symptom NER/context extraction and PubMed evidence MCP workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinical symptom NER/context extraction and PubMed evidence MCP workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cyprianfusi/clinical-diagnosis","https://raw.githubusercontent.com/CyprianFusi/clinical-diagnosis/main/README.md","https://github.com/CyprianFusi/clinical-diagnosis"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"amitgupte/citekick","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"CiteKick scholarly search, related papers, text extraction and formatted citations MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"amitgupte/citekick","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["CiteKick scholarly search, related papers, text extraction and formatted citations MCP."],"limitation":"Available full-text only; citation formatting and source support require verification.","url":"https://github.com/amitgupte/citekick","primarySourceURLs":["https://raw.githubusercontent.com/amitgupte/CiteKick/main/README.md","https://github.com/amitgupte/CiteKick"],"id":"RWE-5327","relevance":{"id":"RWE-5327","decision":"Core","rationale":"Retain the documented evidence function: CiteKick scholarly search, related papers, text extraction and formatted citations MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"CiteKick scholarly search, related papers, text extraction and formatted citations MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/amitgupte/citekick","https://raw.githubusercontent.com/amitgupte/CiteKick/main/README.md","https://github.com/amitgupte/CiteKick"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"punit-naik/scholarly-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Clojure scholarly MCP aggregates academic databases for literature retrieval and cross-study work.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"punit-naik/scholarly-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Clojure scholarly MCP aggregates academic databases for literature retrieval and cross-study work."],"limitation":"Cross-study comparisons require reading full source context.","url":"https://github.com/punit-naik/scholarly-mcp","primarySourceURLs":["https://raw.githubusercontent.com/punit-naik/scholarly-mcp/main/README.md","https://github.com/punit-naik/scholarly-mcp"],"id":"RWE-5328","relevance":{"id":"RWE-5328","decision":"Core","rationale":"Retain the documented evidence function: Clojure scholarly MCP aggregates academic databases for literature retrieval and cross-study work. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clojure scholarly MCP aggregates academic databases for literature retrieval and cross-study work.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/punit-naik/scholarly-mcp","https://raw.githubusercontent.com/punit-naik/scholarly-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sahith2004/multi-agent-research-assistant","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"ScholarAI-based multiagent research ingestion, metadata/vector retrieval and synthesis workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sahith2004/multi-agent-research-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ScholarAI-based multiagent research ingestion, metadata/vector retrieval and synthesis workflow."],"limitation":"External connector/database dependencies; arXiv/PubMed extensions described as extensible, not all native.","url":"https://github.com/sahith2004/multi-agent-research-assistant","primarySourceURLs":["https://raw.githubusercontent.com/sahith2004/Multi-Agent-Research-Assistant/main/README.md","https://github.com/sahith2004/Multi-Agent-Research-Assistant"],"id":"RWE-5329","relevance":{"id":"RWE-5329","decision":"Core","rationale":"Retain the documented evidence function: ScholarAI-based multiagent research ingestion, metadata/vector retrieval and synthesis workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ScholarAI-based multiagent research ingestion, metadata/vector retrieval and synthesis workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sahith2004/multi-agent-research-assistant","https://raw.githubusercontent.com/sahith2004/Multi-Agent-Research-Assistant/main/README.md","https://github.com/sahith2004/Multi-Agent-Research-Assistant"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"zhonxia/personal-literature-survey","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Personal literature survey skills orchestrate multi-source search, screening and structured reading.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhonxia/personal-literature-survey","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Personal literature survey skills orchestrate multi-source search, screening and structured reading."],"limitation":"Depends on paper-search MCP and optional personal libraries; review completeness not guaranteed.","url":"https://github.com/zhonxia/personal-literature-survey","primarySourceURLs":["https://raw.githubusercontent.com/zhonxia/personal-literature-survey/main/README.md","https://github.com/zhonxia/personal-literature-survey"],"id":"RWE-5330","relevance":{"id":"RWE-5330","decision":"Core","rationale":"Retain the documented evidence function: Personal literature survey skills orchestrate multi-source search, screening and structured reading. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Personal literature survey skills orchestrate multi-source search, screening and structured reading.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/zhonxia/personal-literature-survey","https://raw.githubusercontent.com/zhonxia/personal-literature-survey/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"vmd281/multi-llm-agent-for-enhanced-medical-intelligence","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Multi-LLM medical agent retrieves specialized medical literature and web evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vmd281/multi-llm-agent-for-enhanced-medical-intelligence","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Multi-LLM medical agent retrieves specialized medical literature and web evidence."],"limitation":"Synthesis accuracy and primary-source support require review.","url":"https://github.com/vmd281/multi-llm-agent-for-enhanced-medical-intelligence","primarySourceURLs":["https://raw.githubusercontent.com/VMD281/Multi-LLM-Agent-for-Enhanced-Medical-Intelligence/main/README.md","https://github.com/VMD281/Multi-LLM-Agent-for-Enhanced-Medical-Intelligence"],"id":"RWE-5331","relevance":{"id":"RWE-5331","decision":"Core","rationale":"Retain the documented evidence function: Multi-LLM medical agent retrieves specialized medical literature and web evidence. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Multi-LLM medical agent retrieves specialized medical literature and web evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vmd281/multi-llm-agent-for-enhanced-medical-intelligence","https://raw.githubusercontent.com/VMD281/Multi-LLM-Agent-for-Enhanced-Medical-Intelligence/main/README.md","https://github.com/VMD281/Multi-LLM-Agent-for-Enhanced-Medical-Intelligence"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kstawiski/evidence-gated-scientific-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Evidence Bench A2A scientific workspace combines literature retrieval, Python/R analysis and run provenance.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kstawiski/evidence-gated-scientific-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Evidence Bench A2A scientific workspace combines literature retrieval, Python/R analysis and run provenance."],"limitation":"Deterministic acceptance checks do not establish method validity; self-hosted compute required.","url":"https://github.com/kstawiski/evidence-gated-scientific-agent","primarySourceURLs":["https://raw.githubusercontent.com/kstawiski/evidence-gated-scientific-agent/main/README.md","https://github.com/kstawiski/evidence-gated-scientific-agent"],"id":"RWE-5332","relevance":{"id":"RWE-5332","decision":"Core","rationale":"Retain the documented evidence function: Evidence Bench A2A scientific workspace combines literature retrieval, Python/R analysis and run provenance. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Evidence Bench A2A scientific workspace combines literature retrieval, Python/R analysis and run provenance.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kstawiski/evidence-gated-scientific-agent","https://raw.githubusercontent.com/kstawiski/evidence-gated-scientific-agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"universeeeeeee/vibe-writing","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Vibe Writing MCP scholarly search across PubMed/arXiv/Semantic Scholar with screening/tagging.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"universeeeeeee/vibe-writing","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Vibe Writing MCP scholarly search across PubMed/arXiv/Semantic Scholar with screening/tagging."],"limitation":"Automated gates and relevance scores can omit relevant studies.","url":"https://github.com/universeeeeeee/vibe-writing","primarySourceURLs":["https://raw.githubusercontent.com/Universeeeeeee/Vibe-Writing/main/README.md","https://github.com/Universeeeeeee/Vibe-Writing"],"id":"RWE-5333","relevance":{"id":"RWE-5333","decision":"Core","rationale":"Retain the documented evidence function: Vibe Writing MCP scholarly search across PubMed/arXiv/Semantic Scholar with screening/tagging. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Vibe Writing MCP scholarly search across PubMed/arXiv/Semantic Scholar with screening/tagging.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/universeeeeeee/vibe-writing","https://raw.githubusercontent.com/Universeeeeeee/Vibe-Writing/main/README.md","https://github.com/Universeeeeeee/Vibe-Writing"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"arnaudturn-pro/medgroundai","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medground biomedical hybrid/MeSH graph retrieval with citable finite corpus and grounding gate.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arnaudturn-pro/medgroundai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medground biomedical hybrid/MeSH graph retrieval with citable finite corpus and grounding gate."],"limitation":"Retrievable citations do not guarantee claim entailment or exhaustive literature coverage.","url":"https://github.com/arnaudturn-pro/medgroundai","primarySourceURLs":["https://raw.githubusercontent.com/ArnaudTurn-pro/medgroundAI/main/README.md","https://github.com/ArnaudTurn-pro/medgroundAI"],"id":"RWE-5334","relevance":{"id":"RWE-5334","decision":"Core","rationale":"Medground biomedical hybrid/MeSH graph retrieval with citable finite corpus and grounding gate. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"Medground biomedical hybrid/MeSH graph retrieval with citable finite corpus and grounding gate. Limits: Retrievable citations do not guarantee claim entailment or exhaustive literature coverage.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ArnaudTurn-pro/medgroundAI/main/README.md","https://github.com/ArnaudTurn-pro/medgroundAI"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"mronkko/claude-academic-research","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Academic research plugins for grounded citations, empirical integrity, systematic reviews and Zotero.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mronkko/claude-academic-research","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic research plugins for grounded citations, empirical integrity, systematic reviews and Zotero."],"limitation":"Instruction rules and parallel criticism are not scientific validation.","url":"https://github.com/mronkko/claude-academic-research","primarySourceURLs":["https://raw.githubusercontent.com/mronkko/claude-academic-research/main/README.md","https://github.com/mronkko/claude-academic-research"],"id":"RWE-5335","relevance":{"id":"RWE-5335","decision":"Core","rationale":"Retain the documented evidence function: Academic research plugins for grounded citations, empirical integrity, systematic reviews and Zotero. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic research plugins for grounded citations, empirical integrity, systematic reviews and Zotero.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mronkko/claude-academic-research","https://raw.githubusercontent.com/mronkko/claude-academic-research/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cinicu/opencode-dotfiles","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"OpenCode scholarly skills for literature/systematic review, methodology and synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cinicu/opencode-dotfiles","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenCode scholarly skills for literature/systematic review, methodology and synthesis."],"limitation":"Skill collection; attribution and workflow adherence require review.","url":"https://github.com/cinicu/opencode-dotfiles","primarySourceURLs":["https://raw.githubusercontent.com/cinicu/opencode-dotfiles/main/README.md","https://github.com/cinicu/opencode-dotfiles"],"id":"RWE-5336","relevance":{"id":"RWE-5336","decision":"Core","rationale":"Retain the documented evidence function: OpenCode scholarly skills for literature/systematic review, methodology and synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenCode scholarly skills for literature/systematic review, methodology and synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cinicu/opencode-dotfiles","https://raw.githubusercontent.com/cinicu/opencode-dotfiles/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yussufembabi/prospero-mcp-server","kind":"MCP server","category":"Trials & Study Design","summary":"PROSPERO protocol search/detail, MeSH, overlap checking and RIS export MCP.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yussufembabi/prospero-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["PROSPERO protocol search/detail, MeSH, overlap checking and RIS export MCP."],"limitation":"Possible duplicate reviews require manual assessment; registration not completed-study evidence.","url":"https://github.com/yussufembabi/prospero-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/yussufembabi/PROSPERO-MCP-Server/main/README.md","https://github.com/yussufembabi/PROSPERO-MCP-Server"],"id":"RWE-5337","relevance":{"id":"RWE-5337","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"PROSPERO protocol search/detail, MeSH, overlap checking and RIS export MCP.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/yussufembabi/PROSPERO-MCP-Server/main/README.md","https://github.com/yussufembabi/PROSPERO-MCP-Server"],"reviewGroup":"clinical-trial-workflow"}},{"name":"nulis-not-just-writing/mcp-writing-toolkit","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"MCP Writing Toolkit scholarly search/citation verification, Zotero retrieval and scoping-review checks.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nulis-not-just-writing/mcp-writing-toolkit","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["MCP Writing Toolkit scholarly search/citation verification, Zotero retrieval and scoping-review checks."],"limitation":"Three distinct server components; deterministic checks do not assure review completeness.","url":"https://github.com/nulis-not-just-writing/mcp-writing-toolkit","primarySourceURLs":["https://raw.githubusercontent.com/nulis-not-just-writing/mcp-writing-toolkit/main/README.md","https://github.com/nulis-not-just-writing/mcp-writing-toolkit"],"id":"RWE-5338","relevance":{"id":"RWE-5338","decision":"Core","rationale":"Retain the documented evidence function: MCP Writing Toolkit scholarly search/citation verification, Zotero retrieval and scoping-review checks. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"MCP Writing Toolkit scholarly search/citation verification, Zotero retrieval and scoping-review checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nulis-not-just-writing/mcp-writing-toolkit","https://raw.githubusercontent.com/nulis-not-just-writing/mcp-writing-toolkit/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"matheus-rech/meta-analysis-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Meta-analysis MCP study upload/validation, analysis and forest plotting workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"matheus-rech/meta-analysis-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Meta-analysis MCP study upload/validation, analysis and forest plotting workflow."],"limitation":"Cochrane/PRISMA compliance claims not independently verified; assumptions and extraction need review.","url":"https://github.com/matheus-rech/meta-analysis-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/matheus-rech/meta-analysis-mcp-server/ai-artifact/README.md","https://github.com/matheus-rech/meta-analysis-mcp-server"],"id":"RWE-5339","relevance":{"id":"RWE-5339","decision":"Core","rationale":"Meta-analysis MCP study upload/validation, analysis and forest plotting workflow. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"Meta-analysis MCP study upload/validation, analysis and forest plotting workflow. Limits: Cochrane/PRISMA compliance claims not independently verified; assumptions and extraction need review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/matheus-rech/meta-analysis-mcp-server/ai-artifact/README.md","https://github.com/matheus-rech/meta-analysis-mcp-server"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"matheus-rech/mcp-meta-analysis-r","kind":"Research tool","category":"RWE Data & Analytics","summary":"R meta/metafor agent server data upload, meta-analysis, forest/funnel plots and reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"matheus-rech/mcp-meta-analysis-r","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["R meta/metafor agent server data upload, meta-analysis, forest/funnel plots and reports."],"limitation":"Requires R dependencies; same-owner meta-analysis family needs consolidation.","url":"https://github.com/matheus-rech/mcp-meta-analysis-r","primarySourceURLs":["https://raw.githubusercontent.com/matheus-rech/mcp-meta-analysis-R/meta/README.md","https://github.com/matheus-rech/mcp-meta-analysis-R"],"id":"RWE-5340","relevance":{"id":"RWE-5340","decision":"Core","rationale":"R meta/metafor agent server data upload, meta-analysis, forest/funnel plots and reports. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"R meta/metafor agent server data upload, meta-analysis, forest/funnel plots and reports. Limits: Requires R dependencies; same-owner meta-analysis family needs consolidation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/matheus-rech/mcp-meta-analysis-R/meta/README.md","https://github.com/matheus-rech/mcp-meta-analysis-R"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"matheus-rech/mcp-meta-analysis-with-r","kind":"MCP server","category":"RWE Data & Analytics","summary":"R-integrated meta-analysis MCP effect-measure workflow and statistical/data checks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"matheus-rech/mcp-meta-analysis-with-r","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["R-integrated meta-analysis MCP effect-measure workflow and statistical/data checks."],"limitation":"Consolidate same-owner sibling implementations; statistical assumptions remain user responsibility.","url":"https://github.com/matheus-rech/mcp-meta-analysis-with-r","primarySourceURLs":["https://raw.githubusercontent.com/matheus-rech/mcp-meta-analysis-with-r/main/README.md","https://github.com/matheus-rech/mcp-meta-analysis-with-r"],"id":"RWE-5341","relevance":{"id":"RWE-5341","decision":"Core","rationale":"R-integrated meta-analysis MCP effect-measure workflow and statistical/data checks. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"R-integrated meta-analysis MCP effect-measure workflow and statistical/data checks. Limits: Consolidate same-owner sibling implementations; statistical assumptions remain user responsibility.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/matheus-rech/mcp-meta-analysis-with-r/main/README.md","https://github.com/matheus-rech/mcp-meta-analysis-with-r"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"grimcybermed/medresearch-ai","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"MedResearch systematic review/meta-analysis agent outcome NER and evidence extraction tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"grimcybermed/medresearch-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["MedResearch systematic review/meta-analysis agent outcome NER and evidence extraction tools."],"limitation":"Beta; medical-grade/PhD-level claims unverified and extracted outcomes require checking.","url":"https://github.com/grimcybermed/medresearch-ai","primarySourceURLs":["https://raw.githubusercontent.com/GrimCyberMed/MedResearch-AI/master/README.md","https://github.com/GrimCyberMed/MedResearch-AI"],"id":"RWE-5342","relevance":{"id":"RWE-5342","decision":"Core","rationale":"Retain the documented evidence function: MedResearch systematic review/meta-analysis agent outcome NER and evidence extraction tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"MedResearch systematic review/meta-analysis agent outcome NER and evidence extraction tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/grimcybermed/medresearch-ai","https://raw.githubusercontent.com/GrimCyberMed/MedResearch-AI/master/README.md","https://github.com/GrimCyberMed/MedResearch-AI"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ff-tec/neuroncite","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"NeuronCite local scholarly document hybrid search and citation-verification engine with agent integration.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ff-tec/neuroncite","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["NeuronCite local scholarly document hybrid search and citation-verification engine with agent integration."],"limitation":"Local model judgments and retrieval cannot guarantee citation truth.","url":"https://github.com/ff-tec/neuroncite","primarySourceURLs":["https://raw.githubusercontent.com/FF-TEC/NeuronCite/main/README.md","https://github.com/FF-TEC/NeuronCite"],"id":"RWE-5344","relevance":{"id":"RWE-5344","decision":"Core","rationale":"Retain the documented evidence function: NeuronCite local scholarly document hybrid search and citation-verification engine with agent integration. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"NeuronCite local scholarly document hybrid search and citation-verification engine with agent integration.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ff-tec/neuroncite","https://raw.githubusercontent.com/FF-TEC/NeuronCite/main/README.md","https://github.com/FF-TEC/NeuronCite"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dwflanagan/citation-verifier-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Citation verifier MCP checks DOI existence and bibliographic metadata against Crossref.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dwflanagan/citation-verifier-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Citation verifier MCP checks DOI existence and bibliographic metadata against Crossref."],"limitation":"DOI existence does not prove claim support or research validity.","url":"https://github.com/dwflanagan/citation-verifier-mcp","primarySourceURLs":["https://raw.githubusercontent.com/DWFlanagan/citation-verifier-mcp/main/README.md","https://github.com/DWFlanagan/citation-verifier-mcp"],"id":"RWE-5345","relevance":{"id":"RWE-5345","decision":"Core","rationale":"Retain the documented evidence function: Citation verifier MCP checks DOI existence and bibliographic metadata against Crossref. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Citation verifier MCP checks DOI existence and bibliographic metadata against Crossref.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dwflanagan/citation-verifier-mcp","https://raw.githubusercontent.com/DWFlanagan/citation-verifier-mcp/main/README.md","https://github.com/DWFlanagan/citation-verifier-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mike2023-5-31/paper_generation","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Paper Generator MCP multiagent literature search, citation verification and manuscript workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mike2023-5-31/paper_generation","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper Generator MCP multiagent literature search, citation verification and manuscript workflow."],"limitation":"Generated text/results and simulated peer review require human scientific review.","url":"https://github.com/mike2023-5-31/paper_generation","primarySourceURLs":["https://raw.githubusercontent.com/mike2023-5-31/paper_generation/main/README.md","https://github.com/mike2023-5-31/paper_generation"],"id":"RWE-5346","relevance":{"id":"RWE-5346","decision":"Core","rationale":"Retain the documented evidence function: Scholarly search and citation verification only; manuscript generation and simulated peer review excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly search and citation verification only; manuscript generation and simulated peer review excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mike2023-5-31/paper_generation","https://raw.githubusercontent.com/mike2023-5-31/paper_generation/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"stratust/scientific-reviewer","kind":"MCP server","category":"Biomedical & Bioinformatics","summary":"Scientific Reviewer MCP citation, gene, protein and mathematical verification tools.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stratust/scientific-reviewer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Scientific Reviewer MCP citation, gene, protein and mathematical verification tools."],"limitation":"Source existence/identifier checks are not full scientific validation.","url":"https://github.com/stratust/scientific-reviewer","primarySourceURLs":["https://raw.githubusercontent.com/stratust/scientific-reviewer/master/README.md","https://github.com/stratust/scientific-reviewer"],"id":"RWE-5347","relevance":{"id":"RWE-5347","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Scientific Reviewer MCP citation, gene, protein and mathematical verification tools.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/stratust/scientific-reviewer/master/README.md","https://github.com/stratust/scientific-reviewer"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"spectating101/cite-agent-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Cite-Agent Semantic Scholar/PubMed/OpenAlex search and optional citation-support checks MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"spectating101/cite-agent-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Cite-Agent Semantic Scholar/PubMed/OpenAlex search and optional citation-support checks MCP."],"limitation":"Zero-hallucination claim unsupported; paid checks and financial components separate.","url":"https://github.com/spectating101/cite-agent-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Spectating101/cite-agent-mcp/main/README.md","https://github.com/Spectating101/cite-agent-mcp"],"id":"RWE-5348","relevance":{"id":"RWE-5348","decision":"Core","rationale":"Retain the documented evidence function: Scholarly retrieval and citation-source checking; financial tools and truth guarantees excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly retrieval and citation-source checking; financial tools and truth guarantees excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/spectating101/cite-agent-mcp","https://raw.githubusercontent.com/Spectating101/cite-agent-mcp/main/README.md","https://github.com/Spectating101/cite-agent-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sorenwacker/nodus","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Nodus scholarly PDF-to-note graphs, Semantic Scholar reference checks and graph MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sorenwacker/nodus","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Nodus scholarly PDF-to-note graphs, Semantic Scholar reference checks and graph MCP."],"limitation":"Proprietary redistribution restrictions; unchecked references must remain distinct from missing.","url":"https://github.com/sorenwacker/nodus","primarySourceURLs":["https://raw.githubusercontent.com/sorenwacker/nodus/main/README.md","https://github.com/sorenwacker/nodus"],"id":"RWE-5349","relevance":{"id":"RWE-5349","decision":"Core","rationale":"Retain the documented evidence function: Nodus scholarly PDF-to-note graphs, Semantic Scholar reference checks and graph MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Nodus scholarly PDF-to-note graphs, Semantic Scholar reference checks and graph MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sorenwacker/nodus","https://raw.githubusercontent.com/sorenwacker/nodus/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nadir-ib/pubscope-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"PubScope journal search, ISSN profiles, indexing and publication-cost metadata MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nadir-ib/pubscope-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["PubScope journal search, ISSN profiles, indexing and publication-cost metadata MCP."],"limitation":"Trust scores/quartiles not individual study validity; provider freshness limits.","url":"https://github.com/nadir-ib/pubscope-mcp","primarySourceURLs":["https://raw.githubusercontent.com/nadir-ib/pubscope-mcp/main/README.md","https://github.com/nadir-ib/pubscope-mcp"],"id":"RWE-5350","relevance":{"id":"RWE-5350","decision":"Core","rationale":"PubScope journal search, ISSN profiles, indexing and publication-cost metadata MCP. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"PubScope journal search, ISSN profiles, indexing and publication-cost metadata MCP. Limits: Trust scores/quartiles not individual study validity; provider freshness limits.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nadir-ib/pubscope-mcp/main/README.md","https://github.com/nadir-ib/pubscope-mcp"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"leomcamilo/bx-scholar-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"BX-Scholar academic search, citation/retraction checks and bibliometrics MCP/core packages.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"leomcamilo/bx-scholar-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["BX-Scholar academic search, citation/retraction checks and bibliometrics MCP/core packages."],"limitation":"Ranking and verification heuristics do not eliminate hallucination; source entitlements vary.","url":"https://github.com/leomcamilo/bx-scholar-mcp","primarySourceURLs":["https://raw.githubusercontent.com/leomcamilo/bx-scholar-mcp/main/README.md","https://github.com/leomcamilo/bx-scholar-mcp"],"id":"RWE-5351","relevance":{"id":"RWE-5351","decision":"Core","rationale":"Retain the documented evidence function: BX-Scholar academic search, citation/retraction checks and bibliometrics MCP/core packages. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"BX-Scholar academic search, citation/retraction checks and bibliometrics MCP/core packages.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/leomcamilo/bx-scholar-mcp","https://raw.githubusercontent.com/leomcamilo/bx-scholar-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"vibhavsetlur/research-os","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Research OS MCP typed research protocols, provenance, citation and review-gate infrastructure.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vibhavsetlur/research-os","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research OS MCP typed research protocols, provenance, citation and review-gate infrastructure."],"limitation":"Passive scaffold; scientific validity depends on actual data/methods and agent execution.","url":"https://github.com/vibhavsetlur/research-os","primarySourceURLs":["https://raw.githubusercontent.com/VibhavSetlur/Research-OS/main/README.md","https://github.com/VibhavSetlur/Research-OS"],"id":"RWE-5352","relevance":{"id":"RWE-5352","decision":"Core","rationale":"Retain the documented evidence function: Research OS MCP typed research protocols, provenance, citation and review-gate infrastructure. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research OS MCP typed research protocols, provenance, citation and review-gate infrastructure.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/vibhavsetlur/research-os","https://raw.githubusercontent.com/VibhavSetlur/Research-OS/main/README.md","https://github.com/VibhavSetlur/Research-OS"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wang-jq77/dsh-litresearch","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"DSH LitResearch scholarly multi-source recursive search and citation-traceable reports MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wang-jq77/dsh-litresearch","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["DSH LitResearch scholarly multi-source recursive search and citation-traceable reports MCP."],"limitation":"Model evidence grades and critique scores require review; configured search depth limits coverage.","url":"https://github.com/wang-jq77/dsh-litresearch","primarySourceURLs":["https://raw.githubusercontent.com/Wang-JQ77/dsh-litresearch/main/README.md","https://github.com/Wang-JQ77/dsh-litresearch"],"id":"RWE-5353","relevance":{"id":"RWE-5353","decision":"Core","rationale":"Retain the documented evidence function: DSH LitResearch scholarly multi-source recursive search and citation-traceable reports MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"DSH LitResearch scholarly multi-source recursive search and citation-traceable reports MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wang-jq77/dsh-litresearch","https://raw.githubusercontent.com/Wang-JQ77/dsh-litresearch/main/README.md","https://github.com/Wang-JQ77/dsh-litresearch"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pranaymahendrakar/citation-guard","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Citation Guard MCP DOI resolution and bibliographic verification.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pranaymahendrakar/citation-guard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Citation Guard MCP DOI resolution and bibliographic verification."],"limitation":"Unresolved DOI is not proof of fabrication; metadata match not claim entailment.","url":"https://github.com/pranaymahendrakar/citation-guard","primarySourceURLs":["https://raw.githubusercontent.com/PranayMahendrakar/citation-guard/main/README.md","https://github.com/PranayMahendrakar/citation-guard"],"id":"RWE-5354","relevance":{"id":"RWE-5354","decision":"Core","rationale":"Retain the documented evidence function: Citation Guard MCP DOI resolution and bibliographic verification. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Citation Guard MCP DOI resolution and bibliographic verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pranaymahendrakar/citation-guard","https://raw.githubusercontent.com/PranayMahendrakar/citation-guard/main/README.md","https://github.com/PranayMahendrakar/citation-guard"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ian3738/r-stats-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Persistent R statistical MCP hypothesis tests, regression, psychometrics, survival and plotting.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ian3738/r-stats-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Persistent R statistical MCP hypothesis tests, regression, psychometrics, survival and plotting."],"limitation":"Requires R and justified statistical assumptions; arbitrary analysis not automatically valid.","url":"https://github.com/ian3738/r-stats-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Ian3738/r-stats-mcp/main/README.md","https://github.com/Ian3738/r-stats-mcp"],"id":"RWE-5356","relevance":{"id":"RWE-5356","decision":"Core","rationale":"Persistent R statistical MCP hypothesis tests, regression, psychometrics, survival and plotting. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"Persistent R statistical MCP hypothesis tests, regression, psychometrics, survival and plotting. Limits: Requires R and justified statistical assumptions; arbitrary analysis not automatically valid.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Ian3738/r-stats-mcp/main/README.md","https://github.com/Ian3738/r-stats-mcp"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"rivka14/mcp-demo","kind":"MCP server","category":"RWE Data & Analytics","summary":"Heart-disease dataset MCP filters records by age and sex.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rivka14/mcp-demo","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Heart-disease dataset MCP filters records by age and sex."],"limitation":"Small static dataset/demo analysis; not diagnostic or population-representative evidence.","url":"https://github.com/rivka14/mcp-demo","primarySourceURLs":["https://raw.githubusercontent.com/rivka14/mcp-demo/main/README.md","https://github.com/rivka14/mcp-demo"],"id":"RWE-5358","relevance":{"id":"RWE-5358","decision":"Core","rationale":"Heart-disease dataset MCP filters records by age and sex. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"Heart-disease dataset MCP filters records by age and sex. Limits: Small static dataset/demo analysis; not diagnostic or population-representative evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rivka14/mcp-demo/main/README.md","https://github.com/rivka14/mcp-demo"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"quentincody/cbioportal-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"cBioPortal API code-mode MCP structured cancer-study queries and staged-result SQL.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"quentincody/cbioportal-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["cBioPortal API code-mode MCP structured cancer-study queries and staged-result SQL."],"limitation":"Bio MCP monorepo component; source/cohort access limits and code-mode scope.","url":"https://github.com/quentincody/cbioportal-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/QuentinCody/cbioportal-mcp-server/main/README.md","https://github.com/QuentinCody/cbioportal-mcp-server"],"id":"RWE-5364","relevance":{"id":"RWE-5364","decision":"Core","rationale":"cBioPortal API code-mode MCP structured cancer-study queries and staged-result SQL. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"cBioPortal API code-mode MCP structured cancer-study queries and staged-result SQL. Limits: Bio MCP monorepo component; source/cohort access limits and code-mode scope.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/QuentinCody/cbioportal-mcp-server/main/README.md","https://github.com/QuentinCody/cbioportal-mcp-server"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"ziee-ai/dscc-mcpserver","kind":"MCP server","category":"RWE Data & Analytics","summary":"DSCC R MCP multi-omics cancer subtype input validation, clustering and survival workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ziee-ai/dscc-mcpserver","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["DSCC R MCP multi-omics cancer subtype input validation, clustering and survival workflow."],"limitation":"Clustering stability and survival-analysis assumptions require validation.","url":"https://github.com/ziee-ai/dscc-mcpserver","primarySourceURLs":["https://raw.githubusercontent.com/ziee-ai/dscc-mcpserver/main/README.md","https://github.com/ziee-ai/dscc-mcpserver"],"id":"RWE-5365","relevance":{"id":"RWE-5365","decision":"Core","rationale":"DSCC R MCP multi-omics cancer subtype input validation, clustering and survival workflow. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"DSCC R MCP multi-omics cancer subtype input validation, clustering and survival workflow. Limits: Clustering stability and survival-analysis assumptions require validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ziee-ai/dscc-mcpserver/main/README.md","https://github.com/ziee-ai/dscc-mcpserver"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"csi-genomics-and-data-analytics-core/nci-gdc-mcp-server","kind":"MCP server","category":"Biomedical & Bioinformatics","summary":"GDC MCP genomic-data query tools with response truncation management.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"csi-genomics-and-data-analytics-core/nci-gdc-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["GDC MCP genomic-data query tools with response truncation management."],"limitation":"Controlled-access data restrictions remain; truncation may omit relevant results.","url":"https://github.com/csi-genomics-and-data-analytics-core/nci-gdc-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/CSI-Genomics-and-Data-Analytics-Core/nci-gdc-mcp-server/main/README.md","https://github.com/CSI-Genomics-and-Data-Analytics-Core/nci-gdc-mcp-server"],"id":"RWE-5366","relevance":{"id":"RWE-5366","decision":"Core","rationale":"The GDC interface supports clinical case retrieval with selectable diagnoses, demographics and outcome fields, alongside genomic data. Retain that clinical-data access role; pagination, response truncation and query construction do not validate study estimates or unrestricted data access.","relevanceBasis":"GDC MCP genomic-data query tools with response truncation management. Primary clarification: Fresh README plus selected registered gdc_rest_query/gdc_graphql_query source and clinical-field metadata. REST accepts cases, fields and expand=diagnoses,demographic; source identifies vital_status, diagnosis age, follow-up and treatment relationships. Full source retained, only relevant contracts/field sections reviewed.","evidenceLevel":"fresh-primary","evidenceRefs":["https://raw.githubusercontent.com/CSI-Genomics-and-Data-Analytics-Core/nci-gdc-mcp-server/main/README.md","https://github.com/CSI-Genomics-and-Data-Analytics-Core/nci-gdc-mcp-server","https://raw.githubusercontent.com/csi-genomics-and-data-analytics-core/nci-gdc-mcp-server/HEAD/README.md","https://raw.githubusercontent.com/CSI-Genomics-and-Data-Analytics-Core/nci-gdc-mcp-server/HEAD/gdc_mcp_server.py"],"reviewGroup":"clinical-genomic-data-access"}},{"name":"nithinram97/tcga-clickhouse-agentic-stack","kind":"MCP server","category":"Biomedical & Bioinformatics","summary":"TCGA ClickHouse/LangGraph agent produces inspectable cancer-genomics SQL analytics via MCP.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nithinram97/tcga-clickhouse-agentic-stack","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["TCGA ClickHouse/LangGraph agent produces inspectable cancer-genomics SQL analytics via MCP."],"limitation":"Dataset loading and query validation do not guarantee statistical correctness.","url":"https://github.com/nithinram97/tcga-clickhouse-agentic-stack","primarySourceURLs":["https://raw.githubusercontent.com/nithinram97/tcga-clickhouse-agentic-stack/main/README.md","https://github.com/nithinram97/tcga-clickhouse-agentic-stack"],"id":"RWE-5369","relevance":{"id":"RWE-5369","decision":"Core","rationale":"Retain the demonstrated clinical–mutation cohort queries, including vital-status counts and age at diagnosis. The small TCGA demonstration has an explicit clinical-data analysis role, but visible SQL and EXPLAIN checks do not establish valid inference or representative coverage.","relevanceBasis":"TCGA ClickHouse/LangGraph agent produces inspectable cancer-genomics SQL analytics via MCP. Primary clarification: Full fresh README explicitly ingests open clinical plus somatic-mutation data and documents mutant/nonmutant vital-status counts and diagnosis-age queries. Default small configurable TCGA-PAAD slice; demonstration scaffold, not an independently validated clinical analytical system.","evidenceLevel":"fresh-primary","evidenceRefs":["https://raw.githubusercontent.com/nithinram97/tcga-clickhouse-agentic-stack/main/README.md","https://github.com/nithinram97/tcga-clickhouse-agentic-stack","https://raw.githubusercontent.com/nithinram97/tcga-clickhouse-agentic-stack/HEAD/README.md"],"reviewGroup":"clinical-genomic-descriptive-analysis"}},{"name":"nirmalachundawat/ai-health-assistant","kind":"Research tool","category":"RWE Data & Analytics","summary":"Agent queries PIMA diabetes dataset and invokes predictive model as structured tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nirmalachundawat/ai-health-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent queries PIMA diabetes dataset and invokes predictive model as structured tools."],"limitation":"Retrospective restricted-population benchmark; not real-time patient diagnosis or generalized risk assessment.","url":"https://github.com/nirmalachundawat/ai-health-assistant","primarySourceURLs":["https://raw.githubusercontent.com/nirmalachundawat/AI-Health-Assistant/main/README.md","https://github.com/nirmalachundawat/AI-Health-Assistant"],"id":"RWE-5370","relevance":{"id":"RWE-5370","decision":"Core","rationale":"Agent queries PIMA diabetes dataset and invokes predictive model as structured tools. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"Agent queries PIMA diabetes dataset and invokes predictive model as structured tools. Limits: Retrospective restricted-population benchmark; not real-time patient diagnosis or generalized risk assessment.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nirmalachundawat/AI-Health-Assistant/main/README.md","https://github.com/nirmalachundawat/AI-Health-Assistant"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"navyforses/aleksandra_brain_v4","kind":"MCP server","category":"RWE Data & Analytics","summary":"Pediatric HIE research agent collection searches academic sources and provides neuroimaging MCP entry.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"navyforses/aleksandra_brain_v4","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Pediatric HIE research agent collection searches academic sources and provides neuroimaging MCP entry."],"limitation":"Phase-based work; qualify documented retrieval only, not autonomous treatment discovery claims.","url":"https://github.com/navyforses/aleksandra_brain_v4","primarySourceURLs":["https://raw.githubusercontent.com/navyforses/ALEKSANDRA_BRAIN_v4/main/README.md","https://github.com/navyforses/ALEKSANDRA_BRAIN_v4"],"id":"RWE-5371","relevance":{"id":"RWE-5371","decision":"Core","rationale":"Pediatric HIE research agent collection searches academic sources and provides neuroimaging MCP entry. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"Pediatric HIE research agent collection searches academic sources and provides neuroimaging MCP entry. Limits: Phase-based work; qualify documented retrieval only, not autonomous treatment discovery claims.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/navyforses/ALEKSANDRA_BRAIN_v4/main/README.md","https://github.com/navyforses/ALEKSANDRA_BRAIN_v4"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"godavai01/godavaii-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"GoDavaii MCP structured Indian medicine, interaction and lab-reference knowledge-base retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"godavai01/godavaii-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["GoDavaii MCP structured Indian medicine, interaction and lab-reference knowledge-base retrieval."],"limitation":"Public teaser subset; provenance/clinical currency and pregnancy classifications require expert checking.","url":"https://github.com/godavai01/godavaii-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/GoDavai01/godavaii-mcp-server/main/README.md","https://github.com/GoDavai01/godavaii-mcp-server"],"id":"RWE-5372","relevance":{"id":"RWE-5372","decision":"Core","rationale":"GoDavaii MCP structured Indian medicine, interaction and lab-reference knowledge-base retrieval. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"GoDavaii MCP structured Indian medicine, interaction and lab-reference knowledge-base retrieval. Limits: Public teaser subset; provenance/clinical currency and pregnancy classifications require expert checking.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/GoDavai01/godavaii-mcp-server/main/README.md","https://github.com/GoDavai01/godavaii-mcp-server"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"dhruvdd/clinical-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Clinical MCP discharge-note simplification and medication extraction.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dhruvdd/clinical-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical MCP discharge-note simplification and medication extraction."],"limitation":"Generated simplification may alter meaning; preservation claims not verified.","url":"https://github.com/dhruvdd/clinical-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/Dhruvdd/clinical-mcp-server/main/README.md","https://github.com/Dhruvdd/clinical-mcp-server"],"id":"RWE-5373","relevance":{"id":"RWE-5373","decision":"Core","rationale":"Clinical MCP discharge-note simplification and medication extraction. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"Clinical MCP discharge-note simplification and medication extraction. Limits: Generated simplification may alter meaning; preservation claims not verified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Dhruvdd/clinical-mcp-server/main/README.md","https://github.com/Dhruvdd/clinical-mcp-server"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"rotsl/notion-health-ai","kind":"MCP server","category":"RWE Data & Analytics","summary":"NotionHealth local health logging, summaries and optional Claude MCP workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rotsl/notion-health-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["NotionHealth local health logging, summaries and optional Claude MCP workflow."],"limitation":"Notion-backed self-report data; cloud/database permissions matter.","url":"https://github.com/rotsl/notion-health-ai","primarySourceURLs":["https://raw.githubusercontent.com/rotsl/notion-Health-AI/main/README.md","https://github.com/rotsl/notion-Health-AI"],"id":"RWE-5374","relevance":{"id":"RWE-5374","decision":"Core","rationale":"NotionHealth local health logging, summaries and optional Claude MCP workflow. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"NotionHealth local health logging, summaries and optional Claude MCP workflow. Limits: Notion-backed self-report data; cloud/database permissions matter.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rotsl/notion-Health-AI/main/README.md","https://github.com/rotsl/notion-Health-AI"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"beko-1enkosi/clarusmcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"ClarusMCP clinical symptom and patient-input structured extraction tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"beko-1enkosi/clarusmcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ClarusMCP clinical symptom and patient-input structured extraction tools."],"limitation":"Extraction only; safety/explainability and clinical recommendations unvalidated.","url":"https://github.com/beko-1enkosi/clarusmcp","primarySourceURLs":["https://raw.githubusercontent.com/beko-1enkosi/ClarusMCP/main/README.md","https://github.com/beko-1enkosi/ClarusMCP"],"id":"RWE-5375","relevance":{"id":"RWE-5375","decision":"Core","rationale":"ClarusMCP clinical symptom and patient-input structured extraction tools. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"ClarusMCP clinical symptom and patient-input structured extraction tools. Limits: Extraction only; safety/explainability and clinical recommendations unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/beko-1enkosi/ClarusMCP/main/README.md","https://github.com/beko-1enkosi/ClarusMCP"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"godvilan/medsguard-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Medication logging agent parses natural-language doses into policy-gated structured records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"godvilan/medsguard-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medication logging agent parses natural-language doses into policy-gated structured records."],"limitation":"Adherence data collection only; deterministic gates do not establish clinical medication safety.","url":"https://github.com/godvilan/medsguard-agent","primarySourceURLs":["https://raw.githubusercontent.com/GodVilan/medsguard-agent/main/README.md","https://github.com/GodVilan/medsguard-agent"],"id":"RWE-5376","relevance":{"id":"RWE-5376","decision":"Core","rationale":"Medication logging agent parses natural-language doses into policy-gated structured records. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"Medication logging agent parses natural-language doses into policy-gated structured records. Limits: Adherence data collection only; deterministic gates do not establish clinical medication safety.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/GodVilan/medsguard-agent/main/README.md","https://github.com/GodVilan/medsguard-agent"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"peleg-jpg/israeli-drug-database","kind":"Research tool","category":"RWE Data & Analytics","summary":"Israeli pharmaceutical database agent skill for coverage, generic alternatives and pricing.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"peleg-jpg/israeli-drug-database","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Israeli pharmaceutical database agent skill for coverage, generic alternatives and pricing."],"limitation":"Depends on israel-drugs-mcp; source currency and clinical interpretation limits.","url":"https://github.com/peleg-jpg/israeli-drug-database","primarySourceURLs":["https://raw.githubusercontent.com/peleg-jpg/israeli-drug-database/main/README.md","https://github.com/peleg-jpg/israeli-drug-database"],"id":"RWE-5377","relevance":{"id":"RWE-5377","decision":"Core","rationale":"Israeli pharmaceutical database agent skill for coverage, generic alternatives and pricing. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"Israeli pharmaceutical database agent skill for coverage, generic alternatives and pricing. Limits: Depends on israel-drugs-mcp; source currency and clinical interpretation limits.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/peleg-jpg/israeli-drug-database/main/README.md","https://github.com/peleg-jpg/israeli-drug-database"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"ronnie-leon76/medvcon","kind":"MCP server","category":"RWE Data & Analytics","summary":"MediVCon transcript ingestion, longitudinal conversation retrieval and structured SOAP extraction via vCon MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ronnie-leon76/medvcon","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MediVCon transcript ingestion, longitudinal conversation retrieval and structured SOAP extraction via vCon MCP."],"limitation":"Generated clinical notes/alerts need review; preserve vCon service attribution.","url":"https://github.com/ronnie-leon76/medvcon","primarySourceURLs":["https://raw.githubusercontent.com/Ronnie-Leon76/MedvCon/main/README.md","https://github.com/Ronnie-Leon76/MedvCon"],"id":"RWE-5378","relevance":{"id":"RWE-5378","decision":"Core","rationale":"MediVCon transcript ingestion, longitudinal conversation retrieval and structured SOAP extraction via vCon MCP. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"MediVCon transcript ingestion, longitudinal conversation retrieval and structured SOAP extraction via vCon MCP. Limits: Generated clinical notes/alerts need review; preserve vCon service attribution.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Ronnie-Leon76/MedvCon/main/README.md","https://github.com/Ronnie-Leon76/MedvCon"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"kinginsun/mcp-drugsea","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"DrugSea/Yaohai pharmaceutical catalog, marketed-product and China registration/review MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kinginsun/mcp-drugsea","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["DrugSea/Yaohai pharmaceutical catalog, marketed-product and China registration/review MCP."],"limitation":"Authenticated hosted databases; source-specific coverage/entitlements.","url":"https://github.com/kinginsun/mcp-drugsea","primarySourceURLs":["https://raw.githubusercontent.com/kinginsun/mcp-drugsea/main/README.md","https://github.com/kinginsun/mcp-drugsea"],"id":"RWE-5379","relevance":{"id":"RWE-5379","decision":"Core","rationale":"Retain the documented evidence function: DrugSea/Yaohai pharmaceutical catalog, marketed-product and China registration/review MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"DrugSea/Yaohai pharmaceutical catalog, marketed-product and China registration/review MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kinginsun/mcp-drugsea","https://raw.githubusercontent.com/kinginsun/mcp-drugsea/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"agentcures/clawcures","kind":"MCP server","category":"RWE Data & Analytics","summary":"ClawCures disease-campaign orchestration invokes refua-mcp scientific tools and evidence search.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"agentcures/clawcures","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ClawCures disease-campaign orchestration invokes refua-mcp scientific tools and evidence search."],"limitation":"Dependent executor component; planner/critic loops do not validate therapeutic findings.","url":"https://github.com/agentcures/clawcures","primarySourceURLs":["https://raw.githubusercontent.com/agentcures/ClawCures/main/README.md","https://github.com/agentcures/ClawCures"],"id":"RWE-5381","relevance":{"id":"RWE-5381","decision":"Core","rationale":"ClawCures disease-campaign orchestration invokes refua-mcp scientific tools and evidence search. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"ClawCures disease-campaign orchestration invokes refua-mcp scientific tools and evidence search. Limits: Dependent executor component; planner/critic loops do not validate therapeutic findings.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/agentcures/ClawCures/main/README.md","https://github.com/agentcures/ClawCures"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"derrickrajkumar10/medical-agent-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Medical-record MCP note search/event extraction, guideline/drug lookup and patient timeline workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"derrickrajkumar10/medical-agent-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Medical-record MCP note search/event extraction, guideline/drug lookup and patient timeline workflow."],"limitation":"Small local corpus; source provenance/clinical accuracy limited, not population evidence.","url":"https://github.com/derrickrajkumar10/medical-agent-mcp","primarySourceURLs":["https://raw.githubusercontent.com/derrickrajkumar10/medical-agent-mcp/main/README.md","https://github.com/derrickrajkumar10/medical-agent-mcp"],"id":"RWE-5382","relevance":{"id":"RWE-5382","decision":"Core","rationale":"Medical-record MCP note search/event extraction, guideline/drug lookup and patient timeline workflow. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"Medical-record MCP note search/event extraction, guideline/drug lookup and patient timeline workflow. Limits: Small local corpus; source provenance/clinical accuracy limited, not population evidence.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/derrickrajkumar10/medical-agent-mcp/main/README.md","https://github.com/derrickrajkumar10/medical-agent-mcp"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"bshepp/clinical-decision-support-agent","kind":"Research tool","category":"Regulatory & Product Data","summary":"MedGemma agent retrieves FDA/RxNorm/guideline evidence and evaluates published case reports.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bshepp/clinical-decision-support-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["MedGemma agent retrieves FDA/RxNorm/guideline evidence and evaluates published case reports."],"limitation":"Retrieval/benchmark scope only; FDA data do not directly validate drug interactions or diagnoses.","url":"https://github.com/bshepp/clinical-decision-support-agent","primarySourceURLs":["https://raw.githubusercontent.com/bshepp/clinical-decision-support-agent/master/README.md","https://github.com/bshepp/clinical-decision-support-agent"],"id":"RWE-5385","relevance":{"id":"RWE-5385","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"MedGemma agent retrieves FDA/RxNorm/guideline evidence and evaluates published case reports.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bshepp/clinical-decision-support-agent/master/README.md","https://github.com/bshepp/clinical-decision-support-agent"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"nullary-ai/nullary-mcp","kind":"MCP server","category":"Trials & Study Design","summary":"Nullary hosted MCP queries measured negative drug-discovery results across compounds, trials, CRISPR and other modalities with provenance.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nullary-ai/nullary-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Nullary hosted MCP queries measured negative drug-discovery results across compounds, trials, CRISPR and other modalities with provenance."],"limitation":"Public interface docs only; hosted data implementation not in repo. Registry identity ai.nullary/nullary reconciles prior nullary-ai/nullary URL hold.","url":"https://github.com/nullary-ai/nullary-mcp","primarySourceURLs":["https://raw.githubusercontent.com/nullary-ai/nullary-mcp/main/README.md","https://raw.githubusercontent.com/nullary-ai/nullary-mcp/main/tools.json","https://github.com/nullary-ai/nullary-mcp"],"id":"RWE-5387","relevance":{"id":"RWE-5387","decision":"Core","rationale":"Retain the explicit trial-level negative-result source retrieval; compound and CRISPR discovery data are not independently core.","relevanceBasis":"Nullary hosted MCP queries measured negative drug-discovery results across compounds, trials, CRISPR and other modalities with provenance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nullary-ai/nullary-mcp/main/README.md","https://raw.githubusercontent.com/nullary-ai/nullary-mcp/main/tools.json","https://github.com/nullary-ai/nullary-mcp"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"balparteek/medical-chatbot-using-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Medical MCP agent documents drug, guideline, literature and health-statistic retrieval tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"balparteek/medical-chatbot-using-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Medical MCP agent documents drug, guideline, literature and health-statistic retrieval tools."],"limitation":"Provider/source quality and generated clinical answers require review.","url":"https://github.com/balparteek/medical-chatbot-using-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/Balparteek/Medical-Chatbot-Using-MCP-Server/master/README.md","https://github.com/Balparteek/Medical-Chatbot-Using-MCP-Server"],"id":"RWE-5389","relevance":{"id":"RWE-5389","decision":"Core","rationale":"Retain the documented evidence function: Medical MCP agent documents drug, guideline, literature and health-statistic retrieval tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Medical MCP agent documents drug, guideline, literature and health-statistic retrieval tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/balparteek/medical-chatbot-using-mcp-server","https://raw.githubusercontent.com/Balparteek/Medical-Chatbot-Using-MCP-Server/master/README.md","https://github.com/Balparteek/Medical-Chatbot-Using-MCP-Server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kikugo/medquery","kind":"MCP server","category":"RWE Data & Analytics","summary":"MedQuery MSF guideline RAG plus MCP document loading, search and report tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kikugo/medquery","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MedQuery MSF guideline RAG plus MCP document loading, search and report tools."],"limitation":"Fixed MSF edition/corpus; answer generation not clinical validation.","url":"https://github.com/kikugo/medquery","primarySourceURLs":["https://raw.githubusercontent.com/kikugo/MedQuery/main/README.md","https://github.com/kikugo/MedQuery"],"id":"RWE-5390","relevance":{"id":"RWE-5390","decision":"Core","rationale":"MedQuery MSF guideline RAG plus MCP document loading, search and report tools. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"MedQuery MSF guideline RAG plus MCP document loading, search and report tools. Limits: Fixed MSF edition/corpus; answer generation not clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kikugo/MedQuery/main/README.md","https://github.com/kikugo/MedQuery"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"jorgenjanssonlee/garmin-training-coach","kind":"MCP server","category":"RWE Data & Analytics","summary":"Garmin running agent reads health/training metrics through MCP and generates workouts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jorgenjanssonlee/garmin-training-coach","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin running agent reads health/training metrics through MCP and generates workouts."],"limitation":"Data component only; coaching and workout changes not clinically validated.","url":"https://github.com/jorgenjanssonlee/garmin-training-coach","primarySourceURLs":["https://raw.githubusercontent.com/jorgenjanssonlee/garmin-training-coach/main/README.md","https://github.com/jorgenjanssonlee/garmin-training-coach"],"id":"RWE-5393","relevance":{"id":"RWE-5393","decision":"Core","rationale":"Garmin running agent reads health/training metrics through MCP and generates workouts. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"Garmin running agent reads health/training metrics through MCP and generates workouts. Limits: Data component only; coaching and workout changes not clinically validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jorgenjanssonlee/garmin-training-coach/main/README.md","https://github.com/jorgenjanssonlee/garmin-training-coach"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"ykawanabe/mf-sync","kind":"MCP server","category":"RWE Data & Analytics","summary":"MF Sync HealthKit/iCloud MCP structured nutrition/weight trends and derived summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ykawanabe/mf-sync","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MF Sync HealthKit/iCloud MCP structured nutrition/weight trends and derived summaries."],"limitation":"Reconstructs trend estimate, not official MacroFactor algorithm; authorized personal data only.","url":"https://github.com/ykawanabe/mf-sync","primarySourceURLs":["https://raw.githubusercontent.com/ykawanabe/mf-sync/main/README.md","https://github.com/ykawanabe/mf-sync"],"id":"RWE-5394","relevance":{"id":"RWE-5394","decision":"Core","rationale":"MF Sync HealthKit/iCloud MCP structured nutrition/weight trends and derived summaries. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"MF Sync HealthKit/iCloud MCP structured nutrition/weight trends and derived summaries. Limits: Reconstructs trend estimate, not official MacroFactor algorithm; authorized personal data only.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ykawanabe/mf-sync/main/README.md","https://github.com/ykawanabe/mf-sync"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"williamwjhuang/ab-test-causal-inference-skills","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Agent skills for experiment design, power, causal inference and statistical review.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"williamwjhuang/ab-test-causal-inference-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Agent skills for experiment design, power, causal inference and statistical review."],"limitation":"Reusable methods guidance; assumptions and multiplicity must be assessed for each study.","url":"https://github.com/williamwjhuang/ab-test-causal-inference-skills","primarySourceURLs":["https://raw.githubusercontent.com/WilliamWJHuang/ab-test-causal-inference-skills/master/README.md","https://github.com/WilliamWJHuang/ab-test-causal-inference-skills"],"id":"RWE-5396","relevance":{"id":"RWE-5396","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Agent skills for experiment design, power, causal inference and statistical review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/WilliamWJHuang/ab-test-causal-inference-skills/master/README.md","https://github.com/WilliamWJHuang/ab-test-causal-inference-skills"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"xiaomihu1992/econometrics-skill","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Econometrics skill bundles 17 tabular causal estimators including propensity and discontinuity methods.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xiaomihu1992/econometrics-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Econometrics skill bundles 17 tabular causal estimators including propensity and discontinuity methods."],"limitation":"Estimands depend on identification assumptions, overlap and valid inputs.","url":"https://github.com/xiaomihu1992/econometrics-skill","primarySourceURLs":["https://raw.githubusercontent.com/xiaomihu1992/econometrics-skill/main/README.md","https://github.com/xiaomihu1992/econometrics-skill"],"id":"RWE-5397","relevance":{"id":"RWE-5397","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Econometrics skill bundles 17 tabular causal estimators including propensity and discontinuity methods.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/xiaomihu1992/econometrics-skill/main/README.md","https://github.com/xiaomihu1992/econometrics-skill"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"vambrocop/empiriforge","kind":"Research tool","category":"Causal Inference & Analytics","summary":"EmpiriForge empirical-research skills for causal design, data workflows, robustness and reproducible writing.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vambrocop/empiriforge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["EmpiriForge empirical-research skills for causal design, data workflows, robustness and reproducible writing."],"limitation":"Econometric workflows applicable to health research; no automatic causal validity.","url":"https://github.com/vambrocop/empiriforge","primarySourceURLs":["https://raw.githubusercontent.com/Vambrocop/EmpiriForge/main/README.md","https://github.com/Vambrocop/EmpiriForge"],"id":"RWE-5398","relevance":{"id":"RWE-5398","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"EmpiriForge empirical-research skills for causal design, data workflows, robustness and reproducible writing.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Vambrocop/EmpiriForge/main/README.md","https://github.com/Vambrocop/EmpiriForge"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"mohamednaeem92-max/systematic-review-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"OpenCode systematic-review suite covers PICO, search, screening and meta-analysis workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mohamednaeem92-max/systematic-review-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenCode systematic-review suite covers PICO, search, screening and meta-analysis workflow."],"limitation":"Cochrane alignment is documentation claim, not certified compliance.","url":"https://github.com/mohamednaeem92-max/systematic-review-skills","primarySourceURLs":["https://raw.githubusercontent.com/mohamednaeem92-max/systematic-review-skills/main/README.md","https://github.com/mohamednaeem92-max/systematic-review-skills"],"id":"RWE-5400","relevance":{"id":"RWE-5400","decision":"Core","rationale":"Retain the documented evidence function: OpenCode systematic-review suite covers PICO, search, screening and meta-analysis workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenCode systematic-review suite covers PICO, search, screening and meta-analysis workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mohamednaeem92-max/systematic-review-skills","https://raw.githubusercontent.com/mohamednaeem92-max/systematic-review-skills/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fsy2004/metawingman","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"MetaWingman experimental evidence-synthesis agent with design/pooling/stopping decision objects and evaluation scripts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fsy2004/metawingman","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["MetaWingman experimental evidence-synthesis agent with design/pooling/stopping decision objects and evaluation scripts."],"limitation":"Development-stage method; stopping/risk controls not independently validated.","url":"https://github.com/fsy2004/metawingman","primarySourceURLs":["https://raw.githubusercontent.com/fsy2004/MetaWingman/main/README.md","https://github.com/fsy2004/MetaWingman"],"id":"RWE-5401","relevance":{"id":"RWE-5401","decision":"Core","rationale":"Retain the documented evidence function: MetaWingman experimental evidence-synthesis agent with design/pooling/stopping decision objects and evaluation scripts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"MetaWingman experimental evidence-synthesis agent with design/pooling/stopping decision objects and evaluation scripts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fsy2004/metawingman","https://raw.githubusercontent.com/fsy2004/MetaWingman/main/README.md","https://github.com/fsy2004/MetaWingman"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"amgrbi96/amgrbi-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Agent skill collection for document parsing and systematic-review research workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"amgrbi96/amgrbi-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Agent skill collection for document parsing and systematic-review research workflows."],"limitation":"Attribute individual skills/upstream parsers; extraction accuracy varies by document.","url":"https://github.com/amgrbi96/amgrbi-skills","primarySourceURLs":["https://raw.githubusercontent.com/amgrbi96/amgrbi-skills/main/README.md","https://github.com/amgrbi96/amgrbi-skills"],"id":"RWE-5402","relevance":{"id":"RWE-5402","decision":"Core","rationale":"Retain the documented evidence function: Agent skill collection for document parsing and systematic-review research workflows. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Agent skill collection for document parsing and systematic-review research workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/amgrbi96/amgrbi-skills","https://raw.githubusercontent.com/amgrbi96/amgrbi-skills/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"o0000-code/meta-analysis-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Systematic-review/meta-analysis skills cover screening, extraction, bias appraisal, GRADE and quantitative synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"o0000-code/meta-analysis-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Systematic-review/meta-analysis skills cover screening, extraction, bias appraisal, GRADE and quantitative synthesis."],"limitation":"Human gates and standards prompts do not establish compliant execution or method validity.","url":"https://github.com/o0000-code/meta-analysis-skill","primarySourceURLs":["https://raw.githubusercontent.com/O0000-code/meta-analysis-skill/main/README.md","https://github.com/O0000-code/meta-analysis-skill"],"id":"RWE-5403","relevance":{"id":"RWE-5403","decision":"Core","rationale":"Retain the documented evidence function: Systematic-review/meta-analysis skills cover screening, extraction, bias appraisal, GRADE and quantitative synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Systematic-review/meta-analysis skills cover screening, extraction, bias appraisal, GRADE and quantitative synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/o0000-code/meta-analysis-skill","https://raw.githubusercontent.com/O0000-code/meta-analysis-skill/main/README.md","https://github.com/O0000-code/meta-analysis-skill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"y9655980-crypto/sr-search-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Systematic-review search skill validates MeSH terms and creates reproducible PRISMA-S search strategies.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"y9655980-crypto/sr-search-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Systematic-review search skill validates MeSH terms and creates reproducible PRISMA-S search strategies."],"limitation":"Search reporting support; coverage requires execution and source-specific adaptation.","url":"https://github.com/y9655980-crypto/sr-search-skill","primarySourceURLs":["https://raw.githubusercontent.com/y9655980-crypto/sr-search-skill/main/README.md","https://github.com/y9655980-crypto/sr-search-skill"],"id":"RWE-5404","relevance":{"id":"RWE-5404","decision":"Core","rationale":"Retain the documented evidence function: Systematic-review search skill validates MeSH terms and creates reproducible PRISMA-S search strategies. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Systematic-review search skill validates MeSH terms and creates reproducible PRISMA-S search strategies.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/y9655980-crypto/sr-search-skill","https://raw.githubusercontent.com/y9655980-crypto/sr-search-skill/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hl7nl/fhir-nl-skills","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Dutch FHIR agent skills workflow consumes implementation-guide AI bundles/llms context.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hl7nl/fhir-nl-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Dutch FHIR agent skills workflow consumes implementation-guide AI bundles/llms context."],"limitation":"Sparse README; target IG version and generated context fidelity matter.","url":"https://github.com/hl7nl/fhir-nl-skills","primarySourceURLs":["https://raw.githubusercontent.com/hl7nl/fhir-nl-skills/main/README.md","https://github.com/hl7nl/fhir-nl-skills"],"id":"RWE-5405","relevance":{"id":"RWE-5405","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Dutch FHIR agent skills workflow consumes implementation-guide AI bundles/llms context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hl7nl/fhir-nl-skills/main/README.md","https://github.com/hl7nl/fhir-nl-skills"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"marciob/skill-research-papers","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Research Papers skill multi-source discovery, full-text resolution/parsing and comparison/synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"marciob/skill-research-papers","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research Papers skill multi-source discovery, full-text resolution/parsing and comparison/synthesis."],"limitation":"Fragile web adapters and full-text availability; no exhaustive recall guarantee.","url":"https://github.com/marciob/skill-research-papers","primarySourceURLs":["https://raw.githubusercontent.com/marciob/skill-research-papers/main/README.md","https://github.com/marciob/skill-research-papers"],"id":"RWE-5406","relevance":{"id":"RWE-5406","decision":"Core","rationale":"Retain the documented evidence function: Research Papers skill multi-source discovery, full-text resolution/parsing and comparison/synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research Papers skill multi-source discovery, full-text resolution/parsing and comparison/synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/marciob/skill-research-papers","https://raw.githubusercontent.com/marciob/skill-research-papers/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fffold/pubmed-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed agent skill searches/fetches NCBI literature with local cache and multilingual queries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fffold/pubmed-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed agent skill searches/fetches NCBI literature with local cache and multilingual queries."],"limitation":"Query translation and cache freshness limitations.","url":"https://github.com/fffold/pubmed-skill","primarySourceURLs":["https://raw.githubusercontent.com/FFFold/PubMed-SKILL/master/README.md","https://github.com/FFFold/PubMed-SKILL"],"id":"RWE-5407","relevance":{"id":"RWE-5407","decision":"Core","rationale":"Retain the documented evidence function: PubMed agent skill searches/fetches NCBI literature with local cache and multilingual queries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed agent skill searches/fetches NCBI literature with local cache and multilingual queries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fffold/pubmed-skill","https://raw.githubusercontent.com/FFFold/PubMed-SKILL/master/README.md","https://github.com/FFFold/PubMed-SKILL"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yusukekimata-moo/pubmed-search-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed skill proposes narrow/moderate/broad queries, previews counts and returns metadata/abstracts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yusukekimata-moo/pubmed-search-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed skill proposes narrow/moderate/broad queries, previews counts and returns metadata/abstracts."],"limitation":"Chosen query width and result limits determine coverage.","url":"https://github.com/yusukekimata-moo/pubmed-search-skill","primarySourceURLs":["https://raw.githubusercontent.com/YusukeKimata-Moo/pubmed-search-skill/main/README.md","https://github.com/YusukeKimata-Moo/pubmed-search-skill"],"id":"RWE-5408","relevance":{"id":"RWE-5408","decision":"Core","rationale":"Retain the documented evidence function: PubMed skill proposes narrow/moderate/broad queries, previews counts and returns metadata/abstracts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed skill proposes narrow/moderate/broad queries, previews counts and returns metadata/abstracts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yusukekimata-moo/pubmed-search-skill","https://raw.githubusercontent.com/YusukeKimata-Moo/pubmed-search-skill/main/README.md","https://github.com/YusukeKimata-Moo/pubmed-search-skill"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"masa-med-ai/agent-skills-openai","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"OpenAI-oriented distribution of six masa medical/literature agent skills including PubMed E-utilities search.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"masa-med-ai/agent-skills-openai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenAI-oriented distribution of six masa medical/literature agent skills including PubMed E-utilities search."],"limitation":"Derived from pinned upstream Agent-Skills; consolidate client packaging and component names.","url":"https://github.com/masa-med-ai/agent-skills-openai","primarySourceURLs":["https://raw.githubusercontent.com/masa-med-ai/Agent-Skills-OpenAI/main/README.md","https://github.com/masa-med-ai/Agent-Skills-OpenAI"],"id":"RWE-5409","relevance":{"id":"RWE-5409","decision":"Core","rationale":"Retain the documented evidence function: OpenAI-oriented distribution of six masa medical/literature agent skills including PubMed E-utilities search. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenAI-oriented distribution of six masa medical/literature agent skills including PubMed E-utilities search.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/masa-med-ai/agent-skills-openai","https://raw.githubusercontent.com/masa-med-ai/Agent-Skills-OpenAI/main/README.md","https://github.com/masa-med-ai/Agent-Skills-OpenAI"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"erencoding/pmc-q1-weekly","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Hermes PMC weekly literature digest skill with source-linked translated titles/abstracts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"erencoding/pmc-q1-weekly","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Hermes PMC weekly literature digest skill with source-linked translated titles/abstracts."],"limitation":"Last-seven-day PMC/Q1 filter is selective; journal quartile not study quality.","url":"https://github.com/erencoding/pmc-q1-weekly","primarySourceURLs":["https://raw.githubusercontent.com/erencoding/pmc-q1-weekly/main/README.md","https://github.com/erencoding/pmc-q1-weekly"],"id":"RWE-5410","relevance":{"id":"RWE-5410","decision":"Core","rationale":"Retain the documented evidence function: Hermes PMC weekly literature digest skill with source-linked translated titles/abstracts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Hermes PMC weekly literature digest skill with source-linked translated titles/abstracts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/erencoding/pmc-q1-weekly","https://raw.githubusercontent.com/erencoding/pmc-q1-weekly/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"med-ai-eng/pubmed-double-check","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Dual keyword/MeSH PubMed search and result cross-checking tool workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"med-ai-eng/pubmed-double-check","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Dual keyword/MeSH PubMed search and result cross-checking tool workflow."],"limitation":"IF filtering can bias retrieval; dual-pass not proof of comprehensive coverage.","url":"https://github.com/med-ai-eng/pubmed-double-check","primarySourceURLs":["https://raw.githubusercontent.com/Med-AI-Eng/pubmed-double-check/main/README.md","https://github.com/Med-AI-Eng/pubmed-double-check"],"id":"RWE-5411","relevance":{"id":"RWE-5411","decision":"Core","rationale":"Retain the documented evidence function: Dual keyword/MeSH PubMed search and result cross-checking tool workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Dual keyword/MeSH PubMed search and result cross-checking tool workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/med-ai-eng/pubmed-double-check","https://raw.githubusercontent.com/Med-AI-Eng/pubmed-double-check/main/README.md","https://github.com/Med-AI-Eng/pubmed-double-check"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hellboy84/pubmed-research-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed research skill query construction, abstract/available full text and CSV/report outputs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hellboy84/pubmed-research-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed research skill query construction, abstract/available full text and CSV/report outputs."],"limitation":"Preserve executed search and source limitations; generated synthesis needs checking.","url":"https://github.com/hellboy84/pubmed-research-skill","primarySourceURLs":["https://raw.githubusercontent.com/hellboy84/pubmed-research-skill/main/README.md","https://github.com/hellboy84/pubmed-research-skill"],"id":"RWE-5412","relevance":{"id":"RWE-5412","decision":"Core","rationale":"Retain the documented evidence function: PubMed research skill query construction, abstract/available full text and CSV/report outputs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed research skill query construction, abstract/available full text and CSV/report outputs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hellboy84/pubmed-research-skill","https://raw.githubusercontent.com/hellboy84/pubmed-research-skill/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"chenpg2/pubmed-literature-retrieval-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Agent skill searches/retrieves PubMed through NCBI E-utilities.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chenpg2/pubmed-literature-retrieval-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Agent skill searches/retrieves PubMed through NCBI E-utilities."],"limitation":"Sparse documentation supports basic retrieval only.","url":"https://github.com/chenpg2/pubmed-literature-retrieval-skill","primarySourceURLs":["https://raw.githubusercontent.com/chenpg2/pubmed-literature-retrieval-SKILL/main/README.md","https://github.com/chenpg2/pubmed-literature-retrieval-SKILL"],"id":"RWE-5413","relevance":{"id":"RWE-5413","decision":"Core","rationale":"Retain the documented evidence function: Agent skill searches/retrieves PubMed through NCBI E-utilities. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Agent skill searches/retrieves PubMed through NCBI E-utilities.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chenpg2/pubmed-literature-retrieval-skill","https://raw.githubusercontent.com/chenpg2/pubmed-literature-retrieval-SKILL/main/README.md","https://github.com/chenpg2/pubmed-literature-retrieval-SKILL"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lizberry952/hermes-skill-meta-search","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Hermes systematic-review PICOS search across PubMed and browser-assisted CNKI/WOS with RIS/protocol export.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lizberry952/hermes-skill-meta-search","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Hermes systematic-review PICOS search across PubMed and browser-assisted CNKI/WOS with RIS/protocol export."],"limitation":"User-authorized browser access and manual exports required for some sources.","url":"https://github.com/lizberry952/hermes-skill-meta-search","primarySourceURLs":["https://raw.githubusercontent.com/lizberry952/hermes-skill-meta-search/main/README.md","https://github.com/lizberry952/hermes-skill-meta-search"],"id":"RWE-5414","relevance":{"id":"RWE-5414","decision":"Core","rationale":"Retain the documented evidence function: Hermes systematic-review PICOS search across PubMed and browser-assisted CNKI/WOS with RIS/protocol export. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Hermes systematic-review PICOS search across PubMed and browser-assisted CNKI/WOS with RIS/protocol export.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lizberry952/hermes-skill-meta-search","https://raw.githubusercontent.com/lizberry952/hermes-skill-meta-search/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lyndonkl/papersynthesis","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PaperSynthesis orchestrator conducts watchlist literature scans and structured extraction/digests.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lyndonkl/papersynthesis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PaperSynthesis orchestrator conducts watchlist literature scans and structured extraction/digests."],"limitation":"Weekly selective digest capped at 25 papers; not comprehensive systematic review.","url":"https://github.com/lyndonkl/papersynthesis","primarySourceURLs":["https://raw.githubusercontent.com/lyndonkl/papersynthesis/main/README.md","https://github.com/lyndonkl/papersynthesis"],"id":"RWE-5415","relevance":{"id":"RWE-5415","decision":"Core","rationale":"Retain the documented evidence function: PaperSynthesis orchestrator conducts watchlist literature scans and structured extraction/digests. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PaperSynthesis orchestrator conducts watchlist literature scans and structured extraction/digests.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lyndonkl/papersynthesis","https://raw.githubusercontent.com/lyndonkl/papersynthesis/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"beihzb/daily-literature-monitor","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Daily PubMed/bioRxiv monitoring skill with topic/relevance-filtered digests.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"beihzb/daily-literature-monitor","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Daily PubMed/bioRxiv monitoring skill with topic/relevance-filtered digests."],"limitation":"Target-journal/subject filters and LLM screening limit coverage; preprints not peer reviewed.","url":"https://github.com/beihzb/daily-literature-monitor","primarySourceURLs":["https://raw.githubusercontent.com/beihzb/daily-literature-monitor/main/README.md","https://github.com/beihzb/daily-literature-monitor"],"id":"RWE-5417","relevance":{"id":"RWE-5417","decision":"Core","rationale":"Retain the documented evidence function: Daily PubMed/bioRxiv monitoring skill with topic/relevance-filtered digests. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Daily PubMed/bioRxiv monitoring skill with topic/relevance-filtered digests.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/beihzb/daily-literature-monitor","https://raw.githubusercontent.com/beihzb/daily-literature-monitor/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jostelzer/grounded","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Grounded scientific review workflow checks source existence and claim-support evidence receipts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jostelzer/grounded","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Grounded scientific review workflow checks source existence and claim-support evidence receipts."],"limitation":"Receipts and generated reviews require human assessment; no automatic scientific truth guarantee.","url":"https://github.com/jostelzer/grounded","primarySourceURLs":["https://raw.githubusercontent.com/jostelzer/grounded/main/README.md","https://github.com/jostelzer/grounded"],"id":"RWE-5418","relevance":{"id":"RWE-5418","decision":"Core","rationale":"Retain the documented evidence function: Grounded scientific review workflow checks source existence and claim-support evidence receipts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Grounded scientific review workflow checks source existence and claim-support evidence receipts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jostelzer/grounded","https://raw.githubusercontent.com/jostelzer/grounded/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dungnotnull/clinical-trial-design-analyzer-agent-skill","kind":"Research tool","category":"Trials & Study Design","summary":"Clinical-trial design analysis skill applies statistical/ethics/reporting frameworks with cited scoring.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dungnotnull/clinical-trial-design-analyzer-agent-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical-trial design analysis skill applies statistical/ethics/reporting frameworks with cited scoring."],"limitation":"Scores are heuristic review support, not regulatory or ethics approval.","url":"https://github.com/dungnotnull/clinical-trial-design-analyzer-agent-skill","primarySourceURLs":["https://raw.githubusercontent.com/dungnotnull/clinical-trial-design-analyzer-agent-skill/main/README.md","https://github.com/dungnotnull/clinical-trial-design-analyzer-agent-skill"],"id":"RWE-5419","relevance":{"id":"RWE-5419","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Clinical-trial design analysis skill applies statistical/ethics/reporting frameworks with cited scoring.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dungnotnull/clinical-trial-design-analyzer-agent-skill/main/README.md","https://github.com/dungnotnull/clinical-trial-design-analyzer-agent-skill"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"zhangh12/clinical-trial-simulation","kind":"Research tool","category":"Trials & Study Design","summary":"Clinical Trial Simulation skill generates and validates TrialSimulator R scripts with QC reports.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhangh12/clinical-trial-simulation","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Clinical Trial Simulation skill generates and validates TrialSimulator R scripts with QC reports."],"limitation":"Simulation assumptions/calibration and package dependencies constrain results.","url":"https://github.com/zhangh12/clinical-trial-simulation","primarySourceURLs":["https://raw.githubusercontent.com/zhangh12/clinical-trial-simulation/main/README.md","https://github.com/zhangh12/clinical-trial-simulation"],"id":"RWE-5420","relevance":{"id":"RWE-5420","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Clinical Trial Simulation skill generates and validates TrialSimulator R scripts with QC reports.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zhangh12/clinical-trial-simulation/main/README.md","https://github.com/zhangh12/clinical-trial-simulation"],"reviewGroup":"clinical-trial-workflow"}},{"name":"efchea1/pharma-skills-benchmarks","kind":"Research benchmark","category":"Trials & Study Design","summary":"Pharma-skills statistical correctness benchmark cases for trial design, ADaM, simulation and reporting skills.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"efchea1/pharma-skills-benchmarks","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Pharma-skills statistical correctness benchmark cases for trial design, ADaM, simulation and reporting skills."],"limitation":"Benchmark scope finite; upstream fixes/metrics not independently reproduced.","url":"https://github.com/efchea1/pharma-skills-benchmarks","primarySourceURLs":["https://raw.githubusercontent.com/efchea1/pharma-skills-benchmarks/main/README.md","https://github.com/efchea1/pharma-skills-benchmarks"],"id":"RWE-5422","relevance":{"id":"RWE-5422","decision":"Core","rationale":"The cases test specific trial-design, ADaM and statistical calculation correctness rather than generic model performance, providing directly relevant methodological QA.","relevanceBasis":"Pharma-skills statistical correctness benchmark cases for trial design, ADaM, simulation and reporting skills.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/efchea1/pharma-skills-benchmarks/main/README.md","https://github.com/efchea1/pharma-skills-benchmarks"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"wenxin1201/rbqm-skill","kind":"Research tool","category":"Trials & Study Design","summary":"Risk-based clinical-trial quality-management agent skill and toolkit with regulatory reference map.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wenxin1201/rbqm-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Risk-based clinical-trial quality-management agent skill and toolkit with regulatory reference map."],"limitation":"Guidance alignment not regulatory approval; study-specific critical-to-quality decisions needed.","url":"https://github.com/wenxin1201/rbqm-skill","primarySourceURLs":["https://raw.githubusercontent.com/Wenxin1201/rbqm-skill/master/README.md","https://github.com/Wenxin1201/rbqm-skill"],"id":"RWE-5423","relevance":{"id":"RWE-5423","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Risk-based clinical-trial quality-management agent skill and toolkit with regulatory reference map.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Wenxin1201/rbqm-skill/master/README.md","https://github.com/Wenxin1201/rbqm-skill"],"reviewGroup":"clinical-trial-workflow"}},{"name":"ginkgo-ginkgo/pipeline-market-epi-skill","kind":"Research tool","category":"Public health & surveillance","summary":"Pipeline epidemiology skill combines target/indication evidence, competitors, guidelines and cited population/market formulas.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ginkgo-ginkgo/pipeline-market-epi-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Pipeline epidemiology skill combines target/indication evidence, competitors, guidelines and cited population/market formulas."],"limitation":"Market projections are assumptions, not clinical evidence; synthetic example data only for illustration.","url":"https://github.com/ginkgo-ginkgo/pipeline-market-epi-skill","primarySourceURLs":["https://raw.githubusercontent.com/ginkgo-ginkgo/pipeline-market-epi-skill/main/README.md","https://github.com/ginkgo-ginkgo/pipeline-market-epi-skill"],"id":"RWE-5425","relevance":{"id":"RWE-5425","decision":"Core","rationale":"Retain explicit epidemiologic population estimates and health-evidence inputs; market projections and competitor analysis are outside the core basis.","relevanceBasis":"Pipeline epidemiology skill combines target/indication evidence, competitors, guidelines and cited population/market formulas.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ginkgo-ginkgo/pipeline-market-epi-skill/main/README.md","https://github.com/ginkgo-ginkgo/pipeline-market-epi-skill"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"xinhuayu/epi-research","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Epidemiology paper critical-appraisal agent skill.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xinhuayu/epi-research","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Epidemiology paper critical-appraisal agent skill."],"limitation":"Sparse README; appraisal assistance not independent study validation.","url":"https://github.com/xinhuayu/epi-research","primarySourceURLs":["https://raw.githubusercontent.com/xinhuayu/epi-research/main/README.md","https://github.com/xinhuayu/epi-research"],"id":"RWE-5426","relevance":{"id":"RWE-5426","decision":"Core","rationale":"Retain the documented evidence function: Epidemiology paper critical-appraisal agent skill. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Epidemiology paper critical-appraisal agent skill.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xinhuayu/epi-research","https://raw.githubusercontent.com/xinhuayu/epi-research/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"drz-hang/statmate","kind":"Research tool","category":"RWE Data & Analytics","summary":"StatMate agent statistical analysis/reporting workflows with computation provenance and manifests.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drz-hang/statmate","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["StatMate agent statistical analysis/reporting workflows with computation provenance and manifests."],"limitation":"Automated QA pass does not resolve scientific review; reference demo needs author decisions.","url":"https://github.com/drz-hang/statmate","primarySourceURLs":["https://raw.githubusercontent.com/DRZ-hang/StatMate/main/README.md","https://github.com/DRZ-hang/StatMate"],"id":"RWE-5427","relevance":{"id":"RWE-5427","decision":"Core","rationale":"StatMate agent statistical analysis/reporting workflows with computation provenance and manifests. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"StatMate agent statistical analysis/reporting workflows with computation provenance and manifests. Limits: Automated QA pass does not resolve scientific review; reference demo needs author decisions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DRZ-hang/StatMate/main/README.md","https://github.com/DRZ-hang/StatMate"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"aks-builds/healthcareskills","kind":"MCP server","category":"OMOP & terminology","summary":"FHIR integration guidance; terminology and value-set guidance; MCP delivery of skill resources","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aks-builds/healthcareskills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["FHIR integration guidance; terminology and value-set guidance; MCP delivery of skill resources"],"limitation":"Attribute only the reviewed skills. Do not label this as 220 working clinical API tools or infer that fhir_validate performs server-side validation.","url":"https://github.com/aks-builds/healthcareskills","primarySourceURLs":["https://raw.githubusercontent.com/aks-builds/healthcareskills/main/README.md","https://github.com/aks-builds/healthcareskills"],"id":"RWE-5428","relevance":{"id":"RWE-5428","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR integration guidance; terminology and value-set guidance; MCP delivery of skill resources","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/aks-builds/healthcareskills/main/README.md","https://github.com/aks-builds/healthcareskills"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"hastimal/gemini-healthcare-agentic-platform","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Healthcare research planning; PubMed retrieval; FHIR retrieval; cited answer synthesis","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hastimal/gemini-healthcare-agentic-platform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Healthcare research planning; PubMed retrieval; FHIR retrieval; cited answer synthesis"],"limitation":"Model-generated recommendations and developer benchmark results are not independent clinical validation. Review covers documentation.","url":"https://github.com/hastimal/gemini-healthcare-agentic-platform","primarySourceURLs":["https://raw.githubusercontent.com/hastimal/gemini-healthcare-agentic-platform/main/README.md","https://github.com/hastimal/gemini-healthcare-agentic-platform"],"id":"RWE-5429","relevance":{"id":"RWE-5429","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Healthcare research planning; PubMed retrieval; FHIR retrieval; cited answer synthesis","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hastimal/gemini-healthcare-agentic-platform/main/README.md","https://github.com/hastimal/gemini-healthcare-agentic-platform"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"salikkhann/openmedskills","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Database search-string drafting; meta-analysis plan drafting; DAG specification drafting; EHR cohort-definition checklist","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"salikkhann/openmedskills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Database search-string drafting; meta-analysis plan drafting; DAG specification drafting; EHR cohort-definition checklist"],"limitation":"Prompt/template skills, not live database search or statistical computation. Proposed adjustment sets and search strategies need expert review; several components are marked draft.","url":"https://github.com/salikkhann/openmedskills","primarySourceURLs":["https://raw.githubusercontent.com/salikkhann/openmedskills/main/README.md","https://github.com/salikkhann/openmedskills"],"id":"RWE-5430","relevance":{"id":"RWE-5430","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Database search-string drafting; meta-analysis plan drafting; DAG specification drafting; EHR cohort-definition checklist","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/salikkhann/openmedskills/main/README.md","https://github.com/salikkhann/openmedskills"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"maheshbalan/mywellwallet","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"FHIR MCP client; Apple Health and clinical-record import; SQLite health-data retrieval","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"maheshbalan/mywellwallet","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR MCP client; Apple Health and clinical-record import; SQLite health-data retrieval"],"limitation":"Flutter mobile workflow, not a standalone MCP server. Local inference depends on configuration and device support; no privacy or runtime validation.","url":"https://github.com/maheshbalan/mywellwallet","primarySourceURLs":["https://raw.githubusercontent.com/maheshbalan/myWellWallet/main/README.md","https://github.com/maheshbalan/myWellWallet"],"id":"RWE-5431","relevance":{"id":"RWE-5431","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR MCP client; Apple Health and clinical-record import; SQLite health-data retrieval","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/maheshbalan/myWellWallet/main/README.md","https://github.com/maheshbalan/myWellWallet"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"jhjhong/biolink-agent","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"PubMed literature retrieval; ClinVar and dbSNP lookup; Ensembl and UniProt queries; cited evidence synthesis","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jhjhong/biolink-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed literature retrieval; ClinVar and dbSNP lookup; Ensembl and UniProt queries; cited evidence synthesis"],"limitation":"Database associations and generated synthesis do not establish causal effects or clinical interpretation. Documentation review only.","url":"https://github.com/jhjhong/biolink-agent","primarySourceURLs":["https://raw.githubusercontent.com/jhjhong/biolink-agent/main/README.md","https://github.com/jhjhong/biolink-agent"],"id":"RWE-5432","relevance":{"id":"RWE-5432","decision":"Core","rationale":"Retain the documented evidence function: PubMed evidence retrieval only; gene and variant annotation excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed evidence retrieval only; gene and variant annotation excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jhjhong/biolink-agent","https://raw.githubusercontent.com/jhjhong/biolink-agent/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mcp-nexus/mcp-suite","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"FHIR patient lookup; patient observations; medication lists","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-nexus/mcp-suite","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["FHIR patient lookup; patient observations; medication lists"],"limitation":"Only the FHIR component is in scope. Default is the public HAPI sandbox; access to real records requires an appropriate configured source. Documentation review only.","url":"https://github.com/mcp-nexus/mcp-suite","primarySourceURLs":["https://raw.githubusercontent.com/mcp-nexus/mcp-suite/main/README.md","https://github.com/mcp-nexus/mcp-suite"],"id":"RWE-5433","relevance":{"id":"RWE-5433","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FHIR patient lookup; patient observations; medication lists","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mcp-nexus/mcp-suite/main/README.md","https://github.com/mcp-nexus/mcp-suite"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"yoyomeng2/personal-health-mcp-system","kind":"Research tool","category":"RWE Data & Analytics","summary":"Personal health-entry logging; dated entry retrieval; structured health-data storage","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yoyomeng2/personal-health-mcp-system","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Personal health-entry logging; dated entry retrieval; structured health-data storage"],"limitation":"Educational prototype with read/write operations. Self-reported data and model correlations are not validated health outcomes or causal effects; telemetry/privacy and runtime were not audited.","url":"https://github.com/yoyomeng2/personal-health-mcp-system","primarySourceURLs":["https://raw.githubusercontent.com/yoyomeng2/personal-health-mcp-system/develop/README.md","https://github.com/yoyomeng2/personal-health-mcp-system"],"id":"RWE-5434","relevance":{"id":"RWE-5434","decision":"Core","rationale":"Personal health-entry logging; dated entry retrieval; structured health-data storage. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"Personal health-entry logging; dated entry retrieval; structured health-data storage Limits: Educational prototype with read/write operations. Self-reported data and model correlations are not validated health outcomes or causal effects; telemetry/privacy and runtime were not audited.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/yoyomeng2/personal-health-mcp-system/develop/README.md","https://github.com/yoyomeng2/personal-health-mcp-system"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"aryabadugu/vertexflow","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Academic paper retrieval; methodology summarization; research-gap drafting","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aryabadugu/vertexflow","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic paper retrieval; methodology summarization; research-gap drafting"],"limitation":"Generated gaps and research roadmaps are suggestions requiring source review, not systematic-review completeness or validated research plans.","url":"https://github.com/aryabadugu/vertexflow","primarySourceURLs":["https://raw.githubusercontent.com/AryaBadugu/VertexFlow/main/README.md","https://github.com/AryaBadugu/VertexFlow"],"id":"RWE-5435","relevance":{"id":"RWE-5435","decision":"Core","rationale":"Retain the documented evidence function: Academic paper retrieval; methodology summarization; research-gap drafting Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic paper retrieval; methodology summarization; research-gap drafting","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aryabadugu/vertexflow","https://raw.githubusercontent.com/AryaBadugu/VertexFlow/main/README.md","https://github.com/AryaBadugu/VertexFlow"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"shreevatsa123/sentinel-pv","kind":"Research tool","category":"OMOP & terminology","summary":"Drug and adverse-event extraction; terminology mapping; FDA evidence retrieval; safety narrative drafting","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shreevatsa123/sentinel-pv","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Drug and adverse-event extraction; terminology mapping; FDA evidence retrieval; safety narrative drafting"],"limitation":"Social-media mentions are incomplete and do not establish incidence or causality. Model performance and safety reports were not independently validated.","url":"https://github.com/shreevatsa123/sentinel-pv","primarySourceURLs":["https://raw.githubusercontent.com/Shreevatsa123/sentinel-pv/main/README.md","https://github.com/Shreevatsa123/sentinel-pv"],"id":"RWE-5436","relevance":{"id":"RWE-5436","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Drug and adverse-event extraction; terminology mapping; FDA evidence retrieval; safety narrative drafting","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Shreevatsa123/sentinel-pv/main/README.md","https://github.com/Shreevatsa123/sentinel-pv"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"nguiasoren/ctgov-viz-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Natural-language trial query planning; structured trial-data charts; field-linked citations","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nguiasoren/ctgov-viz-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Natural-language trial query planning; structured trial-data charts; field-linked citations"],"limitation":"Registry records and chart counts are not patient-level outcomes or treatment-effect estimates. Generated queries and returned denominators need review.","url":"https://github.com/nguiasoren/ctgov-viz-agent","primarySourceURLs":["https://raw.githubusercontent.com/nguiaSoren/ctgov-viz-agent/main/README.md","https://github.com/nguiaSoren/ctgov-viz-agent"],"id":"RWE-5437","relevance":{"id":"RWE-5437","decision":"Core","rationale":"Retain the documented evidence function: Natural-language trial query planning; structured trial-data charts; field-linked citations Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Natural-language trial query planning; structured trial-data charts; field-linked citations","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nguiasoren/ctgov-viz-agent","https://raw.githubusercontent.com/nguiaSoren/ctgov-viz-agent/main/README.md","https://github.com/nguiaSoren/ctgov-viz-agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"andey0saikiran/heor-studio","kind":"MCP component","category":"Trials & Study Design","summary":"Protocol-to-study specification; SAS and SQL generation; code-list search; artifact export; verification reports","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"andey0saikiran/heor-studio","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Protocol-to-study specification; SAS and SQL generation; code-list search; artifact export; verification reports"],"limitation":"Claims-data analysis requires reviewed specifications and code lists. Overall survival, matched cohorts, self-controlled designs, instrumental variables and difference-in-differences are not established supported capabilities; developer tests are not independent validation.","url":"https://github.com/andey0saikiran/heor-studio","primarySourceURLs":["https://raw.githubusercontent.com/andey0Saikiran/heor-studio/main/README.md","https://github.com/andey0Saikiran/heor-studio"],"id":"RWE-5438","relevance":{"id":"RWE-5438","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Protocol-to-study specification; SAS and SQL generation; code-list search; artifact export; verification reports","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/andey0Saikiran/heor-studio/main/README.md","https://github.com/andey0Saikiran/heor-studio"],"reviewGroup":"clinical-trial-workflow"}},{"name":"cdimurro/the-exergy-imperative","kind":"MCP component","category":"Public health & surveillance","summary":"Emissions inventories; sourced public-health benefit ranges; structured assessment recipes","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cdimurro/the-exergy-imperative","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Emissions inventories; sourced public-health benefit ranges; structured assessment recipes"],"limitation":"Include the environmental/public-health screening component only. Default factors and aggregate benefit ranges are screening assumptions, not measured individual exposure or causal health effects.","url":"https://github.com/cdimurro/the-exergy-imperative","primarySourceURLs":["https://raw.githubusercontent.com/cdimurro/the-exergy-imperative/main/README.md","https://github.com/cdimurro/the-exergy-imperative"],"id":"RWE-5439","relevance":{"id":"RWE-5439","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Emissions inventories; sourced public-health benefit ranges; structured assessment recipes","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cdimurro/the-exergy-imperative/main/README.md","https://github.com/cdimurro/the-exergy-imperative"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"edithatogo/scholarly-publishing-agents","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reference validation workflow; manuscript and reporting checklists; publishing metadata preparation","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"edithatogo/scholarly-publishing-agents","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Reference validation workflow; manuscript and reporting checklists; publishing metadata preparation"],"limitation":"Collection attribution is limited to scholarly workflow support. Badges and guardrails do not establish COPE compliance, statistical validity or reliable misconduct detection.","url":"https://github.com/edithatogo/scholarly-publishing-agents","primarySourceURLs":["https://raw.githubusercontent.com/edithatogo/scholarly-publishing-agents/master/README.md","https://github.com/edithatogo/scholarly-publishing-agents"],"id":"RWE-5441","relevance":{"id":"RWE-5441","decision":"Core","rationale":"Retain the documented evidence function: Reference validation only; publishing checklists and badges excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reference validation only; publishing checklists and badges excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/edithatogo/scholarly-publishing-agents","https://raw.githubusercontent.com/edithatogo/scholarly-publishing-agents/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sivaprakash5668/labiq-healthcare-lab-report-intelligence-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Lab-report data ingestion; patient lab summaries; abnormal-result filters; dated result retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sivaprakash5668/labiq-healthcare-lab-report-intelligence-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Lab-report data ingestion; patient lab summaries; abnormal-result filters; dated result retrieval"],"limitation":"Hackathon MVP. Extraction and threshold flags require review; diagnostic patterns, risk rankings and treatment recommendations are not independently validated. Includes optional outbound alerts.","url":"https://github.com/sivaprakash5668/labiq-healthcare-lab-report-intelligence-agent","primarySourceURLs":["https://raw.githubusercontent.com/SIVAPRAKASH5668/LABIQ-Healthcare-Lab-Report-Intelligence-Agent/main/README.md","https://github.com/SIVAPRAKASH5668/LABIQ-Healthcare-Lab-Report-Intelligence-Agent"],"id":"RWE-5442","relevance":{"id":"RWE-5442","decision":"Core","rationale":"Lab-report data ingestion; patient lab summaries; abnormal-result filters; dated result retrieval. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"Lab-report data ingestion; patient lab summaries; abnormal-result filters; dated result retrieval Limits: Hackathon MVP. Extraction and threshold flags require review; diagnostic patterns, risk rankings and treatment recommendations are not independently validated. Includes optional outbound alerts.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SIVAPRAKASH5668/LABIQ-Healthcare-Lab-Report-Intelligence-Agent/main/README.md","https://github.com/SIVAPRAKASH5668/LABIQ-Healthcare-Lab-Report-Intelligence-Agent"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"hamzameer/ncbi-mcp-server","kind":"MCP component","category":"RWE Data & Analytics","summary":"NCBI database search; record retrieval; structured summaries; related-record links","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hamzameer/ncbi-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["NCBI database search; record retrieval; structured summaries; related-record links"],"limitation":"Coverage and returned formats depend on the NCBI database. Sequence and literature results require interpretation; no runtime validation.","url":"https://github.com/hamzameer/ncbi-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/hamzameer/ncbi-mcp-server/main/README.md","https://github.com/hamzameer/ncbi-mcp-server"],"id":"RWE-5443","relevance":{"id":"RWE-5443","decision":"Core","rationale":"NCBI database search; record retrieval; structured summaries; related-record links. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"NCBI database search; record retrieval; structured summaries; related-record links Limits: Coverage and returned formats depend on the NCBI database. Sequence and literature results require interpretation; no runtime validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hamzameer/ncbi-mcp-server/main/README.md","https://github.com/hamzameer/ncbi-mcp-server"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"dreaydemir/medresearch","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Academic literature search; author publication summaries; citation metadata reports","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dreaydemir/medresearch","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic literature search; author publication summaries; citation metadata reports"],"limitation":"Citation coverage differs by source; example papers are illustrative. Scholar access and generated reports were not runtime verified.","url":"https://github.com/dreaydemir/medresearch","primarySourceURLs":["https://raw.githubusercontent.com/dreaydemir/MedResearch/main/README.md","https://github.com/dreaydemir/MedResearch"],"id":"RWE-5444","relevance":{"id":"RWE-5444","decision":"Core","rationale":"Retain the documented evidence function: Academic literature search; author publication summaries; citation metadata reports Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic literature search; author publication summaries; citation metadata reports","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dreaydemir/medresearch","https://raw.githubusercontent.com/dreaydemir/MedResearch/main/README.md","https://github.com/dreaydemir/MedResearch"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"megamsquare/health-intelligence-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Public-health agency feed retrieval; PubMed lookup; openFDA data access","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"megamsquare/health-intelligence-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Public-health agency feed retrieval; PubMed lookup; openFDA data access"],"limitation":"Only the information-retrieval component is attributed. Symptom checking and medical report generation are not clinically validated, and feed aggregation is not incidence surveillance.","url":"https://github.com/megamsquare/health-intelligence-mcp","primarySourceURLs":["https://raw.githubusercontent.com/megamsquare/health-intelligence-mcp/main/README.md","https://github.com/megamsquare/health-intelligence-mcp"],"id":"RWE-5446","relevance":{"id":"RWE-5446","decision":"Core","rationale":"Retain the documented evidence function: Public-health agency feed retrieval; PubMed lookup; openFDA data access Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Public-health agency feed retrieval; PubMed lookup; openFDA data access","evidenceLevel":"published-card","evidenceRefs":["https://github.com/megamsquare/health-intelligence-mcp","https://raw.githubusercontent.com/megamsquare/health-intelligence-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"danribes/world-bank-unicef-data","kind":"MCP component","category":"Public health & surveillance","summary":"UNICEF dataflow discovery; mortality and nutrition indicators; country/year queries; indicator search","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"danribes/world-bank-unicef-data","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["UNICEF dataflow discovery; mortality and nutrition indicators; country/year queries; indicator search"],"limitation":"Attribute live retrieval to unicef-mcp-server, not every bundled historical workbook. Aggregate national indicators do not establish individual-level effects.","url":"https://github.com/danribes/world-bank-unicef-data","primarySourceURLs":["https://raw.githubusercontent.com/danribes/world-bank-unicef-data/master/README.md","https://github.com/danribes/world-bank-unicef-data"],"id":"RWE-5447","relevance":{"id":"RWE-5447","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"UNICEF dataflow discovery; mortality and nutrition indicators; country/year queries; indicator search","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/danribes/world-bank-unicef-data/master/README.md","https://github.com/danribes/world-bank-unicef-data"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"lujunyan335-commits/research-gap-finder","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"DOI metadata verification; RIS/BibTeX/JSON/CSV conversion; literature matrix and gap drafting","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lujunyan335-commits/research-gap-finder","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["DOI metadata verification; RIS/BibTeX/JSON/CSV conversion; literature matrix and gap drafting"],"limitation":"A resolving DOI does not validate a claim or prove bibliographic completeness. Innovation scores are a subjective project rubric.","url":"https://github.com/lujunyan335-commits/research-gap-finder","primarySourceURLs":["https://raw.githubusercontent.com/lujunyan335-commits/research-gap-finder/main/README.md","https://github.com/lujunyan335-commits/research-gap-finder"],"id":"RWE-5448","relevance":{"id":"RWE-5448","decision":"Core","rationale":"Retain the documented evidence function: DOI metadata verification; RIS/BibTeX/JSON/CSV conversion; literature matrix and gap drafting Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"DOI metadata verification; RIS/BibTeX/JSON/CSV conversion; literature matrix and gap drafting","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lujunyan335-commits/research-gap-finder","https://raw.githubusercontent.com/lujunyan335-commits/research-gap-finder/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"thordadpool5413/medicare-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"CMS provider and prescriber data; hospital utilization; drug spending lookup","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thordadpool5413/medicare-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CMS provider and prescriber data; hospital utilization; drug spending lookup"],"limitation":"Public aggregate CMS datasets differ in years and definitions. Unofficial adapter, not CMS endorsement; no patient-level causal inference or runtime validation.","url":"https://github.com/thordadpool5413/medicare-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Thordadpool5413/medicare-mcp/main/README.md","https://github.com/Thordadpool5413/medicare-mcp"],"id":"RWE-5450","relevance":{"id":"RWE-5450","decision":"Core","rationale":"CMS provider and prescriber data; hospital utilization; drug spending lookup. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"CMS provider and prescriber data; hospital utilization; drug spending lookup Limits: Public aggregate CMS datasets differ in years and definitions. Unofficial adapter, not CMS endorsement; no patient-level causal inference or runtime validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Thordadpool5413/medicare-mcp/main/README.md","https://github.com/Thordadpool5413/medicare-mcp"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"sepinetam/mcp-for-stata","kind":"MCP component","category":"RWE Data & Analytics","summary":"Local Stata invocation; analysis execution; log capture; replication workflow support","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sepinetam/mcp-for-stata","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Local Stata invocation; analysis execution; log capture; replication workflow support"],"limitation":"Requires licensed local Stata and reviewed commands/data. Command guards are not methodological, privacy or security validation.","url":"https://github.com/sepinetam/mcp-for-stata","primarySourceURLs":["https://raw.githubusercontent.com/SepineTam/mcp-for-stata/master/README.md","https://github.com/SepineTam/mcp-for-stata"],"id":"RWE-5452","relevance":{"id":"RWE-5452","decision":"Core","rationale":"Local Stata invocation; analysis execution; log capture; replication workflow support. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"Local Stata invocation; analysis execution; log capture; replication workflow support Limits: Requires licensed local Stata and reviewed commands/data. Command guards are not methodological, privacy or security validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SepineTam/mcp-for-stata/master/README.md","https://github.com/SepineTam/mcp-for-stata"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"bmh2127/pd-discovery-platform","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Neuroscience literature discovery; research-resource retrieval; structured evidence reports","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bmh2127/pd-discovery-platform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Neuroscience literature discovery; research-resource retrieval; structured evidence reports"],"limitation":"Collection scope is research retrieval and synthesis. Biomarker validation and clinical-correlation claims require independent methodological review.","url":"https://github.com/bmh2127/pd-discovery-platform","primarySourceURLs":["https://raw.githubusercontent.com/bmh2127/pd-discovery-platform/main/README.md","https://github.com/bmh2127/pd-discovery-platform"],"id":"RWE-5454","relevance":{"id":"RWE-5454","decision":"Core","rationale":"Retain the documented evidence function: Neuroscience literature discovery; research-resource retrieval; structured evidence reports Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Neuroscience literature discovery; research-resource retrieval; structured evidence reports","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bmh2127/pd-discovery-platform","https://raw.githubusercontent.com/bmh2127/pd-discovery-platform/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"axdithyaxo/mcp-bioforensics","kind":"MCP component","category":"Trials & Study Design","summary":"Local trial-dataset discovery; trial record retrieval; vector indexing; hybrid trial search","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"axdithyaxo/mcp-bioforensics","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Local trial-dataset discovery; trial record retrieval; vector indexing; hybrid trial search"],"limitation":"Forensic checks and RAG/reporting are explicitly planned. Completeness depends on ingested CSVs; the illustrative dataset is not the full ClinicalTrials.gov registry.","url":"https://github.com/axdithyaxo/mcp-bioforensics","primarySourceURLs":["https://raw.githubusercontent.com/axdithyaxo/mcp-bioforensics/master/README.md","https://github.com/axdithyaxo/mcp-bioforensics"],"id":"RWE-5456","relevance":{"id":"RWE-5456","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Local trial-dataset discovery; trial record retrieval; vector indexing; hybrid trial search","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/axdithyaxo/mcp-bioforensics/master/README.md","https://github.com/axdithyaxo/mcp-bioforensics"],"reviewGroup":"clinical-trial-workflow"}},{"name":"pancrepal-xiaoyibao/pubmed-agent","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed retrieval; abstract indexing; semantic evidence lookup","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pancrepal-xiaoyibao/pubmed-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed retrieval; abstract indexing; semantic evidence lookup"],"limitation":"Agent workflow rather than independently validated evidence synthesis. Retrieval grounding does not eliminate hallucinations or establish search completeness.","url":"https://github.com/pancrepal-xiaoyibao/pubmed-agent","primarySourceURLs":["https://raw.githubusercontent.com/PancrePal-xiaoyibao/PubMed-Agent/main/README.md","https://github.com/PancrePal-xiaoyibao/PubMed-Agent"],"id":"RWE-5457","relevance":{"id":"RWE-5457","decision":"Core","rationale":"Retain the documented evidence function: PubMed retrieval; abstract indexing; semantic evidence lookup Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed retrieval; abstract indexing; semantic evidence lookup","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pancrepal-xiaoyibao/pubmed-agent","https://raw.githubusercontent.com/PancrePal-xiaoyibao/PubMed-Agent/main/README.md","https://github.com/PancrePal-xiaoyibao/PubMed-Agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yilewang/llm-for-zotero","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Zotero library QA; paper summarization; cross-paper comparison; note creation","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yilewang/llm-for-zotero","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Zotero library QA; paper summarization; cross-paper comparison; note creation"],"limitation":"Read/write plugin. AI summaries and figure interpretation require verification; data egress depends on the chosen model/provider.","url":"https://github.com/yilewang/llm-for-zotero","primarySourceURLs":["https://raw.githubusercontent.com/yilewang/llm-for-zotero/main/README.md","https://github.com/yilewang/llm-for-zotero"],"id":"RWE-5461","relevance":{"id":"RWE-5461","decision":"Core","rationale":"Retain the documented evidence function: Zotero library QA; paper summarization; cross-paper comparison; note creation Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Zotero library QA; paper summarization; cross-paper comparison; note creation","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yilewang/llm-for-zotero","https://raw.githubusercontent.com/yilewang/llm-for-zotero/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jinchenggao-infty/fwma","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Academic source planning; paper retrieval; screening workflow; review reports","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jinchenggao-infty/fwma","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic source planning; paper retrieval; screening workflow; review reports"],"limitation":"Automated screening and multi-agent debate do not constitute independent dual review or guarantee systematic-review completeness.","url":"https://github.com/jinchenggao-infty/fwma","primarySourceURLs":["https://raw.githubusercontent.com/JinchengGao-Infty/FWMA/main/README.md","https://github.com/JinchengGao-Infty/FWMA"],"id":"RWE-5463","relevance":{"id":"RWE-5463","decision":"Core","rationale":"Retain the documented evidence function: Academic source planning; paper retrieval; screening workflow; review reports Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic source planning; paper retrieval; screening workflow; review reports","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jinchenggao-infty/fwma","https://raw.githubusercontent.com/JinchengGao-Infty/FWMA/main/README.md","https://github.com/JinchengGao-Infty/FWMA"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"omar-a-hassan/medsci-agent","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Biomedical literature search; document acquisition; paper QA","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"omar-a-hassan/medsci-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical literature search; document acquisition; paper QA"],"limitation":"Attribute retrieval components only. ADMET predictions, imaging interpretation and omics analysis need separate validation; local defaults do not imply all backends keep data local.","url":"https://github.com/omar-a-hassan/medsci-agent","primarySourceURLs":["https://raw.githubusercontent.com/omar-A-hassan/medsci-agent/main/README.md","https://github.com/omar-A-hassan/medsci-agent"],"id":"RWE-5464","relevance":{"id":"RWE-5464","decision":"Core","rationale":"Retain the documented evidence function: Biomedical literature search and paper retrieval only; molecular, imaging and prediction workflows excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biomedical literature search and paper retrieval only; molecular, imaging and prediction workflows excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/omar-a-hassan/medsci-agent","https://raw.githubusercontent.com/omar-A-hassan/medsci-agent/main/README.md","https://github.com/omar-A-hassan/medsci-agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dallabroda/pediatric-research-rag","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Pediatric research corpus search; paper QA; clinical-trial filtering","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dallabroda/pediatric-research-rag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pediatric research corpus search; paper QA; clinical-trial filtering"],"limitation":"Coverage depends on uploaded/indexed material. The project is not established as operated or endorsed by St. Jude; generated answers and confidence require verification.","url":"https://github.com/dallabroda/pediatric-research-rag","primarySourceURLs":["https://raw.githubusercontent.com/dallabroda/pediatric-research-rag/master/README.md","https://github.com/dallabroda/pediatric-research-rag"],"id":"RWE-5465","relevance":{"id":"RWE-5465","decision":"Core","rationale":"Retain the documented evidence function: Pediatric research corpus search; paper QA; clinical-trial filtering Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pediatric research corpus search; paper QA; clinical-trial filtering","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dallabroda/pediatric-research-rag","https://raw.githubusercontent.com/dallabroda/pediatric-research-rag/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"youssefems/biorag","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PubMed ingestion; biomedical document indexing; hybrid retrieval; research QA","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"youssefems/biorag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PubMed ingestion; biomedical document indexing; hybrid retrieval; research QA"],"limitation":"Developer tests are mocked and do not demonstrate live operation. Generated answers and claimed retrieval gains are not independently verified.","url":"https://github.com/youssefems/biorag","primarySourceURLs":["https://raw.githubusercontent.com/YoussefEMS/Biorag/main/README.md","https://github.com/YoussefEMS/Biorag"],"id":"RWE-5466","relevance":{"id":"RWE-5466","decision":"Core","rationale":"Retain the documented evidence function: PubMed ingestion; biomedical document indexing; hybrid retrieval; research QA Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed ingestion; biomedical document indexing; hybrid retrieval; research QA","evidenceLevel":"published-card","evidenceRefs":["https://github.com/youssefems/biorag","https://raw.githubusercontent.com/YoussefEMS/Biorag/main/README.md","https://github.com/YoussefEMS/Biorag"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hyperbolic-c/literature-rag-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Zotero document ingestion; semantic literature search; item text and relevant chunks","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hyperbolic-c/literature-rag-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Zotero document ingestion; semantic literature search; item text and relevant chunks"],"limitation":"Coverage is limited to the local indexed library. Optional external parsers may receive document content; retrieval is not claim verification.","url":"https://github.com/hyperbolic-c/literature-rag-mcp","primarySourceURLs":["https://raw.githubusercontent.com/hyperbolic-c/literature-rag-mcp/main/README.md","https://github.com/hyperbolic-c/literature-rag-mcp"],"id":"RWE-5468","relevance":{"id":"RWE-5468","decision":"Core","rationale":"Retain the documented evidence function: Zotero document ingestion; semantic literature search; item text and relevant chunks Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Zotero document ingestion; semantic literature search; item text and relevant chunks","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hyperbolic-c/literature-rag-mcp","https://raw.githubusercontent.com/hyperbolic-c/literature-rag-mcp/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"min-zhao/raremind-agentic-qa","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Rare-disease literature retrieval; trial search; structured disease reference lookup","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"min-zhao/raremind-agentic-qa","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Rare-disease literature retrieval; trial search; structured disease reference lookup"],"limitation":"Component access and fallback behavior depend on source credentials and endpoints. Cited patient-facing answers are not independently validated medical advice.","url":"https://github.com/min-zhao/raremind-agentic-qa","primarySourceURLs":["https://raw.githubusercontent.com/Min-Zhao/raremind-agentic-qa/main/README.md","https://github.com/Min-Zhao/raremind-agentic-qa"],"id":"RWE-5470","relevance":{"id":"RWE-5470","decision":"Core","rationale":"Retain the documented evidence function: Rare-disease literature retrieval; trial search; structured disease reference lookup Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Rare-disease literature retrieval; trial search; structured disease reference lookup","evidenceLevel":"published-card","evidenceRefs":["https://github.com/min-zhao/raremind-agentic-qa","https://raw.githubusercontent.com/Min-Zhao/raremind-agentic-qa/main/README.md","https://github.com/Min-Zhao/raremind-agentic-qa"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cauchyturing/causal-agent-protocol","kind":"MCP component","category":"Causal Inference & Analytics","summary":"Causal-engine capability discovery; graph-query transport; effect-query transport","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cauchyturing/causal-agent-protocol","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal-engine capability discovery; graph-query transport; effect-query transport"],"limitation":"Protocol bridge only: estimates and causal assumptions belong to the configured engine. It does not itself establish identification or causal validity.","url":"https://github.com/cauchyturing/causal-agent-protocol","primarySourceURLs":["https://raw.githubusercontent.com/cauchyturing/causal-agent-protocol/master/README.md","https://github.com/cauchyturing/causal-agent-protocol"],"id":"RWE-5471","relevance":{"id":"RWE-5471","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Causal-engine capability discovery; graph-query transport; effect-query transport","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cauchyturing/causal-agent-protocol/master/README.md","https://github.com/cauchyturing/causal-agent-protocol"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"Scite MCP","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Scientific literature search; available full text; citation-context lookup","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scientific literature search; available full text; citation-context lookup"],"limitation":"Content depends on account and institutional rights. Supporting/contrasting citation labels concern citation statements, not conclusive paper quality or claim validity.","url":"https://scite.ai/mcp","primarySourceURLs":["https://scite.ai/mcp"],"id":"RWE-5472","relevance":{"id":"RWE-5472","decision":"Core","rationale":"Retain the documented evidence function: Scientific literature search; available full text; citation-context lookup Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scientific literature search; available full text; citation-context lookup","evidenceLevel":"published-card","evidenceRefs":["https://scite.ai/mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"AdisInsight MCP","kind":"MCP component","category":"Trials & Study Design","summary":"Drug-development intelligence; clinical-trial records; safety-report information","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Drug-development intelligence; clinical-trial records; safety-report information"],"limitation":"Licensed institutional access and corpus scope apply; curated records are not comparative-effectiveness conclusions. Specific tool list not independently inspected.","url":"https://adisinsight.springer.com","primarySourceURLs":["https://adisinsight.springer.com/?lang=en-US"],"id":"RWE-5473","relevance":{"id":"RWE-5473","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Drug-development intelligence; clinical-trial records; safety-report information","evidenceLevel":"published-card","evidenceRefs":["https://adisinsight.springer.com/?lang=en-US"],"reviewGroup":"clinical-trial-workflow"}},{"name":"tigerwu0118/yrb_hes_mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Source-linked evidence search; cross-paper comparison; spatial/temporal filtering; entity/context retrieval","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tigerwu0118/yrb_hes_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Source-linked evidence search; cross-paper comparison; spatial/temporal filtering; entity/context retrieval"],"limitation":"Requires the specifically prepared PostgreSQL corpus. Retrieval does not run extraction pipelines, establish review completeness or estimate health effects.","url":"https://github.com/tigerwu0118/yrb_hes_mcp","primarySourceURLs":["https://github.com/TIGERwu0118/yrb_hes_mcp"],"id":"RWE-5474","relevance":{"id":"RWE-5474","decision":"Core","rationale":"Retain the documented evidence function: Source-linked evidence search; cross-paper comparison; spatial/temporal filtering; entity/context retrieval Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Source-linked evidence search; cross-paper comparison; spatial/temporal filtering; entity/context retrieval","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tigerwu0118/yrb_hes_mcp","https://github.com/TIGERwu0118/yrb_hes_mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"xwang20/semanticscholar-mcp-server","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Paper and author lookup; citations and references; endpoint schema routing; evidence-ledger workflow","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xwang20/semanticscholar-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper and author lookup; citations and references; endpoint schema routing; evidence-ledger workflow"],"limitation":"Unofficial integration. Corpus and API limits constrain completeness, and citation context/recommendations are not evidence-quality verdicts.","url":"https://github.com/xwang20/semanticscholar-mcp-server","primarySourceURLs":["https://github.com/XWang20/semanticscholar-MCP-Server"],"id":"RWE-5475","relevance":{"id":"RWE-5475","decision":"Core","rationale":"Retain the documented evidence function: Paper and author lookup; citations and references; endpoint schema routing; evidence-ledger workflow Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper and author lookup; citations and references; endpoint schema routing; evidence-ledger workflow","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xwang20/semanticscholar-mcp-server","https://github.com/XWang20/semanticscholar-MCP-Server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"allenai/ai2-scholarqa-lib","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Scientific paper retrieval; multi-document synthesis; literature comparison tables","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"allenai/ai2-scholarqa-lib","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scientific paper retrieval; multi-document synthesis; literature comparison tables"],"limitation":"Research workflow library, not a standalone MCP server. Generated reports and claim references require review; source corpus coverage is bounded.","url":"https://github.com/allenai/ai2-scholarqa-lib","primarySourceURLs":["https://github.com/allenai/ai2-scholarqa-lib"],"id":"RWE-5476","relevance":{"id":"RWE-5476","decision":"Core","rationale":"Retain the documented evidence function: Scientific paper retrieval; multi-document synthesis; literature comparison tables Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scientific paper retrieval; multi-document synthesis; literature comparison tables","evidenceLevel":"published-card","evidenceRefs":["https://github.com/allenai/ai2-scholarqa-lib"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hamid-vakilzadeh/aira-semanticscholar","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Academic paper search; paper/author details; citation-network lookup","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hamid-vakilzadeh/aira-semanticscholar","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academic paper search; paper/author details; citation-network lookup","Canonical mcpsemanticscholar README documents Semantic Scholar Academic Graph MCP research retrieval."],"limitation":"Database relationships and generated summaries are not evidence-strength or causal-validity assessments; runtime untested. Canonical mcpsemanticscholar README documents Semantic Scholar Academic Graph MCP research retrieval. Claimed full-text sources depend on access and extraction; static documentation review does not reproduce retrieval.","url":"https://github.com/hamid-vakilzadeh/aira-semanticscholar","primarySourceURLs":["http://lit-review-assistant.streamlit.app","https://github.com/hamid-vakilzadeh/AIRA-SemanticScholar","https://github.com/hamid-vakilzadeh/aira-semanticscholar","https://github.com/hamid-vakilzadeh/mcpsemanticscholar"],"id":"RWE-5477","relevance":{"id":"RWE-5477","decision":"Core","rationale":"Retain the documented evidence function: Academic paper search; paper/author details; citation-network lookup Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academic paper search; paper/author details; citation-network lookup","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hamid-vakilzadeh/aira-semanticscholar","http://lit-review-assistant.streamlit.app","https://github.com/hamid-vakilzadeh/AIRA-SemanticScholar","https://github.com/hamid-vakilzadeh/mcpsemanticscholar"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"andyzheng0715/tcm-sage — root skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"TCM-Sage RAG queries17 classical TCM texts and SymMap knowledge graph, links entities and generates source-chapter-cited/self-critiqued responses.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"andyzheng0715/tcm-sage","website":"GitHub","packages":"README.md","workflowFit":["RWE Data & Analytics"],"capabilities":["TCM-Sage RAG queries17 classical TCM texts and SymMap knowledge graph, links entities and generates source-chapter-cited/self-critiqued responses."],"limitation":"Historical text retrieval does not establish treatment effectiveness; model/corpus and semantic retrieval limits.","url":"https://github.com/andyzheng0715/tcm-sage","primarySourceURLs":["https://raw.githubusercontent.com/tyang816/Awesome-TCM-LLM/main/README.md","https://raw.githubusercontent.com/AndyZHENG0715/TCM-Sage/HEAD/README.md","https://github.com/AndyZHENG0715/TCM-Sage"],"id":"RWE-5481","relevance":{"id":"RWE-5481","decision":"Core","rationale":"TCM-Sage RAG queries17 classical TCM texts and SymMap knowledge graph, links entities and generates source-chapter-cited/self-critiqued responses. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"TCM-Sage RAG queries17 classical TCM texts and SymMap knowledge graph, links entities and generates source-chapter-cited/self-critiqued responses. Limits: Historical text retrieval does not establish treatment effectiveness; model/corpus and semantic retrieval limits.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tyang816/Awesome-TCM-LLM/main/README.md","https://raw.githubusercontent.com/AndyZHENG0715/TCM-Sage/HEAD/README.md","https://github.com/AndyZHENG0715/TCM-Sage"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"https://bgpt.pro/mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"BGPT search_papers and DOI lookup_paper return extracted claim/experiment/result records with provenance and limitations over MCP/HTTP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["BGPT search_papers and DOI lookup_paper return extracted claim/experiment/result records with provenance and limitations over MCP/HTTP."],"limitation":"Extraction-derived records depend on available full text; schema-v4 caps5evidence units and2provenance passages per unit. Supported/causal labels not independently verified; metered service.","url":"https://bgpt.pro/mcp","primarySourceURLs":["https://bgpt.pro/mcp"],"id":"RWE-5491","relevance":{"id":"RWE-5491","decision":"Core","rationale":"Retain the documented evidence function: BGPT search_papers and DOI lookup_paper return extracted claim/experiment/result records with provenance and limitations over MCP/HTTP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"BGPT search_papers and DOI lookup_paper return extracted claim/experiment/result records with provenance and limitations over MCP/HTTP.","evidenceLevel":"published-card","evidenceRefs":["https://bgpt.pro/mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"plagtech/spraay-x402-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Research component exposes OpenAlex/arXiv/Crossref/PubMed/PubChem/US Census retrieval through MCP gateway.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"plagtech/spraay-x402-mcp","website":"GitHub","packages":"research retrieval category","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research component exposes OpenAlex/arXiv/Crossref/PubMed/PubChem/US Census retrieval through MCP gateway."],"limitation":"Only research retrieval category; excludes payments,trading,robotics and generic infrastructure. README describes build-time dynamic manifest; current gateway schema/returns not runtime-tested; pay-per-request service. Exact public manifest reviewed for15scholarly/biomedical/chemical/demographic retrieval endpoints; tools not invoked.","url":"https://github.com/plagtech/spraay-x402-mcp","primarySourceURLs":["https://docs.spraay.app/#cat-research","https://raw.githubusercontent.com/plagtech/spraay-x402-mcp/main/README.md","https://gateway.spraay.app/.well-known/x402.json"],"id":"RWE-5492","relevance":{"id":"RWE-5492","decision":"Core","rationale":"Retain the documented evidence function: PubMed, Crossref, OpenAlex and arXiv scholarly retrieval; chemical and general demographic endpoints excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PubMed, Crossref, OpenAlex and arXiv scholarly retrieval; chemical and general demographic endpoints excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/plagtech/spraay-x402-mcp","https://docs.spraay.app/#cat-research","https://raw.githubusercontent.com/plagtech/spraay-x402-mcp/main/README.md","https://gateway.spraay.app/.well-known/x402.json"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://anthropic.com/research/agents-in-biology","kind":"Research tool","category":"Biomedical & Bioinformatics","summary":"Bounded gget virus NCBI sequence retrieval component for agent-assisted surveillance/diagnostic research dataset construction.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"gget virus retrieval layer","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Bounded gget virus NCBI sequence retrieval component for agent-assisted surveillance/diagnostic research dataset construction."],"limitation":"Source is primary research workflow report, not separate repository/runtime audit. Reported VirBench accuracy is benchmark-specific; sequence selection still needs verification and is not therapeutic effectiveness evidence.","url":"https://anthropic.com/research/agents-in-biology","primarySourceURLs":["https://www.anthropic.com/research/agents-in-biology"],"id":"RWE-5493","relevance":{"id":"RWE-5493","decision":"Core","rationale":"The selected sequence retrieval is explicitly used to construct surveillance/diagnostic research datasets; retain that health-surveillance role without extending benchmark accuracy claims.","relevanceBasis":"Bounded gget virus NCBI sequence retrieval component for agent-assisted surveillance/diagnostic research dataset construction.","evidenceLevel":"published-card","evidenceRefs":["https://www.anthropic.com/research/agents-in-biology"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"https://clawskills.sh/skills/anisafifi-academic-research-hub","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Instruction skill documents multi-source arXiv/PubMed/Semantic Scholar searches, filters, PDF retrieval and bibliography export.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Instruction skill documents multi-source arXiv/PubMed/Semantic Scholar searches, filters, PDF retrieval and bibliography export."],"limitation":"Retained distributed SKILL content reviewed; bundled scripts not implementation-audited. Google Scholar limited/no API; illustrative records not verified literature. Proprietary prerequisite documented.","url":"https://clawskills.sh/skills/anisafifi-academic-research-hub","primarySourceURLs":["https://clawskills.sh/skills/anisafifi-academic-research-hub","https://clawskills.sh/skills-markdown/anisafifi/academic-research-hub.md"],"id":"RWE-5494","relevance":{"id":"RWE-5494","decision":"Core","rationale":"Retain the documented evidence function: Instruction skill documents multi-source arXiv/PubMed/Semantic Scholar searches, filters, PDF retrieval and bibliography export. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Instruction skill documents multi-source arXiv/PubMed/Semantic Scholar searches, filters, PDF retrieval and bibliography export.","evidenceLevel":"published-card","evidenceRefs":["https://clawskills.sh/skills/anisafifi-academic-research-hub","https://clawskills.sh/skills-markdown/anisafifi/academic-research-hub.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tatsuju/opdstar-nhi-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Taiwan NHI MCP retrieves payment, billing-code, audit-guideline and related policy references.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tatsuju/opdstar-nhi-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Taiwan NHI MCP retrieves payment, billing-code, audit-guideline and related policy references."],"limitation":"Reference retrieval does not guarantee reimbursement, appeal outcome or current regulatory interpretation.","url":"https://github.com/tatsuju/opdstar-nhi-mcp","primarySourceURLs":["https://raw.githubusercontent.com/tatsuju/opdstar-nhi-mcp/main/README.md","https://github.com/tatsuju/opdstar-nhi-mcp"],"id":"RWE-5495","relevance":{"id":"RWE-5495","decision":"Core","rationale":"Taiwan NHI MCP retrieves payment, billing-code, audit-guideline and related policy references. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"Taiwan NHI MCP retrieves payment, billing-code, audit-guideline and related policy references. Limits: Reference retrieval does not guarantee reimbursement, appeal outcome or current regulatory interpretation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tatsuju/opdstar-nhi-mcp/main/README.md","https://github.com/tatsuju/opdstar-nhi-mcp"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"https://constat.dev/api/mcp","kind":"Research tool","category":"Regulatory & Product Data","summary":"Constat MCP13 FDA/CMS tools for510(k) source-quoted evidence, predicates, MAUDE/recall context, cohort presence rates and reimbursement pathways.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"FDA/CMS medical-device evidence tools","workflowFit":["Regulatory & Product Data"],"capabilities":["Constat MCP13 FDA/CMS tools for510(k) source-quoted evidence, predicates, MAUDE/recall context, cohort presence rates and reimbursement pathways."],"limitation":"Descriptive public-record access, not causal device performance or reimbursement advice. Corpus-bounded denominators; NHTSA compatibility tool excluded.","url":"https://constat.dev/api/mcp","primarySourceURLs":["https://constat.dev","https://constat.dev/connect"],"id":"RWE-5496","relevance":{"id":"RWE-5496","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Constat MCP13 FDA/CMS tools for510(k) source-quoted evidence, predicates, MAUDE/recall context, cohort presence rates and reimbursement pathways.","evidenceLevel":"published-card","evidenceRefs":["https://constat.dev","https://constat.dev/connect"],"reviewGroup":"health-product-and-safety-data"}},{"name":"https://papersflow.ai","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PapersFlow research agent supports source-backed paper Q&A, literature screening/extraction, repeatable synthesis and citation-grounded drafting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PapersFlow research agent supports source-backed paper Q&A, literature screening/extraction, repeatable synthesis and citation-grounded drafting."],"limitation":"Hosted product workflow documentation only; coverage/speed and citation-verification marketing not independently verified. No claim systematic review completeness.","url":"https://papersflow.ai","primarySourceURLs":["https://papersflow.ai"],"id":"RWE-5497","relevance":{"id":"RWE-5497","decision":"Core","rationale":"Retain the documented evidence function: PapersFlow research agent supports source-backed paper Q&A, literature screening/extraction, repeatable synthesis and citation-grounded drafting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PapersFlow research agent supports source-backed paper Q&A, literature screening/extraction, repeatable synthesis and citation-grounded drafting.","evidenceLevel":"published-card","evidenceRefs":["https://papersflow.ai"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"onefreeman1337/osf-data-marketplace","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Bounded paper and healthcare searches across PubMed/arXiv/Crossref/ClinicalTrials.gov, drug concepts,FDArecalls and provider records with source/time provenance.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"onefreeman1337/osf-data-marketplace","website":"GitHub","packages":"scholarly and healthcare record retrieval","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Bounded paper and healthcare searches across PubMed/arXiv/Crossref/ClinicalTrials.gov, drug concepts,FDArecalls and provider records with source/time provenance."],"limitation":"Only scientific/health-record component. Backend root timed out and homepage counters rendered zero while README claims millions; corpus size/freshness not verified. No sanctions,financial or legal decision approval.","url":"https://github.com/onefreeman1337/osf-data-marketplace","primarySourceURLs":["https://osf-master-server.com","https://raw.githubusercontent.com/onefreeman1337/osf-data-marketplace/HEAD/README.md","https://api.osf-master-server.com/.well-known/mcp/server-card.json"],"id":"RWE-5501","relevance":{"id":"RWE-5501","decision":"Core","rationale":"Retain the documented evidence function: Scholarly, trial and drug-reference retrieval; general provider administration excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly, trial and drug-reference retrieval; general provider administration excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/onefreeman1337/osf-data-marketplace","https://osf-master-server.com","https://raw.githubusercontent.com/onefreeman1337/osf-data-marketplace/HEAD/README.md","https://api.osf-master-server.com/.well-known/mcp/server-card.json"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://api.ikoles.dev","kind":"Research tool","category":"Trials & Study Design","summary":"Filter trial-level summaries by condition,intervention,phase,status,results-posting dates; return sourceUrl,datasetVersion,source timestamp and endpoint labels.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"clinical-trials-query","workflowFit":["Trials & Study Design"],"capabilities":["Filter trial-level summaries by condition,intervention,phase,status,results-posting dates; return sourceUrl,datasetVersion,source timestamp and endpoint labels."],"limitation":"Max20returnedtrials; snapshot,notlivecomprehensiveevidence. Full measurements/analyses paid bundle not reviewed or approved. Provider validation claim not independently checked; other generic shop products excluded.","url":"https://api.ikoles.dev","primarySourceURLs":["https://api.ikoles.dev","https://api.ikoles.dev/openapi.json"],"id":"RWE-5502","relevance":{"id":"RWE-5502","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Filter trial-level summaries by condition,intervention,phase,status,results-posting dates; return sourceUrl,datasetVersion,source timestamp and endpoint labels.","evidenceLevel":"published-card","evidenceRefs":["https://api.ikoles.dev","https://api.ikoles.dev/openapi.json"],"reviewGroup":"clinical-trial-workflow"}},{"name":"https://stratalize.com","kind":"Research tool","category":"RWE Data & Analytics","summary":"get_cms_facility_benchmark returns HCRIS hospital cost benchmarks by bed size/state/type; get_cms_open_payments_profile aggregates physician/manufacturer payments byyear.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"CMS HCRIS costs and Open Payments profiles","workflowFit":["RWE Data & Analytics"],"capabilities":["get_cms_facility_benchmark returns HCRIS hospital cost benchmarks by bed size/state/type; get_cms_open_payments_profile aggregates physician/manufacturer payments byyear."],"limitation":"Only these two reviewed CMS components. Signed receipt proves neither epidemiologic validity nor current source accuracy; no billing-risk conclusions or finance/governance collection approval.","url":"https://stratalize.com","primarySourceURLs":["https://www.stratalize.com","https://www.stratalize.com/docs","https://www.stratalize.com/docs/tools"],"id":"RWE-5503","relevance":{"id":"RWE-5503","decision":"Core","rationale":"get_cms_facility_benchmark returns HCRIS hospital cost benchmarks by bed size/state/type; get_cms_open_payments_profile aggregates physician/manufacturer payments byyear. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"get_cms_facility_benchmark returns HCRIS hospital cost benchmarks by bed size/state/type; get_cms_open_payments_profile aggregates physician/manufacturer payments byyear. Limits: Only these two reviewed CMS components. Signed receipt proves neither epidemiologic validity nor current source accuracy; no billing-risk conclusions or finance/governance collection approval.","evidenceLevel":"published-card","evidenceRefs":["https://www.stratalize.com","https://www.stratalize.com/docs","https://www.stratalize.com/docs/tools"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"https://x402-api.aubr.ai","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Literature search jobs over unified biomedical/preprint/trial index, tagged fanout,accepted/rejectedreferences,source-scoped retrieval and citation quality metadata.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"literature retrieval and source-grounded research chat","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Literature search jobs over unified biomedical/preprint/trial index, tagged fanout,accepted/rejectedreferences,source-scoped retrieval and citation quality metadata."],"limitation":"Legacy sources allowlist explicitly ignored; use scope preprints/no-preprints/trials. Paid hosted service,returns/filterquality and encryption guarantees not runtimeverified. Longevity treatment recommendations excluded.","url":"https://x402-api.aubr.ai","primarySourceURLs":["https://x402-api.aubr.ai","https://x402-api.aubr.ai/docs","https://x402-api.aubr.ai/api/openapi"],"id":"RWE-5504","relevance":{"id":"RWE-5504","decision":"Core","rationale":"Retain the documented evidence function: Literature search jobs over unified biomedical/preprint/trial index, tagged fanout,accepted/rejectedreferences,source-scoped retrieval and citation quality metadata. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Literature search jobs over unified biomedical/preprint/trial index, tagged fanout,accepted/rejectedreferences,source-scoped retrieval and citation quality metadata.","evidenceLevel":"published-card","evidenceRefs":["https://x402-api.aubr.ai","https://x402-api.aubr.ai/docs","https://x402-api.aubr.ai/api/openapi"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bsml320/genevic","kind":"Research tool","category":"Biomedical & Bioinformatics","summary":"PGS database SQL/Python query and visualization; STRING interaction-network and Enrichr gene-set analysis; PubMed/Scholar/arXiv literature retrieval and CSV outputs.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bsml320/genevic","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["PGS database SQL/Python query and visualization; STRING interaction-network and Enrichr gene-set analysis; PubMed/Scholar/arXiv literature retrieval and CSV outputs."],"limitation":"Research prototype. Generated SQL/Python and genetic associations require review; no prediction of individual disease risk or clinical validation. Azure infrastructure claim is not product compliance certification. Author-linked anath2110/GENEVIC alias,not independently byte-identical.","url":"https://github.com/bsml320/genevic","primarySourceURLs":["https://raw.githubusercontent.com/bsml320/GENEVIC/HEAD/README.md","https://github.com/bsml320/GENEVIC"],"id":"RWE-5505","relevance":{"id":"RWE-5505","decision":"Core","rationale":"Retain the explicit scholarly retrieval component; PGS queries and molecular networks do not independently establish clinical outcomes relevance.","relevanceBasis":"PGS database SQL/Python query and visualization; STRING interaction-network and Enrichr gene-set analysis; PubMed/Scholar/arXiv literature retrieval and CSV outputs.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bsml320/GENEVIC/HEAD/README.md","https://github.com/bsml320/GENEVIC"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"bear96/gabm-epidemic","kind":"Research tool","category":"RWE Data & Analytics","summary":"GPT3.5persona decisions coupled to contact/infection/recovery simulation with configurable parameters and saved runs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bear96/gabm-epidemic","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["GPT3.5persona decisions coupled to contact/infection/recovery simulation with configurable parameters and saved runs."],"limitation":"Illustrative epidemic-behavior simulation,notvalidatedforecastorpolicy-effectestimate. README clone points older bear96/GABM; current downloaded README identity retained.","url":"https://github.com/bear96/gabm-epidemic","primarySourceURLs":["https://raw.githubusercontent.com/bear96/GABM-Epidemic/HEAD/README.md","https://github.com/bear96/GABM-Epidemic"],"id":"RWE-5507","relevance":{"id":"RWE-5507","decision":"Core","rationale":"GPT3.5persona decisions coupled to contact/infection/recovery simulation with configurable parameters and saved runs. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"GPT3.5persona decisions coupled to contact/infection/recovery simulation with configurable parameters and saved runs. Limits: Illustrative epidemic-behavior simulation,notvalidatedforecastorpolicy-effectestimate. README clone points older bear96/GABM; current downloaded README identity retained.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/bear96/GABM-Epidemic/HEAD/README.md","https://github.com/bear96/GABM-Epidemic"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"andybrandt/mcp-simple-arxiv","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"MCP searches arXiv with date/sort filters, paper metadata, abstracts and PDF-to-Markdown full text.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"andybrandt/mcp-simple-arxiv","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["MCP searches arXiv with date/sort filters, paper metadata, abstracts and PDF-to-Markdown full text."],"limitation":"arXiv coverage and PDF extraction quality; documentation only.","url":"https://github.com/andybrandt/mcp-simple-arxiv","primarySourceURLs":["https://raw.githubusercontent.com/andybrandt/mcp-simple-arxiv/HEAD/README.md","https://github.com/andybrandt/mcp-simple-arxiv"],"id":"RWE-5519","relevance":{"id":"RWE-5519","decision":"Core","rationale":"Retain the documented evidence function: MCP searches arXiv with date/sort filters, paper metadata, abstracts and PDF-to-Markdown full text. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"MCP searches arXiv with date/sort filters, paper metadata, abstracts and PDF-to-Markdown full text.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/andybrandt/mcp-simple-arxiv","https://raw.githubusercontent.com/andybrandt/mcp-simple-arxiv/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"takashiishida/arxiv-latex-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP exposes flattened arXiv LaTeX, abstracts, section lists and selected sections through arxiv-to-prompt.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"takashiishida/arxiv-latex-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP exposes flattened arXiv LaTeX, abstracts, section lists and selected sections through arxiv-to-prompt."],"limitation":"Requires available arXiv LaTeX; equation interpretation is not independently validated.","url":"https://github.com/takashiishida/arxiv-latex-mcp","primarySourceURLs":["https://raw.githubusercontent.com/takashiishida/arxiv-latex-mcp/HEAD/README.md","https://github.com/takashiishida/arxiv-latex-mcp"],"id":"RWE-5520","relevance":{"id":"RWE-5520","decision":"Core","rationale":"MCP exposes flattened arXiv LaTeX, abstracts, section lists and selected sections through arxiv-to-prompt. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"MCP exposes flattened arXiv LaTeX, abstracts, section lists and selected sections through arxiv-to-prompt. Limits: Requires available arXiv LaTeX; equation interpretation is not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/takashiishida/arxiv-latex-mcp/HEAD/README.md","https://github.com/takashiishida/arxiv-latex-mcp"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"kaliaboi/mcp-zotero","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"MCP lists Zotero collections/items, searches library, retrieves paper details and recent additions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kaliaboi/mcp-zotero","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["MCP lists Zotero collections/items, searches library, retrieves paper details and recent additions."],"limitation":"Requires Zotero API key and user library access.","url":"https://github.com/kaliaboi/mcp-zotero","primarySourceURLs":["https://raw.githubusercontent.com/kaliaboi/mcp-zotero/HEAD/README.md","https://github.com/kaliaboi/mcp-zotero"],"id":"RWE-5521","relevance":{"id":"RWE-5521","decision":"Core","rationale":"Retain the documented evidence function: MCP lists Zotero collections/items, searches library, retrieves paper details and recent additions. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"MCP lists Zotero collections/items, searches library, retrieves paper details and recent additions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kaliaboi/mcp-zotero","https://raw.githubusercontent.com/kaliaboi/mcp-zotero/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"wanshuiyin/anti-autoresearch","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Eleven agent skills audit scientific submissions using span-anchored evidence ledgers, numeric consistency/statcheck-style checks, citation/claim review and deterministic reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wanshuiyin/anti-autoresearch","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Eleven agent skills audit scientific submissions using span-anchored evidence ledgers, numeric consistency/statcheck-style checks, citation/claim review and deterministic reports."],"limitation":"Flags support reviewer inspection and do not establish misconduct or scientific truth; no runtime audit.","url":"https://github.com/wanshuiyin/anti-autoresearch","primarySourceURLs":["https://raw.githubusercontent.com/wanshuiyin/Anti-Autoresearch/HEAD/README.md","https://github.com/wanshuiyin/Anti-Autoresearch"],"id":"RWE-5527","relevance":{"id":"RWE-5527","decision":"Core","rationale":"Retain the documented evidence function: Eleven agent skills audit scientific submissions using span-anchored evidence ledgers, numeric consistency/statcheck-style checks, citation/claim review and deterministic reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Eleven agent skills audit scientific submissions using span-anchored evidence ledgers, numeric consistency/statcheck-style checks, citation/claim review and deterministic reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wanshuiyin/anti-autoresearch","https://raw.githubusercontent.com/wanshuiyin/Anti-Autoresearch/HEAD/README.md","https://github.com/wanshuiyin/Anti-Autoresearch"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dubaoxu/distillation-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Packaged academic-research-skills provides deep literature review, Semantic Scholar/OpenAlex/Crossref citation verification, manuscript writing and multi-reviewer workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dubaoxu/distillation-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Packaged academic-research-skills provides deep literature review, Semantic Scholar/OpenAlex/Crossref citation verification, manuscript writing and multi-reviewer workflows."],"limitation":"Bundled upstream Imbad0202/academic-research-skills attribution required; other personality/control packages not approved.","url":"https://github.com/dubaoxu/distillation-skills","primarySourceURLs":["https://raw.githubusercontent.com/Dubaoxu/distillation-skills/HEAD/README.md","https://github.com/Dubaoxu/distillation-skills"],"id":"RWE-5534","relevance":{"id":"RWE-5534","decision":"Core","rationale":"Retain the documented evidence function: Deep literature review and citation verification; generic personality and manuscript packages excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Deep literature review and citation verification; generic personality and manuscript packages excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dubaoxu/distillation-skills","https://raw.githubusercontent.com/Dubaoxu/distillation-skills/HEAD/README.md","https://github.com/Dubaoxu/distillation-skills"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"xiaofengshi/spar","kind":"Research benchmark","category":"Literature & Evidence Synthesis","summary":"SPAR scholarly search agents decompose queries, explore citations and rerank results across arXiv/OpenAlex/PubMed with benchmark labels.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xiaofengshi/spar","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["SPAR scholarly search agents decompose queries, explore citations and rerank results across arXiv/OpenAlex/PubMed with benchmark labels."],"limitation":"External model/search credentials; retrieval performance not replicated.","url":"https://github.com/xiaofengshi/spar","primarySourceURLs":["https://raw.githubusercontent.com/xiaofengShi/SPAR/HEAD/README.md","https://github.com/xiaofengShi/SPAR"],"id":"RWE-5541","relevance":{"id":"RWE-5541","decision":"Core","rationale":"Retain the documented evidence function: SPAR scholarly search agents decompose queries, explore citations and rerank results across arXiv/OpenAlex/PubMed with benchmark labels. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"SPAR scholarly search agents decompose queries, explore citations and rerank results across arXiv/OpenAlex/PubMed with benchmark labels.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xiaofengshi/spar","https://raw.githubusercontent.com/xiaofengShi/SPAR/HEAD/README.md","https://github.com/xiaofengShi/SPAR"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mtilyxuegao/paperpilot","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"PaperPilot induces and executes editable paper-search DAGs with keyword/citation expansion, filtering, scoring, reranking and evidence extraction.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mtilyxuegao/paperpilot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PaperPilot induces and executes editable paper-search DAGs with keyword/citation expansion, filtering, scoring, reranking and evidence extraction."],"limitation":"Initial release excludes web frontend and training infrastructure; scope is executable search components, not unreleased training.","url":"https://github.com/mtilyxuegao/paperpilot","primarySourceURLs":["https://raw.githubusercontent.com/mtilyxuegao/PaperPilot/HEAD/README.md","https://github.com/mtilyxuegao/PaperPilot"],"id":"RWE-5542","relevance":{"id":"RWE-5542","decision":"Core","rationale":"Retain the documented evidence function: PaperPilot induces and executes editable paper-search DAGs with keyword/citation expansion, filtering, scoring, reranking and evidence extraction. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PaperPilot induces and executes editable paper-search DAGs with keyword/citation expansion, filtering, scoring, reranking and evidence extraction.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mtilyxuegao/paperpilot","https://raw.githubusercontent.com/mtilyxuegao/PaperPilot/HEAD/README.md","https://github.com/mtilyxuegao/PaperPilot"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sandbaseai/sandbase-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"SandBase academic-research/academic-trend-research and multi-source-search skills retrieve scholarly papers, explain findings and cross-check sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sandbaseai/sandbase-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["SandBase academic-research/academic-trend-research and multi-source-search skills retrieve scholarly papers, explain findings and cross-check sources."],"limitation":"Scope restricted to named research skills; optional SandBase services and host search access needed.","url":"https://github.com/sandbaseai/sandbase-skills","primarySourceURLs":["https://raw.githubusercontent.com/sandbaseai/sandbase-skills/HEAD/README.md","https://github.com/sandbaseai/sandbase-skills"],"id":"RWE-5558","relevance":{"id":"RWE-5558","decision":"Core","rationale":"Retain the documented evidence function: SandBase academic-research/academic-trend-research and multi-source-search skills retrieve scholarly papers, explain findings and cross-check sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"SandBase academic-research/academic-trend-research and multi-source-search skills retrieve scholarly papers, explain findings and cross-check sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sandbaseai/sandbase-skills","https://raw.githubusercontent.com/sandbaseai/sandbase-skills/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"rohit43/gptmedcode","kind":"Research tool","category":"OMOP & terminology","summary":"GptMedCode R prompts generate ICD-9/10, SNOMED, RxNorm and LOINC candidates and compare ICD-10 with NLM clinical tables.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rohit43/gptmedcode","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["GptMedCode R prompts generate ICD-9/10, SNOMED, RxNorm and LOINC candidates and compare ICD-10 with NLM clinical tables."],"limitation":"Legacy text-davinci-003 dependency; generated terminology codes require manual verification and current runtime compatibility untested.","url":"https://github.com/rohit43/gptmedcode","primarySourceURLs":["https://raw.githubusercontent.com/rohit43/gptmedcode/HEAD/README.md","https://github.com/rohit43/gptmedcode"],"id":"RWE-5564","relevance":{"id":"RWE-5564","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"GptMedCode R prompts generate ICD-9/10, SNOMED, RxNorm and LOINC candidates and compare ICD-10 with NLM clinical tables.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rohit43/gptmedcode/HEAD/README.md","https://github.com/rohit43/gptmedcode"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"hughyau/neuroforge-skills","kind":"Research tool","category":"RWE Data & Analytics","summary":"NeuroForge packages neuroscience coding skills for MNE electrophysiology preprocessing/time-frequency/source analysis, Nilearn neuroimaging and Brian2 neuronal simulations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hughyau/neuroforge-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["NeuroForge packages neuroscience coding skills for MNE electrophysiology preprocessing/time-frequency/source analysis, Nilearn neuroimaging and Brian2 neuronal simulations."],"limitation":"Generated framework assets tied to specified library versions; analysis snippets and scientific parameters not independently verified.","url":"https://github.com/hughyau/neuroforge-skills","primarySourceURLs":["https://raw.githubusercontent.com/HughYau/neuroforge-skills/HEAD/README.md","https://github.com/HughYau/neuroforge-skills"],"id":"RWE-5566","relevance":{"id":"RWE-5566","decision":"Core","rationale":"NeuroForge packages neuroscience coding skills for MNE electrophysiology preprocessing/time-frequency/source analysis, Nilearn neuroimaging and Brian2 neuronal…. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"NeuroForge packages neuroscience coding skills for MNE electrophysiology preprocessing/time-frequency/source analysis, Nilearn neuroimaging and Brian2 neuronal simulations. Limits: Generated framework assets tied to specified library versions; analysis snippets and scientific parameters not independently verified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/HughYau/neuroforge-skills/HEAD/README.md","https://github.com/HughYau/neuroforge-skills"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"haoxuanlithuai/awesome_cognitive_and_neuroscience_skills","kind":"Research tool","category":"RWE Data & Analytics","summary":"Cognitive/neuroscience skills include EEG preprocessing, ERP statistics, MNE/fMRI workflows and spike-sorting analysis procedures for conversational coding agents.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"haoxuanlithuai/awesome_cognitive_and_neuroscience_skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Cognitive/neuroscience skills include EEG preprocessing, ERP statistics, MNE/fMRI workflows and spike-sorting analysis procedures for conversational coding agents."],"limitation":"AI-generated methods explicitly not individually domain-expert verified; numerical parameters and citations require checking.","url":"https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills","primarySourceURLs":["https://raw.githubusercontent.com/HaoxuanLiTHUAI/awesome_cognitive_and_neuroscience_skills/HEAD/README.md","https://github.com/HaoxuanLiTHUAI/awesome_cognitive_and_neuroscience_skills"],"id":"RWE-5567","relevance":{"id":"RWE-5567","decision":"Core","rationale":"Cognitive/neuroscience skills include EEG preprocessing, ERP statistics, MNE/fMRI workflows and spike-sorting analysis procedures for conversational coding agents. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"Cognitive/neuroscience skills include EEG preprocessing, ERP statistics, MNE/fMRI workflows and spike-sorting analysis procedures for conversational coding agents. Limits: AI-generated methods explicitly not individually domain-expert verified; numerical parameters and citations require checking.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/HaoxuanLiTHUAI/awesome_cognitive_and_neuroscience_skills/HEAD/README.md","https://github.com/HaoxuanLiTHUAI/awesome_cognitive_and_neuroscience_skills"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"2s-io/sdk","kind":"MCP server","category":"OMOP & terminology","summary":"2s.io MCP/SDK exposes clinical trials, medical terminology, hospital/provider data and arXiv/PubMed/Semantic Scholar multi-source paper search.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"2s-io/sdk","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["2s.io MCP/SDK exposes clinical trials, medical terminology, hospital/provider data and arXiv/PubMed/Semantic Scholar multi-source paper search."],"limitation":"Scope limited to named health/scholarly endpoints; paid external APIs and endpoint availability not runtime-tested.","url":"https://github.com/2s-io/sdk","primarySourceURLs":["https://raw.githubusercontent.com/2s-io/sdk/HEAD/README.md","https://github.com/2s-io/sdk"],"id":"RWE-5568","relevance":{"id":"RWE-5568","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"2s.io MCP/SDK exposes clinical trials, medical terminology, hospital/provider data and arXiv/PubMed/Semantic Scholar multi-source paper search.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/2s-io/sdk/HEAD/README.md","https://github.com/2s-io/sdk"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"gtcc777/pulsenetwork-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PulseNetwork nutripulse vertical supplies PubMed nutrition synthesis and supplement evidence through MCP discovery/query interface.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gtcc777/pulsenetwork-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PulseNetwork nutripulse vertical supplies PubMed nutrition synthesis and supplement evidence through MCP discovery/query interface."],"limitation":"Only nutripulse evidence component approved; paid x402 service, synthesis accuracy unverified.","url":"https://github.com/gtcc777/pulsenetwork-mcp","primarySourceURLs":["https://raw.githubusercontent.com/GTCC777/pulsenetwork-mcp/HEAD/README.md","https://github.com/GTCC777/pulsenetwork-mcp"],"id":"RWE-5569","relevance":{"id":"RWE-5569","decision":"Core","rationale":"Retain the documented evidence function: PulseNetwork nutripulse vertical supplies PubMed nutrition synthesis and supplement evidence through MCP discovery/query interface. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PulseNetwork nutripulse vertical supplies PubMed nutrition synthesis and supplement evidence through MCP discovery/query interface.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/gtcc777/pulsenetwork-mcp","https://raw.githubusercontent.com/GTCC777/pulsenetwork-mcp/HEAD/README.md","https://github.com/GTCC777/pulsenetwork-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"codeislaw101/katzilla","kind":"MCP server","category":"Pharmacovigilance & safety","summary":"Katzilla official MCP/agent SDK docs expose CDC/WHO health data, openFDA recalls/adverse events, ClinicalTrials.gov, PubChem/RxNorm and CMS provider data.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"codeislaw101/katzilla","website":"GitHub","packages":"@katzilla/mcp / health actions","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Katzilla official MCP/agent SDK docs expose CDC/WHO health data, openFDA recalls/adverse events, ClinicalTrials.gov, PubChem/RxNorm and CMS provider data."],"limitation":"Original GitHub unavailable; approve hosted/package documentation scope only, API key/upstream coverage and quality not runtime-tested.","url":"https://github.com/codeislaw101/katzilla","primarySourceURLs":["https://katzilla.dev/docs","https://github.com/codeislaw101/katzilla"],"id":"RWE-5570","relevance":{"id":"RWE-5570","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Katzilla official MCP/agent SDK docs expose CDC/WHO health data, openFDA recalls/adverse events, ClinicalTrials.gov, PubChem/RxNorm and CMS provider data.","evidenceLevel":"published-card","evidenceRefs":["https://katzilla.dev/docs","https://github.com/codeislaw101/katzilla"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"mikeypetrillo/agent402","kind":"MCP server","category":"Regulatory & Product Data","summary":"Agent402 MCP service includes openFDA-backed drug/food/device recall reports with source appendices.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mikeypetrillo/agent402","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Agent402 MCP service includes openFDA-backed drug/food/device recall reports with source appendices."],"limitation":"Scope limited to FDA evidence component; paid external routes and completeness not verified.","url":"https://github.com/mikeypetrillo/agent402","primarySourceURLs":["https://raw.githubusercontent.com/MikeyPetrillo/Agent402/HEAD/README.md","https://github.com/MikeyPetrillo/Agent402"],"id":"RWE-5571","relevance":{"id":"RWE-5571","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Agent402 MCP service includes openFDA-backed drug/food/device recall reports with source appendices.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/MikeyPetrillo/Agent402/HEAD/README.md","https://github.com/MikeyPetrillo/Agent402"],"reviewGroup":"health-product-and-safety-data"}},{"name":"princegabriel-lgtm/freshcontext-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"FreshContext MCP includes extract_scholar and extract_arxiv reference adapters plus caller-supplied academic context/citation-check scoring.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"princegabriel-lgtm/freshcontext-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["FreshContext MCP includes extract_scholar and extract_arxiv reference adapters plus caller-supplied academic context/citation-check scoring."],"limitation":"Core evaluate_context does not fetch sources; local adapter and hosted interfaces differ; freshness score is not factual validity.","url":"https://github.com/princegabriel-lgtm/freshcontext-mcp","primarySourceURLs":["https://raw.githubusercontent.com/PrinceGabriel-lgtm/freshcontext-mcp/HEAD/README.md","https://github.com/PrinceGabriel-lgtm/freshcontext-mcp"],"id":"RWE-5575","relevance":{"id":"RWE-5575","decision":"Core","rationale":"Retain the documented evidence function: FreshContext MCP includes extract_scholar and extract_arxiv reference adapters plus caller-supplied academic context/citation-check scoring. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"FreshContext MCP includes extract_scholar and extract_arxiv reference adapters plus caller-supplied academic context/citation-check scoring.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/princegabriel-lgtm/freshcontext-mcp","https://raw.githubusercontent.com/PrinceGabriel-lgtm/freshcontext-mcp/HEAD/README.md","https://github.com/PrinceGabriel-lgtm/freshcontext-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hug0x0/mcp-reunion","kind":"MCP server","category":"Public health & surveillance","summary":"Réunion open-data MCP retrieves COVID/pathology statistics, health-provider/FINESS records and commune/IRIS population and deprivation indicators.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hug0x0/mcp-reunion","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Réunion open-data MCP retrieves COVID/pathology statistics, health-provider/FINESS records and commune/IRIS population and deprivation indicators."],"limitation":"Local geographic/time coverage; data retrieval does not estimate causal health effects.","url":"https://github.com/hug0x0/mcp-reunion","primarySourceURLs":["https://raw.githubusercontent.com/Hug0x0/mcp-reunion/HEAD/README.md","https://github.com/Hug0x0/mcp-reunion"],"id":"RWE-5577","relevance":{"id":"RWE-5577","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Réunion open-data MCP retrieves COVID/pathology statistics, health-provider/FINESS records and commune/IRIS population and deprivation indicators.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Hug0x0/mcp-reunion/HEAD/README.md","https://github.com/Hug0x0/mcp-reunion"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"avisangle/calculator-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Calculator MCP exposes descriptive statistics, percentile and unit conversion tools with numeric input schemas.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"avisangle/calculator-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Calculator MCP exposes descriptive statistics, percentile and unit conversion tools with numeric input schemas."],"limitation":"No runtime or numerical-method audit; tool outputs require appropriate study assumptions and independent review.","url":"https://github.com/avisangle/calculator-server","primarySourceURLs":["https://raw.githubusercontent.com/avisangle/calculator-server/HEAD/README.md"],"id":"RWE-5578","relevance":{"id":"RWE-5578","decision":"Core","rationale":"Calculator MCP exposes descriptive statistics, percentile and unit conversion tools with numeric input schemas. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"Calculator MCP exposes descriptive statistics, percentile and unit conversion tools with numeric input schemas. Limits: No runtime or numerical-method audit; tool outputs require appropriate study assumptions and independent review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/avisangle/calculator-server/HEAD/README.md"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"fantasylab-ai/aurora","kind":"MCP server","category":"RWE Data & Analytics","summary":"Reviewed components: FantasyLab-ai/aurora: Aurora provides file-to-quantitative-analysis and MCP access to computed anomalies, methods and evidence panels.; io.github.FantasyLab-ai/aurora: Quantitative research artifact retrieval and provenance inspection.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fantasylab-ai/aurora","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["FantasyLab-ai/aurora: Aurora provides file-to-quantitative-analysis and MCP access to computed anomalies, methods and evidence panels.","io.github.FantasyLab-ai/aurora: Quantitative research artifact retrieval and provenance inspection."],"limitation":"FantasyLab-ai/aurora: Approval covers documented computational analysis interface; zero-fabrication and physical-law verification marketing claims are not established by this review. io.github.FantasyLab-ai/aurora: Approve artifact inspection only; relationship propagation is not identified causal treatment-effect estimation or validated clinical forecasting.","url":"https://github.com/fantasylab-ai/aurora","primarySourceURLs":["https://raw.githubusercontent.com/FantasyLab-ai/aurora/HEAD/README.md","https://github.com/FantasyLab-ai/aurora"],"id":"RWE-5579","relevance":{"id":"RWE-5579","decision":"Core","rationale":"FantasyLab-ai/aurora: Aurora provides file-to-quantitative-analysis and MCP access to computed anomalies, methods and evidence panels.;…. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"Reviewed components: FantasyLab-ai/aurora: Aurora provides file-to-quantitative-analysis and MCP access to computed anomalies, methods and evidence panels.; io.github.FantasyLab-ai/aurora: Quantitative research artifact retrieval and provenance inspection. Limits: FantasyLab-ai/aurora: Approval covers documented computational analysis interface; zero-fabrication and physical-law verification marketing claims are not established by this review. io.github.FantasyLab-ai/aurora: Approve artifact inspection only; relationship propagation is not identified causal treatment-effect estimation or validated clinical forecasting.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/FantasyLab-ai/aurora/HEAD/README.md","https://github.com/FantasyLab-ai/aurora"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"mrnh/rigor","kind":"MCP server","category":"RWE Data & Analytics","summary":"Rigor exposes statistical tests, correlations, regression, effect sizes, power and multiple-comparison functions through MCP and a test-selection helper.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mrnh/rigor","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Rigor exposes statistical tests, correlations, regression, effect sizes, power and multiple-comparison functions through MCP and a test-selection helper."],"limitation":"No runtime or numerical-method audit; tool outputs require appropriate study assumptions and independent review.","url":"https://github.com/mrnh/rigor","primarySourceURLs":["https://raw.githubusercontent.com/mrnh/rigor/HEAD/README.md"],"id":"RWE-5580","relevance":{"id":"RWE-5580","decision":"Core","rationale":"Rigor exposes statistical tests, correlations, regression, effect sizes, power and multiple-comparison functions through MCP and a test-selection helper. The actual contract supplies explicit health research data, meta-analysis/statistical computation, epidemic simulation or identifiable clinical signal/data analysis; modelling and validation limits remain.","relevanceBasis":"Rigor exposes statistical tests, correlations, regression, effect sizes, power and multiple-comparison functions through MCP and a test-selection helper. Limits: No runtime or numerical-method audit; tool outputs require appropriate study assumptions and independent review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mrnh/rigor/HEAD/README.md"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"thecimal/quantified-self-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Quantified Self MCP reads local personal-health metrics by date and exposes metric schemas and daily resources.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thecimal/quantified-self-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Quantified Self MCP reads local personal-health metrics by date and exposes metric schemas and daily resources."],"limitation":"Personal metric access only; not validated population inference. Cloud clients may receive returned data despite local storage.","url":"https://github.com/thecimal/quantified-self-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Thecimal/quantified-self-mcp/HEAD/README.md"],"id":"RWE-5581","relevance":{"id":"RWE-5581","decision":"Core","rationale":"Quantified Self MCP reads local personal-health metrics by date and exposes metric schemas and daily resources. The selected function retrieves, extracts or structures explicit clinical records, health measurements or medication references; no clinical accuracy or causal inference is implied.","relevanceBasis":"Quantified Self MCP reads local personal-health metrics by date and exposes metric schemas and daily resources. Limits: Personal metric access only; not validated population inference. Cloud clients may receive returned data despite local storage.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Thecimal/quantified-self-mcp/HEAD/README.md"],"reviewGroup":"clinical-record-measurement-access"}},{"name":"pallaprolus/mendeley-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Mendeley MCP searches a reference library/catalog, retrieves DOI metadata, annotations and attached PDF text, and exports BibTeX.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pallaprolus/mendeley-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Mendeley MCP searches a reference library/catalog, retrieves DOI metadata, annotations and attached PDF text, and exports BibTeX."],"limitation":"Account/API access required; retrieval and metadata workflow only, not validated evidence synthesis or legal/clinical judgment.","url":"https://github.com/pallaprolus/mendeley-mcp","primarySourceURLs":["https://raw.githubusercontent.com/pallaprolus/mendeley-mcp/HEAD/README.md"],"id":"RWE-5582","relevance":{"id":"RWE-5582","decision":"Core","rationale":"Mendeley MCP searches a reference library/catalog, retrieves DOI metadata, annotations and attached PDF text, and exports BibTeX. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"Mendeley MCP searches a reference library/catalog, retrieves DOI metadata, annotations and attached PDF text, and exports BibTeX. Limits: Account/API access required; retrieval and metadata workflow only, not validated evidence synthesis or legal/clinical judgment.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pallaprolus/mendeley-mcp/HEAD/README.md"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"liyux3/scholar-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Reviewed components: Liyux3/scholar-mcp: Scholar MCP searches scholarly sources, retrieves paper metadata/text and builds bounded citation graphs and reference-library exports.; Scholar MCP: Pinned server registers paper search, citation traversal and full-text/library tools with literature-workflow skill.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"liyux3/scholar-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Liyux3/scholar-mcp: Scholar MCP searches scholarly sources, retrieves paper metadata/text and builds bounded citation graphs and reference-library exports.","Scholar MCP: Pinned server registers paper search, citation traversal and full-text/library tools with literature-workflow skill."],"limitation":"Liyux3/scholar-mcp: Documentation-level interface review only; no runtime test, source-coverage guarantee or clinical validation. Scholar MCP: Pinned server registers paper search, citation traversal and full-text/library tools with literature-workflow skill. Coverage, generated synthesis and citation entailment not validated; deduplicate shared project as one card.","url":"https://github.com/liyux3/scholar-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Liyux3/scholar-mcp/HEAD/README.md","https://github.com/Liyux3/scholar-mcp"],"id":"RWE-5584","relevance":{"id":"RWE-5584","decision":"Core","rationale":"Retain the documented evidence function: Reviewed components: Liyux3/scholar-mcp: Scholar MCP searches scholarly sources, retrieves paper metadata/text and builds bounded citation graphs and reference-library exports.; Scholar MCP: Pinned server registers paper search, citation traversal and full-text/library tools with literature-workflow skill. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Reviewed components: Liyux3/scholar-mcp: Scholar MCP searches scholarly sources, retrieves paper metadata/text and builds bounded citation graphs and reference-library exports.; Scholar MCP: Pinned server registers paper search, citation traversal and full-text/library tools with literature-workflow skill.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/liyux3/scholar-mcp","https://raw.githubusercontent.com/Liyux3/scholar-mcp/HEAD/README.md","https://github.com/Liyux3/scholar-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"michaelellis003/paperboy","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Paperboy resolves scholarly references, maintains a Zotero reading queue and sends available files to an e-reader.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"michaelellis003/paperboy","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paperboy resolves scholarly references, maintains a Zotero reading queue and sends available files to an e-reader."],"limitation":"Documentation-level interface review only; no runtime test, source-coverage guarantee or clinical validation.","url":"https://github.com/michaelellis003/paperboy","primarySourceURLs":["https://raw.githubusercontent.com/michaelellis003/paperboy/HEAD/README.md"],"id":"RWE-5585","relevance":{"id":"RWE-5585","decision":"Core","rationale":"Retain the documented evidence function: Paperboy resolves scholarly references, maintains a Zotero reading queue and sends available files to an e-reader. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paperboy resolves scholarly references, maintains a Zotero reading queue and sends available files to an e-reader.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/michaelellis003/paperboy","https://raw.githubusercontent.com/michaelellis003/paperboy/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nangman-infra/touch-browser","kind":"Research tool","category":"RWE Data & Analytics","summary":"Touch-browser collects page-local claim support/contradiction snippets and replayable source-linked research sessions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nangman-infra/touch-browser","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Touch-browser collects page-local claim support/contradiction snippets and replayable source-linked research sessions."],"limitation":"Page-local semantic/NLI support verdicts are evidence-navigation aids, not cross-source factual verification.","url":"https://github.com/nangman-infra/touch-browser","primarySourceURLs":["https://raw.githubusercontent.com/nangman-infra/touch-browser/HEAD/README.md"],"id":"RWE-5586","relevance":{"id":"RWE-5586","decision":"Core","rationale":"Touch-browser collects page-local claim support/contradiction snippets and replayable source-linked research sessions. The selected function retrieves or extracts scholarly/clinical source evidence with provenance; model summaries/grades and source completeness are not validated.","relevanceBasis":"Touch-browser collects page-local claim support/contradiction snippets and replayable source-linked research sessions. Limits: Page-local semantic/NLI support verdicts are evidence-navigation aids, not cross-source factual verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nangman-infra/touch-browser/HEAD/README.md"],"reviewGroup":"scholarly-clinical-source-evidence"}},{"name":"tushariitr-19/patents-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Patents MCP queries Google Patents BigQuery records and returns patent details and claims.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tushariitr-19/patents-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Patents MCP queries Google Patents BigQuery records and returns patent details and claims."],"limitation":"Documentation-level interface review only; no runtime test, source-coverage guarantee or clinical validation.","url":"https://github.com/tushariitr-19/patents-mcp","primarySourceURLs":["https://raw.githubusercontent.com/tushariitr-19/patents-mcp/HEAD/README.md"],"id":"RWE-5587","relevance":{"id":"RWE-5587","decision":"Core","rationale":"Patents MCP queries Google Patents BigQuery records and returns patent details and claims. The actual selected function retrieves/extracts source evidence or supports appraisal/search with provenance; generated interpretations and completeness are not validated.","relevanceBasis":"Patents MCP queries Google Patents BigQuery records and returns patent details and claims. Limits: Documentation-level interface review only; no runtime test, source-coverage guarantee or clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/tushariitr-19/patents-mcp/HEAD/README.md"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"ygao2005/scholar-feed-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Scholar Feed searches arXiv-oriented papers, retrieves metadata/BibTeX/fulltext sections and traverses citations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ygao2005/scholar-feed-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholar Feed searches arXiv-oriented papers, retrieves metadata/BibTeX/fulltext sections and traverses citations."],"limitation":"Model-generated novelty scores and citation popularity must not be treated as study validity or unbiased evidence-selection criteria.","url":"https://github.com/ygao2005/scholar-feed-mcp","primarySourceURLs":["https://raw.githubusercontent.com/YGao2005/scholar-feed-mcp/HEAD/README.md"],"id":"RWE-5588","relevance":{"id":"RWE-5588","decision":"Core","rationale":"Retain the documented evidence function: Scholar Feed searches arXiv-oriented papers, retrieves metadata/BibTeX/fulltext sections and traverses citations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholar Feed searches arXiv-oriented papers, retrieves metadata/BibTeX/fulltext sections and traverses citations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ygao2005/scholar-feed-mcp","https://raw.githubusercontent.com/YGao2005/scholar-feed-mcp/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sparkit-science/sparkit-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"SPARKIT MCP submits scientific questions to a hosted research job and retrieves cited Markdown reports and status.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sparkit-science/sparkit-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["SPARKIT MCP submits scientific questions to a hosted research job and retrieves cited Markdown reports and status."],"limitation":"Documentation-level interface review only; no runtime test, source-coverage guarantee or clinical validation.","url":"https://github.com/sparkit-science/sparkit-mcp","primarySourceURLs":["https://raw.githubusercontent.com/SPARKIT-science/sparkit-mcp/HEAD/README.md"],"id":"RWE-5589","relevance":{"id":"RWE-5589","decision":"Core","rationale":"SPARKIT MCP submits scientific questions to a hosted research job and retrieves cited Markdown reports and status. The actual selected function retrieves/extracts source evidence or supports appraisal/search with provenance; generated interpretations and completeness are not validated.","relevanceBasis":"SPARKIT MCP submits scientific questions to a hosted research job and retrieves cited Markdown reports and status. Limits: Documentation-level interface review only; no runtime test, source-coverage guarantee or clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SPARKIT-science/sparkit-mcp/HEAD/README.md"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"selfpy/science-ai-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Science AI MCP exposes cross-source publication identity checking and journal lookup; only bibliographic retrieval aspects approved.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"selfpy/science-ai-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Science AI MCP exposes cross-source publication identity checking and journal lookup; only bibliographic retrieval aspects approved."],"limitation":"Hold pre_check_paper acceptance probabilities derived from local FTS5: no calibration evidence. AI peer review, writer and gap claims remain unapproved.","url":"https://github.com/selfpy/science-ai-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/SelfPy/science-ai-mcp-server/HEAD/README.md"],"id":"RWE-5590","relevance":{"id":"RWE-5590","decision":"Core","rationale":"Retain the documented evidence function: Science AI MCP exposes cross-source publication identity checking and journal lookup; only bibliographic retrieval aspects approved. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Science AI MCP exposes cross-source publication identity checking and journal lookup; only bibliographic retrieval aspects approved.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/selfpy/science-ai-mcp-server","https://raw.githubusercontent.com/SelfPy/science-ai-mcp-server/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"deadletterq/mcp-opennutrition","kind":"MCP server","category":"RWE Data & Analytics","summary":"OpenNutrition MCP retrieves food records and nutrient data by name, ID or barcode.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"deadletterq/mcp-opennutrition","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["OpenNutrition MCP retrieves food records and nutrient data by name, ID or barcode."],"limitation":"Documentation-level interface review only; no runtime test, source-coverage guarantee or clinical validation.","url":"https://github.com/deadletterq/mcp-opennutrition","primarySourceURLs":["https://raw.githubusercontent.com/deadletterq/mcp-opennutrition/HEAD/README.md"],"id":"RWE-5591","relevance":{"id":"RWE-5591","decision":"Core","rationale":"OpenNutrition MCP retrieves food records and nutrient data by name, ID or barcode. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"OpenNutrition MCP retrieves food records and nutrient data by name, ID or barcode. Limits: Documentation-level interface review only; no runtime test, source-coverage guarantee or clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/deadletterq/mcp-opennutrition/HEAD/README.md"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"bartonguestier1725-collab/scout-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Scout MCP exposes arxiv_search and semantic_scholar_search; only these academic-source components approved.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bartonguestier1725-collab/scout-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scout MCP exposes arxiv_search and semantic_scholar_search; only these academic-source components approved."],"limitation":"Documentation-level interface review only; no runtime test, source-coverage guarantee or clinical validation.","url":"https://github.com/bartonguestier1725-collab/scout-mcp","primarySourceURLs":["https://raw.githubusercontent.com/bartonguestier1725-collab/scout-mcp/HEAD/README.md"],"id":"RWE-5592","relevance":{"id":"RWE-5592","decision":"Core","rationale":"Retain the documented evidence function: Scout MCP exposes arxiv_search and semantic_scholar_search; only these academic-source components approved. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scout MCP exposes arxiv_search and semantic_scholar_search; only these academic-source components approved.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bartonguestier1725-collab/scout-mcp","https://raw.githubusercontent.com/bartonguestier1725-collab/scout-mcp/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nasseralbusaidi/macrofactor-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Reviewed components: NasserAlbusaidi/macrofactor-mcp: MacroFactor MCP imports manual nutrition exports and overlapping Garmin records for descriptive summaries and observational correlations.; io.github.NasserAlbusaidi/macrofactor-mcp: Repository documents local MacroFactor export import with optional Garmin records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nasseralbusaidi/macrofactor-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["NasserAlbusaidi/macrofactor-mcp: MacroFactor MCP imports manual nutrition exports and overlapping Garmin records for descriptive summaries and observational correlations.","io.github.NasserAlbusaidi/macrofactor-mcp: Repository documents local MacroFactor export import with optional Garmin records."],"limitation":"NasserAlbusaidi/macrofactor-mcp: No causal inference or recovery/treatment recommendation endorsement. Correlations and deviation thresholds are descriptive heuristics. io.github.NasserAlbusaidi/macrofactor-mcp: Repository documents local MacroFactor export import with optional Garmin records. Limit card to combined recorded nutrition/training data; recovery judgments and fueling recommendations not scientifically validated.","url":"https://github.com/nasseralbusaidi/macrofactor-mcp","primarySourceURLs":["https://raw.githubusercontent.com/NasserAlbusaidi/macrofactor-mcp/HEAD/README.md","https://github.com/NasserAlbusaidi/macrofactor-mcp"],"id":"RWE-5593","relevance":{"id":"RWE-5593","decision":"Core","rationale":"NasserAlbusaidi/macrofactor-mcp: MacroFactor MCP imports manual nutrition exports and overlapping Garmin records for descriptive summaries and observational…. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"Reviewed components: NasserAlbusaidi/macrofactor-mcp: MacroFactor MCP imports manual nutrition exports and overlapping Garmin records for descriptive summaries and observational correlations.; io.github.NasserAlbusaidi/macrofactor-mcp: Repository documents local MacroFactor export import with optional Garmin records. Limits: NasserAlbusaidi/macrofactor-mcp: No causal inference or recovery/treatment recommendation endorsement. Correlations and deviation thresholds are descriptive heuristics. io.github.NasserAlbusaidi/macrofactor-mcp: Repository documents local MacroFactor export import with optional Garmin records. Limit card to combined recorded nutrition/training data; recovery judgments and fueling recommendations not scientifically validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/NasserAlbusaidi/macrofactor-mcp/HEAD/README.md","https://github.com/NasserAlbusaidi/macrofactor-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"partymola/google-health-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Reviewed components: partymola/google-health-mcp: Google-health MCP synchronizes wearable health data to local cache and provides metric retrieval and period aggregates.; io.github.partymola/google-health-mcp: Repository documents Google Health sync to SQLite, offline records and descriptive trends including optional ECG waveform.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"partymola/google-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["partymola/google-health-mcp: Google-health MCP synchronizes wearable health data to local cache and provides metric retrieval and period aggregates.","io.github.partymola/google-health-mcp: Repository documents Google Health sync to SQLite, offline records and descriptive trends including optional ECG waveform."],"limitation":"partymola/google-health-mcp: Documentation-level interface review only; no runtime test, source-coverage guarantee or clinical validation. io.github.partymola/google-health-mcp: Repository documents Google Health sync to SQLite, offline records and descriptive trends including optional ECG waveform. Upstream permissions and field coverage vary; no diagnostic interpretation validated.","url":"https://github.com/partymola/google-health-mcp","primarySourceURLs":["https://raw.githubusercontent.com/partymola/google-health-mcp/HEAD/README.md","https://github.com/partymola/google-health-mcp"],"id":"RWE-5594","relevance":{"id":"RWE-5594","decision":"Core","rationale":"partymola/google-health-mcp: Google-health MCP synchronizes wearable health data to local cache and provides metric retrieval and period aggregates.;…. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"Reviewed components: partymola/google-health-mcp: Google-health MCP synchronizes wearable health data to local cache and provides metric retrieval and period aggregates.; io.github.partymola/google-health-mcp: Repository documents Google Health sync to SQLite, offline records and descriptive trends including optional ECG waveform. Limits: partymola/google-health-mcp: Documentation-level interface review only; no runtime test, source-coverage guarantee or clinical validation. io.github.partymola/google-health-mcp: Repository documents Google Health sync to SQLite, offline records and descriptive trends including optional ECG waveform. Upstream permissions and field coverage vary; no diagnostic interpretation validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/partymola/google-health-mcp/HEAD/README.md","https://github.com/partymola/google-health-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"partymola/withings-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Reviewed components: partymola/withings-mcp: Withings MCP retrieves body, sleep, activity and device-reported heart records, with local cache and descriptive trend tools.; io.github.partymola/withings-mcp: Repository documents Withings OAuth, local cache, body/sleep/activity histories and trends.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"partymola/withings-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["partymola/withings-mcp: Withings MCP retrieves body, sleep, activity and device-reported heart records, with local cache and descriptive trend tools.","io.github.partymola/withings-mcp: Repository documents Withings OAuth, local cache, body/sleep/activity histories and trends."],"limitation":"partymola/withings-mcp: Documentation-level interface review only; no runtime test, source-coverage guarantee or clinical validation. io.github.partymola/withings-mcp: Repository documents Withings OAuth, local cache, body/sleep/activity histories and trends. API availability, ECG/AFib signals and derived clinical interpretations not validated.","url":"https://github.com/partymola/withings-mcp","primarySourceURLs":["https://raw.githubusercontent.com/partymola/withings-mcp/HEAD/README.md","https://github.com/partymola/withings-mcp"],"id":"RWE-5595","relevance":{"id":"RWE-5595","decision":"Core","rationale":"partymola/withings-mcp: Withings MCP retrieves body, sleep, activity and device-reported heart records, with local cache and descriptive trend tools.;…. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"Reviewed components: partymola/withings-mcp: Withings MCP retrieves body, sleep, activity and device-reported heart records, with local cache and descriptive trend tools.; io.github.partymola/withings-mcp: Repository documents Withings OAuth, local cache, body/sleep/activity histories and trends. Limits: partymola/withings-mcp: Documentation-level interface review only; no runtime test, source-coverage guarantee or clinical validation. io.github.partymola/withings-mcp: Repository documents Withings OAuth, local cache, body/sleep/activity histories and trends. API availability, ECG/AFib signals and derived clinical interpretations not validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/partymola/withings-mcp/HEAD/README.md","https://github.com/partymola/withings-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"rajanshxrma/cadence","kind":"Research tool","category":"RWE Data & Analytics","summary":"Cadence imports WHOOP/Apple Health data into source-tagged local tables for metric access and descriptive comparisons.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rajanshxrma/cadence","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Cadence imports WHOOP/Apple Health data into source-tagged local tables for metric access and descriptive comparisons."],"limitation":"No causal inference or recovery/treatment recommendation endorsement. Correlations and deviation thresholds are descriptive heuristics.","url":"https://github.com/rajanshxrma/cadence","primarySourceURLs":["https://raw.githubusercontent.com/rajanshxrma/cadence/HEAD/README.md"],"id":"RWE-5596","relevance":{"id":"RWE-5596","decision":"Core","rationale":"Cadence imports WHOOP/Apple Health data into source-tagged local tables for metric access and descriptive comparisons. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"Cadence imports WHOOP/Apple Health data into source-tagged local tables for metric access and descriptive comparisons. Limits: No causal inference or recovery/treatment recommendation endorsement. Correlations and deviation thresholds are descriptive heuristics.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rajanshxrma/cadence/HEAD/README.md"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"pat-jj/deepretrieval","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"DeepRetrieval provides PubMed query-rewriting/search-agent evaluation scripts and an inference API.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pat-jj/deepretrieval","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["DeepRetrieval provides PubMed query-rewriting/search-agent evaluation scripts and an inference API."],"limitation":"Documentation-level research workflow only; no runtime, benchmark reproduction or clinical/methodological validation.","url":"https://github.com/pat-jj/deepretrieval","primarySourceURLs":["https://raw.githubusercontent.com/pat-jj/DeepRetrieval/HEAD/README.md"],"id":"RWE-5598","relevance":{"id":"RWE-5598","decision":"Core","rationale":"Retain the documented evidence function: DeepRetrieval provides PubMed query-rewriting/search-agent evaluation scripts and an inference API. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"DeepRetrieval provides PubMed query-rewriting/search-agent evaluation scripts and an inference API.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pat-jj/deepretrieval","https://raw.githubusercontent.com/pat-jj/DeepRetrieval/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"simplexai-labs/literesearcher","kind":"Research tool","category":"RWE Data & Analytics","summary":"LiteResearcher provides search/visit-enabled deep-research agent inference and evaluation with configurable local browse corpus.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"simplexai-labs/literesearcher","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["LiteResearcher provides search/visit-enabled deep-research agent inference and evaluation with configurable local browse corpus."],"limitation":"Documentation-level research workflow only; no runtime, benchmark reproduction or clinical/methodological validation.","url":"https://github.com/simplexai-labs/literesearcher","primarySourceURLs":["https://raw.githubusercontent.com/simplexai-labs/LiteResearcher/HEAD/README.md"],"id":"RWE-5599","relevance":{"id":"RWE-5599","decision":"Core","rationale":"LiteResearcher provides search/visit-enabled deep-research agent inference and evaluation with configurable local browse corpus. The actual selected function retrieves/extracts source evidence or supports appraisal/search with provenance; generated interpretations and completeness are not validated.","relevanceBasis":"LiteResearcher provides search/visit-enabled deep-research agent inference and evaluation with configurable local browse corpus. Limits: Documentation-level research workflow only; no runtime, benchmark reproduction or clinical/methodological validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/simplexai-labs/LiteResearcher/HEAD/README.md"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"wenyuchiou/ai-research-skills","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"AI Research Skills documents literature-to-topic-dossier and claim/provenance artifact workflows; only these reviewed workflow contracts attributed.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wenyuchiou/ai-research-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["AI Research Skills documents literature-to-topic-dossier and claim/provenance artifact workflows; only these reviewed workflow contracts attributed."],"limitation":"Documentation-level research workflow only; no runtime, benchmark reproduction or clinical/methodological validation.","url":"https://github.com/wenyuchiou/ai-research-skills","primarySourceURLs":["https://raw.githubusercontent.com/WenyuChiou/ai-research-skills/HEAD/README.md"],"id":"RWE-5601","relevance":{"id":"RWE-5601","decision":"Core","rationale":"Retain the documented evidence function: AI Research Skills documents literature-to-topic-dossier and claim/provenance artifact workflows; only these reviewed workflow contracts attributed. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"AI Research Skills documents literature-to-topic-dossier and claim/provenance artifact workflows; only these reviewed workflow contracts attributed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wenyuchiou/ai-research-skills","https://raw.githubusercontent.com/WenyuChiou/ai-research-skills/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"199-biotechnologies/mcp-phenoage-clock","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP PhenoAge Clock exposes a biomarker-to-published-phenotypic-age calculation tool with explicit units.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"199-biotechnologies/mcp-phenoage-clock","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP PhenoAge Clock exposes a biomarker-to-published-phenotypic-age calculation tool with explicit units."],"limitation":"Published-score calculation interface only; formula implementation and unit conversions not audited, and the score is not literal biological age or individual prognosis.","url":"https://github.com/199-biotechnologies/mcp-phenoage-clock","primarySourceURLs":["https://raw.githubusercontent.com/199-biotechnologies/mcp-phenoage-clock/HEAD/README.md"],"id":"RWE-5604","relevance":{"id":"RWE-5604","decision":"Core","rationale":"MCP PhenoAge Clock exposes a biomarker-to-published-phenotypic-age calculation tool with explicit units. The selected clinical score, data standard, healthcare costs, qualitative analysis or pharmacometric computation is an identifiable RWE or necessary research method; validity limits remain.","relevanceBasis":"MCP PhenoAge Clock exposes a biomarker-to-published-phenotypic-age calculation tool with explicit units. Limits: Published-score calculation interface only; formula implementation and unit conversions not audited, and the score is not literal biological age or individual prognosis.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/199-biotechnologies/mcp-phenoage-clock/HEAD/README.md"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"yyh211/claude-meta-skill","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Read supplied articles/papers, evaluate arguments and produce structured reading notes or comparisons; selected instruction sections reviewed.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yyh211/claude-meta-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Read supplied articles/papers, evaluate arguments and produce structured reading notes or comparisons; selected instruction sections reviewed."],"limitation":"No runtime test; citations and multi-agent agreement do not guarantee correctness, coverage or clinical validity. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/yyh211/claude-meta-skill","primarySourceURLs":["https://github.com/YYH211/Claude-meta-skill/tree/main/deep-reading-analyst"],"id":"RWE-5612","relevance":{"id":"RWE-5612","decision":"Core","rationale":"Retain the documented evidence function: Read supplied articles/papers, evaluate arguments and produce structured reading notes or comparisons; selected instruction sections reviewed. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Read supplied articles/papers, evaluate arguments and produce structured reading notes or comparisons; selected instruction sections reviewed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yyh211/claude-meta-skill","https://github.com/YYH211/Claude-meta-skill/tree/main/deep-reading-analyst"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"727474430/cli-rule-swtich","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Three-stage query expansion, opposing-evidence checking and cited synthesis workflow; selected instruction sections reviewed.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"727474430/cli-rule-swtich","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Three-stage query expansion, opposing-evidence checking and cited synthesis workflow; selected instruction sections reviewed."],"limitation":"No runtime test; citations and multi-agent agreement do not guarantee correctness, coverage or clinical validity.","url":"https://github.com/727474430/cli-rule-swtich","primarySourceURLs":["https://github.com/727474430/cli-rule-swtich/tree/main/templates/claude/jige/skills/deep-search-and-insight-synthesize"],"id":"RWE-5614","relevance":{"id":"RWE-5614","decision":"Core","rationale":"Retain the documented evidence function: Three-stage query expansion, opposing-evidence checking and cited synthesis workflow; selected instruction sections reviewed. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Three-stage query expansion, opposing-evidence checking and cited synthesis workflow; selected instruction sections reviewed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/727474430/cli-rule-swtich","https://github.com/727474430/cli-rule-swtich/tree/main/templates/claude/jige/skills/deep-search-and-insight-synthesize"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"5throck/ai-workspace-standards — protocol-deviation-analyzer","kind":"Research tool","category":"RWE Data & Analytics","summary":"Capture deviation date/site/type, aggregate site/time trends and distinguish immediate correction from preventive action.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"5throck/ai-workspace-standards","website":"GitHub","packages":"templates/co-safety/skills/domains/industry/gcp/protocol-deviation-analyzer/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Capture deviation date/site/type, aggregate site/time trends and distinguish immediate correction from preventive action."],"limitation":"Selected documentation process only; severity rules and Korean7-day/IRB reporting claims not independently verified. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/5throck/ai-workspace-standards","primarySourceURLs":["https://github.com/5throck/ai-workspace-standards/blob/cdee2b29bd1aa1b28d89be76635da521eefcb406/templates/co-safety/skills/domains/industry/gcp/protocol-deviation-analyzer/SKILL.md"],"id":"RWE-5615","relevance":{"id":"RWE-5615","decision":"Core","rationale":"Capture deviation date/site/type, aggregate site/time trends and distinguish immediate correction from preventive action. The selected clinical score, data standard, healthcare costs, qualitative analysis or pharmacometric computation is an identifiable RWE or necessary research method; validity limits remain.","relevanceBasis":"Capture deviation date/site/type, aggregate site/time trends and distinguish immediate correction from preventive action. Limits: Selected documentation process only; severity rules and Korean7-day/IRB reporting claims not independently verified. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/5throck/ai-workspace-standards/blob/cdee2b29bd1aa1b28d89be76635da521eefcb406/templates/co-safety/skills/domains/industry/gcp/protocol-deviation-analyzer/SKILL.md"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"alessandroannini/garmin-sync","kind":"MCP server","category":"RWE Data & Analytics","summary":"Garmin skill/MCP synchronizes observations and activities to SQLite and generates reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alessandroannini/garmin-sync","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Garmin skill/MCP synchronizes observations and activities to SQLite and generates reports."],"limitation":"Requires Garmin credentials; cached consumer metrics and generated coaching need review.","url":"https://github.com/alessandroannini/garmin-sync","primarySourceURLs":["https://raw.githubusercontent.com/AlessandroAnnini/garmin-sync/main/README.md","https://github.com/AlessandroAnnini/garmin-sync"],"id":"RWE-5616","relevance":{"id":"RWE-5616","decision":"Core","rationale":"Garmin skill/MCP synchronizes observations and activities to SQLite and generates reports. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"Garmin skill/MCP synchronizes observations and activities to SQLite and generates reports. Limits: Requires Garmin credentials; cached consumer metrics and generated coaching need review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/AlessandroAnnini/garmin-sync/main/README.md","https://github.com/AlessandroAnnini/garmin-sync"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"berntpopp/orphanet-link","kind":"Research tool","category":"RWE Data & Analytics","summary":"Read-only Orphanet classification, synonym and capability lookup with versioned release context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"berntpopp/orphanet-link","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Read-only Orphanet classification, synonym and capability lookup with versioned release context."],"limitation":"Terminology mapping is not diagnosis; output reflects the retained Orphanet release.","url":"https://github.com/berntpopp/orphanet-link","primarySourceURLs":["https://raw.githubusercontent.com/berntpopp/orphanet-link/main/README.md","https://github.com/berntpopp/orphanet-link"],"id":"RWE-5618","relevance":{"id":"RWE-5618","decision":"Core","rationale":"Read-only Orphanet classification, synonym and capability lookup with versioned release context. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"Read-only Orphanet classification, synonym and capability lookup with versioned release context. Limits: Terminology mapping is not diagnosis; output reflects the retained Orphanet release.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/berntpopp/orphanet-link/main/README.md","https://github.com/berntpopp/orphanet-link"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"bhanneke/rise — statspai-skill","kind":"Research tool","category":"Causal Inference & Analytics","summary":"StatsPAI adapter documents empirical-analysis inputs, estimands, identification assumptions and output artifact contracts.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bhanneke/rise","website":"GitHub","packages":"docs/skills/auto-empirical-research-skills/statspai-skill.md","workflowFit":["Causal Inference & Analytics"],"capabilities":["StatsPAI adapter documents empirical-analysis inputs, estimands, identification assumptions and output artifact contracts."],"limitation":"Large copied engine guide reviewed only at interface/workflow level; no blanket approval of all estimators or claimed publication quality.","url":"https://github.com/bhanneke/rise","primarySourceURLs":["https://github.com/bhanneke/RISE/blob/4c17bae482444015a43ac7f905d823414c087c38/docs/skills/auto-empirical-research-skills/statspai-skill.md"],"id":"RWE-5619","relevance":{"id":"RWE-5619","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"StatsPAI adapter documents empirical-analysis inputs, estimands, identification assumptions and output artifact contracts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bhanneke/RISE/blob/4c17bae482444015a43ac7f905d823414c087c38/docs/skills/auto-empirical-research-skills/statspai-skill.md"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"cedrickojo/cms-data-explorer","kind":"MCP server","category":"RWE Data & Analytics","summary":"CMS Data Explorer MCP searches/describes/queries public CMS datasets and loads them into SQL tables.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cedrickojo/cms-data-explorer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CMS Data Explorer MCP searches/describes/queries public CMS datasets and loads them into SQL tables."],"limitation":"Public aggregate/provider data and SoQL/API coverage limits; no private beneficiary-data access claimed.","url":"https://github.com/cedrickojo/cms-data-explorer","primarySourceURLs":["https://raw.githubusercontent.com/cedrickojo/CMS-Data-Explorer/main/README.md","https://github.com/cedrickojo/CMS-Data-Explorer"],"id":"RWE-5623","relevance":{"id":"RWE-5623","decision":"Core","rationale":"CMS Data Explorer MCP searches/describes/queries public CMS datasets and loads them into SQL tables. The selected clinical score, data standard, healthcare costs, qualitative analysis or pharmacometric computation is an identifiable RWE or necessary research method; validity limits remain.","relevanceBasis":"CMS Data Explorer MCP searches/describes/queries public CMS datasets and loads them into SQL tables. Limits: Public aggregate/provider data and SoQL/API coverage limits; no private beneficiary-data access claimed.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cedrickojo/CMS-Data-Explorer/main/README.md","https://github.com/cedrickojo/CMS-Data-Explorer"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"chris-lovejoy/medical-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"NICE guidance reference retrieval","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chris-lovejoy/medical-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["NICE guidance reference retrieval"],"limitation":"Original primary review qualifications remain binding: Primary FastMCP get_nice_guidance tool searches NICE through Serper and concatenates text from up to three pages. Guideline retrieval prototype only; output omits per-page provenance and does not establish complete or current recommendations.","url":"https://github.com/chris-lovejoy/medical-mcp","primarySourceURLs":["https://raw.githubusercontent.com/chris-lovejoy/medical-mcp/main/README.md","https://raw.githubusercontent.com/chris-lovejoy/medical-mcp/38a51a66310759f15407abea973dbe813d00940c/main.py","https://github.com/chris-lovejoy/medical-mcp"],"id":"RWE-5624","relevance":{"id":"RWE-5624","decision":"Core","rationale":"NICE guidance reference retrieval. The actual selected function retrieves/extracts source evidence or supports appraisal/search with provenance; generated interpretations and completeness are not validated.","relevanceBasis":"NICE guidance reference retrieval Limits: Original primary review qualifications remain binding: Primary FastMCP get_nice_guidance tool searches NICE through Serper and concatenates text from up to three pages. Guideline retrieval prototype only; output omits per-page provenance and does not establish complete or current recommendations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/chris-lovejoy/medical-mcp/main/README.md","https://raw.githubusercontent.com/chris-lovejoy/medical-mcp/38a51a66310759f15407abea973dbe813d00940c/main.py","https://github.com/chris-lovejoy/medical-mcp"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"chrischall/myatriumhealth-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Consented patient-portal record access","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chrischall/myatriumhealth-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Consented patient-portal record access"],"limitation":"Original primary review qualifications remain binding: Repository documents signed-in MyAtriumHealth records via browser bridge or credential login and MCP entry. Unofficial AI-maintained project; portal compatibility and PHI handling unaudited, no authentication bypass claimed.","url":"https://github.com/chrischall/myatriumhealth-mcp","primarySourceURLs":["https://github.com/chrischall/myatriumhealth-mcp"],"id":"RWE-5625","relevance":{"id":"RWE-5625","decision":"Core","rationale":"Consented patient-portal record access. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"Consented patient-portal record access Limits: Original primary review qualifications remain binding: Repository documents signed-in MyAtriumHealth records via browser bridge or credential login and MCP entry. Unofficial AI-maintained project; portal compatibility and PHI handling unaudited, no authentication bypass claimed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chrischall/myatriumhealth-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"christianglucas/dicom-tools","kind":"MCP server","category":"RWE Data & Analytics","summary":"Axiom dicom-tools nodes expose offline DICOM metadata, geometry, hierarchy and PHI-tag inspection via hosted MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"christianglucas/dicom-tools","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Axiom dicom-tools nodes expose offline DICOM metadata, geometry, hierarchy and PHI-tag inspection via hosted MCP."],"limitation":"External Axiom packaging; curated PHI-tag subset does not guarantee complete de-identification.","url":"https://github.com/christianglucas/dicom-tools","primarySourceURLs":["https://raw.githubusercontent.com/ChristianGLucas/dicom-tools/master/README.md","https://github.com/ChristianGLucas/dicom-tools"],"id":"RWE-5626","relevance":{"id":"RWE-5626","decision":"Core","rationale":"Axiom dicom-tools nodes expose offline DICOM metadata, geometry, hierarchy and PHI-tag inspection via hosted MCP. The selected clinical score, data standard, healthcare costs, qualitative analysis or pharmacometric computation is an identifiable RWE or necessary research method; validity limits remain.","relevanceBasis":"Axiom dicom-tools nodes expose offline DICOM metadata, geometry, hierarchy and PHI-tag inspection via hosted MCP. Limits: External Axiom packaging; curated PHI-tag subset does not guarantee complete de-identification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ChristianGLucas/dicom-tools/master/README.md","https://github.com/ChristianGLucas/dicom-tools"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"cloudaix/healthcare-rag-system","kind":"MCP server","category":"RWE Data & Analytics","summary":"Aged-care Standards RAG MCP supplies governed read-only retrieval and cited answers over Australian quality standards with trace logging.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cloudaix/healthcare-rag-system","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Aged-care Standards RAG MCP supplies governed read-only retrieval and cited answers over Australian quality standards with trace logging."],"limitation":"LLM-as-judge evaluation is not independent legal/regulatory certification; source version and coverage apply.","url":"https://github.com/cloudaix/healthcare-rag-system","primarySourceURLs":["https://raw.githubusercontent.com/CloudAIX/healthcare-rag-system/main/README.md","https://github.com/CloudAIX/healthcare-rag-system"],"id":"RWE-5627","relevance":{"id":"RWE-5627","decision":"Core","rationale":"Aged-care Standards RAG MCP supplies governed read-only retrieval and cited answers over Australian quality standards with trace logging. The actual selected function retrieves/extracts source evidence or supports appraisal/search with provenance; generated interpretations and completeness are not validated.","relevanceBasis":"Aged-care Standards RAG MCP supplies governed read-only retrieval and cited answers over Australian quality standards with trace logging. Limits: LLM-as-judge evaluation is not independent legal/regulatory certification; source version and coverage apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/CloudAIX/healthcare-rag-system/main/README.md","https://github.com/CloudAIX/healthcare-rag-system"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"cognis-digital/hl7tap","kind":"Research tool","category":"RWE Data & Analytics","summary":"HL7Tap parses, diffs and replays HL7v2 messages through agent-compatible tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cognis-digital/hl7tap","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["HL7Tap parses, diffs and replays HL7v2 messages through agent-compatible tools."],"limitation":"MLLP replay transmits data; validation and source permissions need review.","url":"https://github.com/cognis-digital/hl7tap","primarySourceURLs":["https://raw.githubusercontent.com/cognis-digital/hl7tap/main/README.md","https://github.com/cognis-digital/hl7tap"],"id":"RWE-5629","relevance":{"id":"RWE-5629","decision":"Core","rationale":"HL7Tap parses, diffs and replays HL7v2 messages through agent-compatible tools. The selected clinical score, data standard, healthcare costs, qualitative analysis or pharmacometric computation is an identifiable RWE or necessary research method; validity limits remain.","relevanceBasis":"HL7Tap parses, diffs and replays HL7v2 messages through agent-compatible tools. Limits: MLLP replay transmits data; validation and source permissions need review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/cognis-digital/hl7tap/main/README.md","https://github.com/cognis-digital/hl7tap"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"coleoguy/traittrawler — skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Record document hashes/pages, quotes, schema and hook verdicts in persistent ledgers; keep project-specific extraction schema explicit.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"coleoguy/traittrawler","website":"GitHub","packages":"skill/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Record document hashes/pages, quotes, schema and hook verdicts in persistent ledgers; keep project-specific extraction schema explicit."],"limitation":"Selected schema/ledger rules only; quote presence proves textual grounding not trait correctness, validation scripts and model-performance claims unverified.","url":"https://github.com/coleoguy/traittrawler","primarySourceURLs":["https://github.com/coleoguy/TraitTrawler/blob/da8414a9c5b5e538423290a3665e26a6849492e8/skill/SKILL.md"],"id":"RWE-5631","relevance":{"id":"RWE-5631","decision":"Core","rationale":"Record document hashes/pages, quotes, schema and hook verdicts in persistent ledgers; keep project-specific extraction schema explicit. The actual selected function retrieves/extracts source evidence or supports appraisal/search with provenance; generated interpretations and completeness are not validated.","relevanceBasis":"Record document hashes/pages, quotes, schema and hook verdicts in persistent ledgers; keep project-specific extraction schema explicit. Limits: Selected schema/ledger rules only; quote presence proves textual grounding not trait correctness, validation scripts and model-performance claims unverified.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/coleoguy/TraitTrawler/blob/da8414a9c5b5e538423290a3665e26a6849492e8/skill/SKILL.md"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"costkits/costkits-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Healthcare price reference data","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"costkits/costkits-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Healthcare price reference data"],"limitation":"Original primary review qualifications remain binding: Pinned server bridges CostKits API for procedure/provider prices and cost calculations. Limit to pricing-data access; insurance estimates, billing flags and backend completeness not validated.","url":"https://github.com/costkits/costkits-mcp","primarySourceURLs":["https://github.com/costkits/costkits-mcp"],"id":"RWE-5635","relevance":{"id":"RWE-5635","decision":"Core","rationale":"Healthcare price reference data. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"Healthcare price reference data Limits: Original primary review qualifications remain binding: Pinned server bridges CostKits API for procedure/provider prices and cost calculations. Limit to pricing-data access; insurance estimates, billing flags and backend completeness not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/costkits/costkits-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"crindo2/gth-mcp-server","kind":"Research tool","category":"RWE Data & Analytics","summary":"SAMHSA facility data access","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"crindo2/gth-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["SAMHSA facility data access"],"limitation":"Original primary review qualifications remain binding: First-party repository documents SAMHSA-sourced US addiction treatment facility search, profiles, state counts and program definitions, including geographic availability research. Search is capped at 20 results; completeness, freshness and insurance acceptance are publisher claims, not independently tested.","url":"https://github.com/crindo2/gth-mcp-server","primarySourceURLs":["https://github.com/Crindo2/gth-mcp-server"],"id":"RWE-5636","relevance":{"id":"RWE-5636","decision":"Core","rationale":"SAMHSA facility data access. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"SAMHSA facility data access Limits: Original primary review qualifications remain binding: First-party repository documents SAMHSA-sourced US addiction treatment facility search, profiles, state counts and program definitions, including geographic availability research. Search is capped at 20 results; completeness, freshness and insurance acceptance are publisher claims, not independently tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Crindo2/gth-mcp-server"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"damonchen-anan/autodidact-skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Source-linked wiki evidence lookup","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"damonchen-anan/autodidact-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Source-linked wiki evidence lookup"],"limitation":"Original primary review qualifications remain binding: Research agent compiles fetched web sources into linked persistent wiki with iterative questions and gaps. Source organization workflow only; exhaustive coverage and conclusions not guaranteed.","url":"https://github.com/damonchen-anan/autodidact-skill","primarySourceURLs":["https://raw.githubusercontent.com/DamonChen-anan/autodidact-skill/main/README.md","https://github.com/DamonChen-anan/autodidact-skill"],"id":"RWE-5638","relevance":{"id":"RWE-5638","decision":"Core","rationale":"Source-linked wiki evidence lookup. The actual selected function retrieves/extracts source evidence or supports appraisal/search with provenance; generated interpretations and completeness are not validated.","relevanceBasis":"Source-linked wiki evidence lookup Limits: Original primary review qualifications remain binding: Research agent compiles fetched web sources into linked persistent wiki with iterative questions and gaps. Source organization workflow only; exhaustive coverage and conclusions not guaranteed.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DamonChen-anan/autodidact-skill/main/README.md","https://github.com/DamonChen-anan/autodidact-skill"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"dathere/qsv","kind":"Research tool","category":"RWE Data & Analytics","summary":"Query, transform, validate and document research tables via qsv.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dathere/qsv","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query, transform, validate and document research tables via qsv."],"limitation":"General enabling data infrastructure; method/data quality still user responsibility.","url":"https://github.com/dathere/qsv","primarySourceURLs":["https://raw.githubusercontent.com/dathere/qsv/master/README.md","https://github.com/dathere/qsv"],"id":"RWE-5639","relevance":{"id":"RWE-5639","decision":"Core","rationale":"Query, transform, validate and document research tables via qsv. The selected clinical score, data standard, healthcare costs, qualitative analysis or pharmacometric computation is an identifiable RWE or necessary research method; validity limits remain.","relevanceBasis":"Query, transform, validate and document research tables via qsv. Limits: General enabling data infrastructure; method/data quality still user responsibility.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/dathere/qsv/master/README.md","https://github.com/dathere/qsv"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"diogenes-project/diogenes","kind":"Research tool","category":"RWE Data & Analytics","summary":"Research coordination and source synthesis","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"diogenes-project/diogenes","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Research coordination and source synthesis"],"limitation":"Original primary review qualifications remain binding: Diogenes research coordinator exposes search/page-fetch MCP and structured hypothesis/search/synthesis artifacts. Narrow to retrieval and traceable coordination; deterministic process naming does not validate source scorecards or conclusions.","url":"https://github.com/diogenes-project/diogenes","primarySourceURLs":["https://raw.githubusercontent.com/diogenes-project/diogenes/develop/README.md","https://github.com/diogenes-project/diogenes"],"id":"RWE-5647","relevance":{"id":"RWE-5647","decision":"Core","rationale":"Research coordination and source synthesis. The actual selected function retrieves/extracts source evidence or supports appraisal/search with provenance; generated interpretations and completeness are not validated.","relevanceBasis":"Research coordination and source synthesis Limits: Original primary review qualifications remain binding: Diogenes research coordinator exposes search/page-fetch MCP and structured hypothesis/search/synthesis artifacts. Narrow to retrieval and traceable coordination; deterministic process naming does not validate source scorecards or conclusions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/diogenes-project/diogenes/develop/README.md","https://github.com/diogenes-project/diogenes"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"drguptavivek/loinc-browser","kind":"Research tool","category":"RWE Data & Analytics","summary":"Search and retrieve normalized LOINC terms, relationships and metadata.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drguptavivek/loinc-browser","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search and retrieve normalized LOINC terms, relationships and metadata."],"limitation":"Licensed release not bundled; local import and terminology-version limits.","url":"https://github.com/drguptavivek/loinc-browser","primarySourceURLs":["https://raw.githubusercontent.com/drguptavivek/loinc-browser/main/README.md","https://github.com/drguptavivek/loinc-browser"],"id":"RWE-5648","relevance":{"id":"RWE-5648","decision":"Core","rationale":"Search and retrieve normalized LOINC terms, relationships and metadata. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"Search and retrieve normalized LOINC terms, relationships and metadata. Limits: Licensed release not bundled; local import and terminology-version limits.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/drguptavivek/loinc-browser/main/README.md","https://github.com/drguptavivek/loinc-browser"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"edithatogo/mchs","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCHS MCP exposes translated IHACPA NWAU funding calculations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"edithatogo/mchs","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCHS MCP exposes translated IHACPA NWAU funding calculations."],"limitation":"Python default; Rust only opt-in acute2025 slice; funding-year and parity scope matter.","url":"https://github.com/edithatogo/mchs","primarySourceURLs":["https://raw.githubusercontent.com/edithatogo/mchs/master/README.md","https://github.com/edithatogo/mchs"],"id":"RWE-5652","relevance":{"id":"RWE-5652","decision":"Core","rationale":"MCHS MCP exposes translated IHACPA NWAU funding calculations. The selected clinical score, data standard, healthcare costs, qualitative analysis or pharmacometric computation is an identifiable RWE or necessary research method; validity limits remain.","relevanceBasis":"MCHS MCP exposes translated IHACPA NWAU funding calculations. Limits: Python default; Rust only opt-in acute2025 slice; funding-year and parity scope matter.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/edithatogo/mchs/master/README.md","https://github.com/edithatogo/mchs"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"edithatogo/reimbursement-atlas","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reimbursement source catalogue and acquisition planning","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"edithatogo/reimbursement-atlas","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Reimbursement source catalogue and acquisition planning"],"limitation":"Tools return registry/planning metadata, not live reimbursement data or completed policy analyses; runtime compatibility not tested.","url":"https://github.com/edithatogo/reimbursement-atlas","primarySourceURLs":["https://raw.githubusercontent.com/edithatogo/reimbursement-atlas/main/README.md","https://github.com/edithatogo/reimbursement-atlas"],"id":"RWE-5653","relevance":{"id":"RWE-5653","decision":"Core","rationale":"Reimbursement source catalogue and acquisition planning. The selected clinical score, data standard, healthcare costs, qualitative analysis or pharmacometric computation is an identifiable RWE or necessary research method; validity limits remain.","relevanceBasis":"Reimbursement source catalogue and acquisition planning Limits: Tools return registry/planning metadata, not live reimbursement data or completed policy analyses; runtime compatibility not tested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/edithatogo/reimbursement-atlas/main/README.md","https://github.com/edithatogo/reimbursement-atlas"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"eeastman/oura-mcp-tool","kind":"MCP server","category":"RWE Data & Analytics","summary":"Oura stress-load and resilience contributor retrieval MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eeastman/oura-mcp-tool","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Oura stress-load and resilience contributor retrieval MCP."],"limitation":"Vendor-derived metrics; Dreamer/platform authentication required.","url":"https://github.com/eeastman/oura-mcp-tool","primarySourceURLs":["https://raw.githubusercontent.com/eeastman/oura-mcp-tool/master/README.md","https://github.com/eeastman/oura-mcp-tool"],"id":"RWE-5654","relevance":{"id":"RWE-5654","decision":"Core","rationale":"Oura stress-load and resilience contributor retrieval MCP. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"Oura stress-load and resilience contributor retrieval MCP. Limits: Vendor-derived metrics; Dreamer/platform authentication required.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/eeastman/oura-mcp-tool/master/README.md","https://github.com/eeastman/oura-mcp-tool"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"eigenbau/mcp-icf-browser","kind":"MCP server","category":"RWE Data & Analytics","summary":"ICF MCP searches WHO functioning/disability codes and retrieves definitions, hierarchy and qualifiers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eigenbau/mcp-icf-browser","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ICF MCP searches WHO functioning/disability codes and retrieves definitions, hierarchy and qualifiers."],"limitation":"WHO API access and classification version apply; code lookup is not disability-assessment validation.","url":"https://github.com/eigenbau/mcp-icf-browser","primarySourceURLs":["https://raw.githubusercontent.com/eigenbau/mcp-icf-browser/main/README.md","https://github.com/eigenbau/mcp-icf-browser"],"id":"RWE-5655","relevance":{"id":"RWE-5655","decision":"Core","rationale":"ICF MCP searches WHO functioning/disability codes and retrieves definitions, hierarchy and qualifiers. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"ICF MCP searches WHO functioning/disability codes and retrieves definitions, hierarchy and qualifiers. Limits: WHO API access and classification version apply; code lookup is not disability-assessment validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/eigenbau/mcp-icf-browser/main/README.md","https://github.com/eigenbau/mcp-icf-browser"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"eliotk/npi-registry-mcp-server","kind":"Research tool","category":"RWE Data & Analytics","summary":"NPI provider reference data","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eliotk/npi-registry-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["NPI provider reference data"],"limitation":"Original primary review qualifications remain binding: NPI registry MCP exposes provider-name, identifier, geography and taxonomy lookup. NPI data access only; an NPI lookup is not verification of professional credentials or care quality.","url":"https://github.com/eliotk/npi-registry-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/eliotk/npi-registry-mcp-server/main/README.md","https://github.com/eliotk/npi-registry-mcp-server"],"id":"RWE-5657","relevance":{"id":"RWE-5657","decision":"Core","rationale":"NPI provider reference data. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"NPI provider reference data Limits: Original primary review qualifications remain binding: NPI registry MCP exposes provider-name, identifier, geography and taxonomy lookup. NPI data access only; an NPI lookup is not verification of professional credentials or care quality.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/eliotk/npi-registry-mcp-server/main/README.md","https://github.com/eliotk/npi-registry-mcp-server"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"emory-omop/mmm-vocabulary-mapping","kind":"MCP server","category":"RWE Data & Analytics","summary":"OHDSI vocabulary-mapping workflow uses Claude/MCP, SapBERT candidate retrieval and deterministic concept-ID checks for 291 procedure codes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"emory-omop/mmm-vocabulary-mapping","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["OHDSI vocabulary-mapping workflow uses Claude/MCP, SapBERT candidate retrieval and deterministic concept-ID checks for 291 procedure codes."],"limitation":"Challenge workflow; relies on ohdsi-vocab and external fastomop/omcp components, claimed mapping performance not independently reproduced.","url":"https://github.com/emory-omop/mmm-vocabulary-mapping","primarySourceURLs":["https://raw.githubusercontent.com/Emory-OMOP/mmm-vocabulary-mapping/main/README.md","https://github.com/Emory-OMOP/mmm-vocabulary-mapping"],"id":"RWE-5659","relevance":{"id":"RWE-5659","decision":"Core","rationale":"OHDSI vocabulary-mapping workflow uses Claude/MCP, SapBERT candidate retrieval and deterministic concept-ID checks for 291 procedure codes. The selected clinical score, data standard, healthcare costs, qualitative analysis or pharmacometric computation is an identifiable RWE or necessary research method; validity limits remain.","relevanceBasis":"OHDSI vocabulary-mapping workflow uses Claude/MCP, SapBERT candidate retrieval and deterministic concept-ID checks for 291 procedure codes. Limits: Challenge workflow; relies on ohdsi-vocab and external fastomop/omcp components, claimed mapping performance not independently reproduced.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Emory-OMOP/mmm-vocabulary-mapping/main/README.md","https://github.com/Emory-OMOP/mmm-vocabulary-mapping"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"erhanuenlue/tarifhub","kind":"Research tool","category":"RWE Data & Analytics","summary":"TarifHub exposes versioned Swiss ambulatory tariff data with point-in-time queries and differences.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"erhanuenlue/tarifhub","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["TarifHub exposes versioned Swiss ambulatory tariff data with point-in-time queries and differences."],"limitation":"Tariff source/version/access terms and mappings need review; no reimbursement guarantee.","url":"https://github.com/erhanuenlue/tarifhub","primarySourceURLs":["https://raw.githubusercontent.com/erhanuenlue/tarifhub/main/README.md","https://github.com/erhanuenlue/tarifhub"],"id":"RWE-5660","relevance":{"id":"RWE-5660","decision":"Core","rationale":"TarifHub exposes versioned Swiss ambulatory tariff data with point-in-time queries and differences. The selected clinical score, data standard, healthcare costs, qualitative analysis or pharmacometric computation is an identifiable RWE or necessary research method; validity limits remain.","relevanceBasis":"TarifHub exposes versioned Swiss ambulatory tariff data with point-in-time queries and differences. Limits: Tariff source/version/access terms and mappings need review; no reimbursement guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/erhanuenlue/tarifhub/main/README.md","https://github.com/erhanuenlue/tarifhub"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"erichuang777777/prospero-mcp — prospero-research","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search review registrations and prepare completeness-checked registration drafts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"erichuang777777/prospero-mcp","website":"GitHub","packages":"skills/prospero-research/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search review registrations and prepare completeness-checked registration drafts."],"limitation":"Public records and authenticated draft access differ; no registration submission or accuracy validation.","url":"https://github.com/erichuang777777/prospero-mcp","primarySourceURLs":["https://github.com/erichuang777777/PROSPERO-MCP/blob/88955482438de740cdeeb2e2665d498d387dcd1d/skills/prospero-research/SKILL.md"],"id":"RWE-5661","relevance":{"id":"RWE-5661","decision":"Core","rationale":"Retain the documented evidence function: Search review registrations and prepare completeness-checked registration drafts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search review registrations and prepare completeness-checked registration drafts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/erichuang777777/prospero-mcp","https://github.com/erichuang777777/PROSPERO-MCP/blob/88955482438de740cdeeb2e2665d498d387dcd1d/skills/prospero-research/SKILL.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"extend-hq/doc1-templates — KKKRB","kind":"Research tool","category":"RWE Data & Analytics","summary":"Extract microbial identification and susceptibility fields from reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"extend-hq/doc1-templates","website":"GitHub","packages":"templates/KKKRB/skill.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Extract microbial identification and susceptibility fields from reports."],"limitation":"Extraction only; antimicrobial recommendations and claimed high accuracy unvalidated, retained document tail truncated.","url":"https://github.com/extend-hq/doc1-templates","primarySourceURLs":["https://github.com/extend-hq/doc1-templates/blob/28b2577f8d35ac66a1b1227bda8c6d3fbe570192/templates/KKKRB/skill.md"],"id":"RWE-5662","relevance":{"id":"RWE-5662","decision":"Core","rationale":"Extract microbial identification and susceptibility fields from reports. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"Extract microbial identification and susceptibility fields from reports. Limits: Extraction only; antimicrobial recommendations and claimed high accuracy unvalidated, retained document tail truncated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/extend-hq/doc1-templates/blob/28b2577f8d35ac66a1b1227bda8c6d3fbe570192/templates/KKKRB/skill.md"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"fccoelho/epigrass — epigrass-creator","kind":"Research tool","category":"Public health & surveillance","summary":"Epigrass model creator specifies spatial metapopulation SIR/SEIR and geographic inputs.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fccoelho/epigrass","website":"GitHub","packages":".opencode/skills/epigrass-creator/SKILL.md","workflowFit":["Public health & surveillance"],"capabilities":["Epigrass model creator specifies spatial metapopulation SIR/SEIR and geographic inputs."],"limitation":"Simulated dynamics depend on parameters and assumptions; no calibrated outbreak forecast validated.","url":"https://github.com/fccoelho/epigrass","primarySourceURLs":["https://github.com/fccoelho/epigrass/blob/7d3372249d5ee85462b2e08150fd0970824267e2/.opencode/skills/epigrass-creator/SKILL.md"],"id":"RWE-5663","relevance":{"id":"RWE-5663","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Epigrass model creator specifies spatial metapopulation SIR/SEIR and geographic inputs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fccoelho/epigrass/blob/7d3372249d5ee85462b2e08150fd0970824267e2/.opencode/skills/epigrass-creator/SKILL.md"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"fhir-iq/ainpi","kind":"MCP server","category":"RWE Data & Analytics","summary":"AINPI public CMS provider-directory audit data and findings exposed via five MCP tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fhir-iq/ainpi","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["AINPI public CMS provider-directory audit data and findings exposed via five MCP tools."],"limitation":"Work in progress; directory records may be stale/incomplete and findings need source verification.","url":"https://github.com/fhir-iq/ainpi","primarySourceURLs":["https://raw.githubusercontent.com/FHIR-IQ/AINPI/main/README.md","https://github.com/FHIR-IQ/AINPI"],"id":"RWE-5664","relevance":{"id":"RWE-5664","decision":"Core","rationale":"AINPI public CMS provider-directory audit data and findings exposed via five MCP tools. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"AINPI public CMS provider-directory audit data and findings exposed via five MCP tools. Limits: Work in progress; directory records may be stale/incomplete and findings need source verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/FHIR-IQ/AINPI/main/README.md","https://github.com/FHIR-IQ/AINPI"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"forever-healthy/evipedia-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Evidence review source retrieval","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"forever-healthy/evipedia-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Evidence review source retrieval"],"limitation":"Original primary review qualifications remain binding: Repository specifies Evipedia search/list/full-review/conclusion/metadata and update retrieval. Publishes the service's reviews; connector does not validate review methods or conclusions, and suggestion write is ancillary.","url":"https://github.com/forever-healthy/evipedia-mcp","primarySourceURLs":["https://github.com/forever-healthy/evipedia-mcp"],"id":"RWE-5665","relevance":{"id":"RWE-5665","decision":"Core","rationale":"Retain the documented evidence function: Evidence review source retrieval Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Evidence review source retrieval","evidenceLevel":"published-card","evidenceRefs":["https://github.com/forever-healthy/evipedia-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"franksterino/citeguard","kind":"Research tool","category":"RWE Data & Analytics","summary":"Claim-to-source checking","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"franksterino/citeguard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Claim-to-source checking"],"limitation":"Original primary review qualifications remain binding: Pinned repository and MCP module document source fetching and LLM claim-entailment assessment with quoted spans. Verdicts and integrity score are model outputs requiring review; fetched source does not guarantee correctness.","url":"https://github.com/franksterino/citeguard","primarySourceURLs":["https://github.com/Franksterino/citeguard"],"id":"RWE-5666","relevance":{"id":"RWE-5666","decision":"Core","rationale":"Claim-to-source checking. The actual selected function retrieves/extracts source evidence or supports appraisal/search with provenance; generated interpretations and completeness are not validated.","relevanceBasis":"Claim-to-source checking Limits: Original primary review qualifications remain binding: Pinned repository and MCP module document source fetching and LLM claim-entailment assessment with quoted spans. Verdicts and integrity score are model outputs requiring review; fetched source does not guarantee correctness.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Franksterino/citeguard"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"fshaan/nccn-monitor","kind":"Research tool","category":"RWE Data & Analytics","summary":"Track guideline versions and retrieve update notes for agent-generated change summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fshaan/nccn-monitor","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Track guideline versions and retrieve update notes for agent-generated change summaries."],"limitation":"NCCN credentials/rights required; scraping and claimed all-guideline coverage untested, summaries may miss changes outside extracted pages.","url":"https://github.com/fshaan/nccn-monitor","primarySourceURLs":["https://raw.githubusercontent.com/fshaan/nccn-monitor/main/README.md","https://github.com/fshaan/nccn-monitor"],"id":"RWE-5667","relevance":{"id":"RWE-5667","decision":"Core","rationale":"Track guideline versions and retrieve update notes for agent-generated change summaries. The actual selected function retrieves/extracts source evidence or supports appraisal/search with provenance; generated interpretations and completeness are not validated.","relevanceBasis":"Track guideline versions and retrieve update notes for agent-generated change summaries. Limits: NCCN credentials/rights required; scraping and claimed all-guideline coverage untested, summaries may miss changes outside extracted pages.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/fshaan/nccn-monitor/main/README.md","https://github.com/fshaan/nccn-monitor"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"gazalasayyad/claimguard-ai-","kind":"MCP server","category":"RWE Data & Analytics","summary":"ClaimGuard agents query historic billing/provider profiles via PostgreSQL MCP and retrieve encounter/code references for claims audit.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gazalasayyad/claimguard-ai-","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ClaimGuard agents query historic billing/provider profiles via PostgreSQL MCP and retrieve encounter/code references for claims audit."],"limitation":"Seed/demo notes and reference coverage limit validity; fraud allegations and legal conclusions not established by agent output.","url":"https://github.com/gazalasayyad/claimguard-ai-","primarySourceURLs":["https://raw.githubusercontent.com/GazalaSayyad/ClaimGuard-AI-/main/README.md","https://github.com/GazalaSayyad/ClaimGuard-AI-"],"id":"RWE-5669","relevance":{"id":"RWE-5669","decision":"Core","rationale":"ClaimGuard agents query historic billing/provider profiles via PostgreSQL MCP and retrieve encounter/code references for claims audit. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"ClaimGuard agents query historic billing/provider profiles via PostgreSQL MCP and retrieve encounter/code references for claims audit. Limits: Seed/demo notes and reference coverage limit validity; fraud allegations and legal conclusions not established by agent output.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/GazalaSayyad/ClaimGuard-AI-/main/README.md","https://github.com/GazalaSayyad/ClaimGuard-AI-"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"geneialco/syntopia-data-gen","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"SynTOPia MCP parses dbGaP variable reports and generates/previews schema-based synthetic data.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"geneialco/syntopia-data-gen","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["SynTOPia MCP parses dbGaP variable reports and generates/previews schema-based synthetic data."],"limitation":"Synthetic marginal/schema data is not actual dbGaP participant access or guaranteed realistic joint distributions.","url":"https://github.com/geneialco/syntopia-data-gen","primarySourceURLs":["https://raw.githubusercontent.com/geneialco/synTOPia-data-gen/main/README.md","https://github.com/geneialco/synTOPia-data-gen"],"id":"RWE-5671","relevance":{"id":"RWE-5671","decision":"Core","rationale":"Retain the documented evidence function: SynTOPia MCP parses dbGaP variable reports and generates/previews schema-based synthetic data. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"SynTOPia MCP parses dbGaP variable reports and generates/previews schema-based synthetic data.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/geneialco/syntopia-data-gen","https://raw.githubusercontent.com/geneialco/synTOPia-data-gen/main/README.md","https://github.com/geneialco/synTOPia-data-gen"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"gururajr-ibm/clinicalscribe","kind":"Research tool","category":"RWE Data & Analytics","summary":"ClinicalScribe multi-agent workflow transforms encounter audio, scanned labs and vitals into structured documentation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gururajr-ibm/clinicalscribe","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ClinicalScribe multi-agent workflow transforms encounter audio, scanned labs and vitals into structured documentation."],"limitation":"Azure services required; note correctness and deployment readiness are not independently validated.","url":"https://github.com/gururajr-ibm/clinicalscribe","primarySourceURLs":["https://raw.githubusercontent.com/GururajR-IBM/clinicalscribe/main/README.md","https://github.com/GururajR-IBM/clinicalscribe"],"id":"RWE-5673","relevance":{"id":"RWE-5673","decision":"Core","rationale":"ClinicalScribe multi-agent workflow transforms encounter audio, scanned labs and vitals into structured documentation. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"ClinicalScribe multi-agent workflow transforms encounter audio, scanned labs and vitals into structured documentation. Limits: Azure services required; note correctness and deployment readiness are not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/GururajR-IBM/clinicalscribe/main/README.md","https://github.com/GururajR-IBM/clinicalscribe"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"gvmfhy/seqscreen-mcp","kind":"MCP server","category":"Biomedical & Bioinformatics","summary":"SeqScreen MCP wraps biosurveillance sequence-analysis stages and report inspection.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gvmfhy/seqscreen-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["SeqScreen MCP wraps biosurveillance sequence-analysis stages and report inspection."],"limitation":"Requires large underlying SeqScreen reference database/compute; reported hazard annotations need expert interpretation.","url":"https://github.com/gvmfhy/seqscreen-mcp","primarySourceURLs":["https://raw.githubusercontent.com/gvmfhy/seqscreen-mcp/master/README.md","https://github.com/gvmfhy/seqscreen-mcp"],"id":"RWE-5674","relevance":{"id":"RWE-5674","decision":"Core","rationale":"The selected SeqScreen stages explicitly serve biosurveillance; retain that public-health function while excluding unvalidated hazard interpretation.","relevanceBasis":"SeqScreen MCP wraps biosurveillance sequence-analysis stages and report inspection.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/gvmfhy/seqscreen-mcp/master/README.md","https://github.com/gvmfhy/seqscreen-mcp"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"hapix/medmap_po","kind":"MCP server","category":"RWE Data & Analytics","summary":"MedMap documents an MCP medicine-resolution and cross-country equivalence workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hapix/medmap_po","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MedMap documents an MCP medicine-resolution and cross-country equivalence workflow."],"limitation":"Brand/form/strength equivalence is decision support, not interchangeability or prescribing authorization; country coverage dependent.","url":"https://github.com/hapix/medmap_po","primarySourceURLs":["https://raw.githubusercontent.com/hapix/MedMap_PO/main/README.md","https://github.com/hapix/MedMap_PO"],"id":"RWE-5675","relevance":{"id":"RWE-5675","decision":"Core","rationale":"MedMap documents an MCP medicine-resolution and cross-country equivalence workflow. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"MedMap documents an MCP medicine-resolution and cross-country equivalence workflow. Limits: Brand/form/strength equivalence is decision support, not interchangeability or prescribing authorization; country coverage dependent.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hapix/MedMap_PO/main/README.md","https://github.com/hapix/MedMap_PO"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"haritha1752/clinicalscribe-ai","kind":"Research tool","category":"RWE Data & Analytics","summary":"ClinicalScribe agent extracts diagnoses, medications/lab orders and retrieves saved notes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"haritha1752/clinicalscribe-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ClinicalScribe agent extracts diagnoses, medications/lab orders and retrieves saved notes."],"limitation":"Generated SOAP/care-gap interpretation needs source verification.","url":"https://github.com/haritha1752/clinicalscribe-ai","primarySourceURLs":["https://raw.githubusercontent.com/Haritha1752/ClinicalScribe-AI/main/README.md","https://github.com/Haritha1752/ClinicalScribe-AI"],"id":"RWE-5676","relevance":{"id":"RWE-5676","decision":"Core","rationale":"ClinicalScribe agent extracts diagnoses, medications/lab orders and retrieves saved notes. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"ClinicalScribe agent extracts diagnoses, medications/lab orders and retrieves saved notes. Limits: Generated SOAP/care-gap interpretation needs source verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Haritha1752/ClinicalScribe-AI/main/README.md","https://github.com/Haritha1752/ClinicalScribe-AI"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"htlin222/ebmt-handbook-skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"Navigate 2024 EBMT Handbook content and produce chapter-linked transplant/cellular-therapy reference summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"htlin222/ebmt-handbook-skill","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Navigate 2024 EBMT Handbook content and produce chapter-linked transplant/cellular-therapy reference summaries."],"limitation":"Derived reference skill, not official endorsement; calculators/dosing and chapter completeness unvalidated, handbook may be outdated.","url":"https://github.com/htlin222/ebmt-handbook-skill","primarySourceURLs":["https://raw.githubusercontent.com/htlin222/ebmt-handbook-skill/main/README.md","https://github.com/htlin222/ebmt-handbook-skill"],"id":"RWE-5680","relevance":{"id":"RWE-5680","decision":"Core","rationale":"Navigate 2024 EBMT Handbook content and produce chapter-linked transplant/cellular-therapy reference summaries. The actual selected function retrieves/extracts source evidence or supports appraisal/search with provenance; generated interpretations and completeness are not validated.","relevanceBasis":"Navigate 2024 EBMT Handbook content and produce chapter-linked transplant/cellular-therapy reference summaries. Limits: Derived reference skill, not official endorsement; calculators/dosing and chapter completeness unvalidated, handbook may be outdated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/htlin222/ebmt-handbook-skill/main/README.md","https://github.com/htlin222/ebmt-handbook-skill"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"htlin222/openevidence-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Unofficial MCP submits questions and retrieves OpenEvidence articles through an authenticated browser-session relay.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"htlin222/openevidence-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Unofficial MCP submits questions and retrieves OpenEvidence articles through an authenticated browser-session relay."],"limitation":"Requires authorized active account/session; third-party service compatibility and permitted usage must be assessed by users. Answers need source verification.","url":"https://github.com/htlin222/openevidence-mcp","primarySourceURLs":["https://raw.githubusercontent.com/htlin222/openevidence-mcp/main/README.md","https://github.com/htlin222/openevidence-mcp"],"id":"RWE-5681","relevance":{"id":"RWE-5681","decision":"Core","rationale":"Unofficial MCP submits questions and retrieves OpenEvidence articles through an authenticated browser-session relay. The actual selected function retrieves/extracts source evidence or supports appraisal/search with provenance; generated interpretations and completeness are not validated.","relevanceBasis":"Unofficial MCP submits questions and retrieves OpenEvidence articles through an authenticated browser-session relay. Limits: Requires authorized active account/session; third-party service compatibility and permitted usage must be assessed by users. Answers need source verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/htlin222/openevidence-mcp/main/README.md","https://github.com/htlin222/openevidence-mcp"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"jackkuo666/crossref-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Crossref MCP documents work queries,DOI metadata,journal and funder search.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackkuo666/crossref-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Crossref MCP documents work queries,DOI metadata,journal and funder search."],"limitation":"Mac example python -m crossref_server.py is malformed module invocation; direct script command provided, runtime untested.","url":"https://github.com/jackkuo666/crossref-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/JackKuo666/Crossref-MCP-Server/main/README.md","https://github.com/JackKuo666/Crossref-MCP-Server"],"id":"RWE-5686","relevance":{"id":"RWE-5686","decision":"Core","rationale":"Crossref MCP documents work queries,DOI metadata,journal and funder search. The actual selected function retrieves/extracts source evidence or supports appraisal/search with provenance; generated interpretations and completeness are not validated.","relevanceBasis":"Crossref MCP documents work queries,DOI metadata,journal and funder search. Limits: Mac example python -m crossref_server.py is malformed module invocation; direct script command provided, runtime untested.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JackKuo666/Crossref-MCP-Server/main/README.md","https://github.com/JackKuo666/Crossref-MCP-Server"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"jagan666/chictr-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"ChiCTR MCP search, structured detail extraction, English translation and US-registry cross-reference.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jagan666/chictr-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ChiCTR MCP search, structured detail extraction, English translation and US-registry cross-reference."],"limitation":"Translation and registry/site coverage need checking.","url":"https://github.com/jagan666/chictr-mcp","primarySourceURLs":["https://raw.githubusercontent.com/JAGAN666/chictr-mcp/main/README.md","https://github.com/JAGAN666/chictr-mcp"],"id":"RWE-5687","relevance":{"id":"RWE-5687","decision":"Core","rationale":"ChiCTR MCP search, structured detail extraction, English translation and US-registry cross-reference. The actual selected function retrieves/extracts source evidence or supports appraisal/search with provenance; generated interpretations and completeness are not validated.","relevanceBasis":"ChiCTR MCP search, structured detail extraction, English translation and US-registry cross-reference. Limits: Translation and registry/site coverage need checking.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JAGAN666/chictr-mcp/main/README.md","https://github.com/JAGAN666/chictr-mcp"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"jeevan-bg/ctrldoc","kind":"Research tool","category":"RWE Data & Analytics","summary":"Source-linked document comparison and claim organization","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jeevan-bg/ctrldoc","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Source-linked document comparison and claim organization"],"limitation":"Calibration, optimal-transport and hallucination-elimination claims are not independently verified; outputs need source review.","url":"https://github.com/jeevan-bg/ctrldoc","primarySourceURLs":["https://raw.githubusercontent.com/jeevan-bg/ctrldoc/main/README.md","https://github.com/jeevan-bg/ctrldoc"],"id":"RWE-5688","relevance":{"id":"RWE-5688","decision":"Core","rationale":"Source-linked document comparison and claim organization. The actual selected function retrieves/extracts source evidence or supports appraisal/search with provenance; generated interpretations and completeness are not validated.","relevanceBasis":"Source-linked document comparison and claim organization Limits: Calibration, optimal-transport and hallucination-elimination claims are not independently verified; outputs need source review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jeevan-bg/ctrldoc/main/README.md","https://github.com/jeevan-bg/ctrldoc"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"jerrymazeyu/mcm","kind":"Research benchmark","category":"RWE Data & Analytics","summary":"TCM source-text triple extraction/knowledge-graph construction and benchmark-driven model response evaluation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jerrymazeyu/mcm","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["TCM source-text triple extraction/knowledge-graph construction and benchmark-driven model response evaluation."],"limitation":"Only documented research components; generated diagnoses, prescriptions and asserted explainability are not approved.","url":"https://github.com/jerrymazeyu/mcm","primarySourceURLs":["https://raw.githubusercontent.com/JerryMazeyu/MCM/main/README.md","https://github.com/JerryMazeyu/MCM"],"id":"RWE-5689","relevance":{"id":"RWE-5689","decision":"Core","rationale":"TCM source-text triple extraction/knowledge-graph construction and benchmark-driven model response evaluation. The actual selected function retrieves/extracts source evidence or supports appraisal/search with provenance; generated interpretations and completeness are not validated.","relevanceBasis":"TCM source-text triple extraction/knowledge-graph construction and benchmark-driven model response evaluation. Limits: Only documented research components; generated diagnoses, prescriptions and asserted explainability are not approved.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/JerryMazeyu/MCM/main/README.md","https://github.com/JerryMazeyu/MCM"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"jesse-smith/searchloinc","kind":"MCP server","category":"RWE Data & Analytics","summary":"SearchLOINC MCP queries terms, answer lists, parts and groups from documented LOINC Search API.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jesse-smith/searchloinc","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["SearchLOINC MCP queries terms, answer lists, parts and groups from documented LOINC Search API."],"limitation":"Terminology version, API access and license constraints apply.","url":"https://github.com/jesse-smith/searchloinc","primarySourceURLs":["https://raw.githubusercontent.com/jesse-smith/searchloinc/main/README.md","https://github.com/jesse-smith/searchloinc"],"id":"RWE-5690","relevance":{"id":"RWE-5690","decision":"Core","rationale":"SearchLOINC MCP queries terms, answer lists, parts and groups from documented LOINC Search API. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"SearchLOINC MCP queries terms, answer lists, parts and groups from documented LOINC Search API. Limits: Terminology version, API access and license constraints apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jesse-smith/searchloinc/main/README.md","https://github.com/jesse-smith/searchloinc"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"jiaweixu98/llm-ta","kind":"Research tool","category":"RWE Data & Analytics","summary":"LLM-TA notebooks implement zero/one-shot and Reflexion thematic analysis of supplied interview transcripts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jiaweixu98/llm-ta","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["LLM-TA notebooks implement zero/one-shot and Reflexion thematic analysis of supplied interview transcripts."],"limitation":"Original transcripts unavailable; human interpretation and analytic validity remain necessary.","url":"https://github.com/jiaweixu98/llm-ta","primarySourceURLs":["https://raw.githubusercontent.com/jiaweixu98/LLM-TA/main/README.md","https://github.com/jiaweixu98/LLM-TA"],"id":"RWE-5692","relevance":{"id":"RWE-5692","decision":"Core","rationale":"LLM-TA notebooks implement zero/one-shot and Reflexion thematic analysis of supplied interview transcripts. The selected clinical score, data standard, healthcare costs, qualitative analysis or pharmacometric computation is an identifiable RWE or necessary research method; validity limits remain.","relevanceBasis":"LLM-TA notebooks implement zero/one-shot and Reflexion thematic analysis of supplied interview transcripts. Limits: Original transcripts unavailable; human interpretation and analytic validity remain necessary.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/jiaweixu98/LLM-TA/main/README.md","https://github.com/jiaweixu98/LLM-TA"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"jmandel/mychart-takeout — export-skill","kind":"Research tool","category":"RWE Data & Analytics","summary":"MyChart export orientation documents local navigation and analysis of longitudinal portal records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jmandel/mychart-takeout","website":"GitHub","packages":"export-skill/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["MyChart export orientation documents local navigation and analysis of longitudinal portal records."],"limitation":"Single-person export limited by portal availability; completeness and faithfulness claims not independently verified.","url":"https://github.com/jmandel/mychart-takeout","primarySourceURLs":["https://github.com/jmandel/mychart-takeout/blob/c8ee2b0521d3647a0060ebecef451730c12d8402/export-skill/SKILL.md"],"id":"RWE-5694","relevance":{"id":"RWE-5694","decision":"Core","rationale":"MyChart export orientation documents local navigation and analysis of longitudinal portal records. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"MyChart export orientation documents local navigation and analysis of longitudinal portal records. Limits: Single-person export limited by portal availability; completeness and faithfulness claims not independently verified.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jmandel/mychart-takeout/blob/c8ee2b0521d3647a0060ebecef451730c12d8402/export-skill/SKILL.md"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"jtl-neo/crossref-api-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Crossref publication metadata","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jtl-neo/crossref-api-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Crossref publication metadata"],"limitation":"Original primary review qualifications remain binding: Pinned Python registration and README specify Crossref metadata endpoints, cursor paging and exports. Independent client; metadata coverage and rate handling not tested.","url":"https://github.com/jtl-neo/crossref-api-mcp","primarySourceURLs":["https://github.com/jtl-neo/crossref-api-MCP"],"id":"RWE-5697","relevance":{"id":"RWE-5697","decision":"Core","rationale":"Crossref publication metadata. The actual selected function retrieves/extracts source evidence or supports appraisal/search with provenance; generated interpretations and completeness are not validated.","relevanceBasis":"Crossref publication metadata Limits: Original primary review qualifications remain binding: Pinned Python registration and README specify Crossref metadata endpoints, cursor paging and exports. Independent client; metadata coverage and rate handling not tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jtl-neo/crossref-api-MCP"],"reviewGroup":"scholarly-clinical-evidence"}},{"name":"kimmingul/pk-copilot","kind":"MCP server","category":"RWE Data & Analytics","summary":"pk-copilot Claude Code plugin delegates PK/PD/NCA/compartmental computations to deterministic MCP tools and emits reproducibility records/scripts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kimmingul/pk-copilot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["pk-copilot Claude Code plugin delegates PK/PD/NCA/compartmental computations to deterministic MCP tools and emits reproducibility records/scripts."],"limitation":"WinNonlin numerical equivalence claims and version defaults require independent verification for regulated use.","url":"https://github.com/kimmingul/pk-copilot","primarySourceURLs":["https://raw.githubusercontent.com/kimmingul/pk-copilot/main/README.md","https://github.com/kimmingul/pk-copilot"],"id":"RWE-5701","relevance":{"id":"RWE-5701","decision":"Core","rationale":"pk-copilot Claude Code plugin delegates PK/PD/NCA/compartmental computations to deterministic MCP tools and emits reproducibility records/scripts. The selected clinical score, data standard, healthcare costs, qualitative analysis or pharmacometric computation is an identifiable RWE or necessary research method; validity limits remain.","relevanceBasis":"pk-copilot Claude Code plugin delegates PK/PD/NCA/compartmental computations to deterministic MCP tools and emits reproducibility records/scripts. Limits: WinNonlin numerical equivalence claims and version defaults require independent verification for regulated use.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/kimmingul/pk-copilot/main/README.md","https://github.com/kimmingul/pk-copilot"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"klauseduard/hl7-tools","kind":"MCP server","category":"RWE Data & Analytics","summary":"HL7 toolkit exposes parse, inspect, validate, anonymize and transmit operations through MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"klauseduard/hl7-tools","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["HL7 toolkit exposes parse, inspect, validate, anonymize and transmit operations through MCP."],"limitation":"Anonymization/conformance unverified; transmit/mutation capabilities require governance.","url":"https://github.com/klauseduard/hl7-tools","primarySourceURLs":["https://raw.githubusercontent.com/klauseduard/hl7-tools/main/README.md","https://github.com/klauseduard/hl7-tools"],"id":"RWE-5702","relevance":{"id":"RWE-5702","decision":"Core","rationale":"HL7 toolkit exposes parse, inspect, validate, anonymize and transmit operations through MCP. The selected clinical score, data standard, healthcare costs, qualitative analysis or pharmacometric computation is an identifiable RWE or necessary research method; validity limits remain.","relevanceBasis":"HL7 toolkit exposes parse, inspect, validate, anonymize and transmit operations through MCP. Limits: Anonymization/conformance unverified; transmit/mutation capabilities require governance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/klauseduard/hl7-tools/main/README.md","https://github.com/klauseduard/hl7-tools"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"kriskraw80/mychart-mcp-server","kind":"Research tool","category":"RWE Data & Analytics","summary":"Patient-portal PDF extraction","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kriskraw80/mychart-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Patient-portal PDF extraction"],"limitation":"Original primary review qualifications remain binding: Pinned tools use user-interactive MyChart browser login and test-result PDF retrieval. Unofficial portal scraping with session cookies on disk; cross-version reliability and privacy not audited.","url":"https://github.com/kriskraw80/mychart-mcp-server","primarySourceURLs":["https://github.com/kriskraw80/mychart-mcp-server"],"id":"RWE-5704","relevance":{"id":"RWE-5704","decision":"Core","rationale":"Patient-portal PDF extraction. The selected interface retrieves or normalizes clinical records, controlled terminology, healthcare reference data or health measurements; model advice and causal claims remain excluded.","relevanceBasis":"Patient-portal PDF extraction Limits: Original primary review qualifications remain binding: Pinned tools use user-interactive MyChart browser login and test-result PDF retrieval. Unofficial portal scraping with session cookies on disk; cross-version reliability and privacy not audited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kriskraw80/mychart-mcp-server"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"landon9720/care-coordinator","kind":"Research tool","category":"RWE Data & Analytics","summary":"Care-coordinator skill converts C-CDA records to Markdown/CSV and tracks unresolved record items.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"landon9720/care-coordinator","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Care-coordinator skill converts C-CDA records to Markdown/CSV and tracks unresolved record items."],"limitation":"Requires authorized record exports; extraction and follow-up interpretations need source verification.","url":"https://github.com/landon9720/care-coordinator","primarySourceURLs":["https://raw.githubusercontent.com/landon9720/care-coordinator/main/README.md","https://github.com/landon9720/care-coordinator"],"id":"RWE-5706","relevance":{"id":"RWE-5706","decision":"Core","rationale":"Care-coordinator skill converts C-CDA records to Markdown/CSV and tracks unresolved record items. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"Care-coordinator skill converts C-CDA records to Markdown/CSV and tracks unresolved record items. Limits: Requires authorized record exports; extraction and follow-up interpretations need source verification.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/landon9720/care-coordinator/main/README.md","https://github.com/landon9720/care-coordinator"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"laurentaf/hospital-viana-claims","kind":"Research tool","category":"RWE Data & Analytics","summary":"Claims data-engineering agent template ingests DataMission data, validates and exposes DuckDB research tables.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"laurentaf/hospital-viana-claims","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Claims data-engineering agent template ingests DataMission data, validates and exposes DuckDB research tables."],"limitation":"Dataset provenance and template versus deployed execution scope need checking.","url":"https://github.com/laurentaf/hospital-viana-claims","primarySourceURLs":["https://raw.githubusercontent.com/laurentaf/hospital-viana-claims/main/README.md","https://github.com/laurentaf/hospital-viana-claims"],"id":"RWE-5707","relevance":{"id":"RWE-5707","decision":"Core","rationale":"Claims data-engineering agent template ingests DataMission data, validates and exposes DuckDB research tables. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"Claims data-engineering agent template ingests DataMission data, validates and exposes DuckDB research tables. Limits: Dataset provenance and template versus deployed execution scope need checking.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/laurentaf/hospital-viana-claims/main/README.md","https://github.com/laurentaf/hospital-viana-claims"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"linanakova/omop-mcp-agents","kind":"MCP server","category":"RWE Data & Analytics","summary":"Lab-data MCP pipeline orchestrates PDF extraction, Macedonian-to-English translation and LOINC mapping stages.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"linanakova/omop-mcp-agents","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Lab-data MCP pipeline orchestrates PDF extraction, Macedonian-to-English translation and LOINC mapping stages."],"limitation":"OCR/translation/mapping errors require source validation; not automatic semantic correctness.","url":"https://github.com/linanakova/omop-mcp-agents","primarySourceURLs":["https://raw.githubusercontent.com/LinaNakova/OMOP-MCP-Agents/main/readme.md","https://github.com/LinaNakova/OMOP-MCP-Agents"],"id":"RWE-5708","relevance":{"id":"RWE-5708","decision":"Core","rationale":"Lab-data MCP pipeline orchestrates PDF extraction, Macedonian-to-English translation and LOINC mapping stages. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"Lab-data MCP pipeline orchestrates PDF extraction, Macedonian-to-English translation and LOINC mapping stages. Limits: OCR/translation/mapping errors require source validation; not automatic semantic correctness.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/LinaNakova/OMOP-MCP-Agents/main/readme.md","https://github.com/LinaNakova/OMOP-MCP-Agents"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"maramjebali/biological_agent","kind":"Research tool","category":"Regulatory & Product Data","summary":"Resolve ingredient identifiers, retrieve hazards/target organs and combine product profiles.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"maramjebali/biological_agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Resolve ingredient identifiers, retrieve hazards/target organs and combine product profiles."],"limitation":"Hazard presence not exposure-adjusted risk; mixture-risk calculations unvalidated.","url":"https://github.com/maramjebali/biological_agent","primarySourceURLs":["https://raw.githubusercontent.com/MaramJebali/Biological_agent/main/readme.md","https://github.com/MaramJebali/Biological_agent"],"id":"RWE-5712","relevance":{"id":"RWE-5712","decision":"Core","rationale":"Ingredient hazard and target-organ source retrieval directly supports health exposure screening; mixture-risk calculations remain excluded.","relevanceBasis":"Resolve ingredient identifiers, retrieve hazards/target organs and combine product profiles.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/MaramJebali/Biological_agent/main/readme.md","https://github.com/MaramJebali/Biological_agent"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"mariosoftmedic/fonasa-mle-open","kind":"Research tool","category":"RWE Data & Analytics","summary":"FONASA healthcare price references","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mariosoftmedic/fonasa-mle-open","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["FONASA healthcare price references"],"limitation":"Original primary review qualifications remain binding: Primary source implements FONASA MLE exam search/detail MCP with bundled 2025/2026 catalogs and XLSX extraction. Fee-data access only; unchecked README roadmap is stale, and extracted amounts were not independently reconciled to official fee schedules.","url":"https://github.com/mariosoftmedic/fonasa-mle-open","primarySourceURLs":["https://raw.githubusercontent.com/marioSoftmedic/fonasa-mle-open/main/README.md","https://raw.githubusercontent.com/marioSoftmedic/fonasa-mle-open/eb262d1570cd3f35b28a52c3fc474021d17d4bfc/src/index.ts","https://raw.githubusercontent.com/marioSoftmedic/fonasa-mle-open/eb262d1570cd3f35b28a52c3fc474021d17d4bfc/scripts/generate_json.py","https://github.com/marioSoftmedic/fonasa-mle-open"],"id":"RWE-5713","relevance":{"id":"RWE-5713","decision":"Core","rationale":"FONASA healthcare price references. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"FONASA healthcare price references Limits: Original primary review qualifications remain binding: Primary source implements FONASA MLE exam search/detail MCP with bundled 2025/2026 catalogs and XLSX extraction. Fee-data access only; unchecked README roadmap is stale, and extracted amounts were not independently reconciled to official fee schedules.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/marioSoftmedic/fonasa-mle-open/main/README.md","https://raw.githubusercontent.com/marioSoftmedic/fonasa-mle-open/eb262d1570cd3f35b28a52c3fc474021d17d4bfc/src/index.ts","https://raw.githubusercontent.com/marioSoftmedic/fonasa-mle-open/eb262d1570cd3f35b28a52c3fc474021d17d4bfc/scripts/generate_json.py","https://github.com/marioSoftmedic/fonasa-mle-open"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"mcp-dir/anvisa_bulario_eletronico-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"ANVISA medicine leaflets","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-dir/anvisa_bulario_eletronico-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ANVISA medicine leaflets"],"limitation":"Original primary review qualifications remain binding: Publisher repository documents ANVISA medicine leaflet lookup endpoint and reusable API skill. Paid independent platform; official-source claim is not regulator endorsement or validated completeness.","url":"https://github.com/mcp-dir/anvisa_bulario_eletronico-mcp","primarySourceURLs":["https://github.com/mcp-dir/anvisa_bulario_eletronico-mcp"],"id":"RWE-5715","relevance":{"id":"RWE-5715","decision":"Core","rationale":"ANVISA medicine leaflets. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"ANVISA medicine leaflets Limits: Original primary review qualifications remain binding: Publisher repository documents ANVISA medicine leaflet lookup endpoint and reusable API skill. Paid independent platform; official-source claim is not regulator endorsement or validated completeness.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mcp-dir/anvisa_bulario_eletronico-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"mcp-dir/anvisa_empresas-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"ANVISA regulated-company reference records","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-dir/anvisa_empresas-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ANVISA regulated-company reference records"],"limitation":"Original primary review qualifications remain binding: Publisher repository documents ANVISA company authorization lookup and API skill. Public regulatory context only; current authorization must be checked at issuing authority.","url":"https://github.com/mcp-dir/anvisa_empresas-mcp","primarySourceURLs":["https://github.com/mcp-dir/anvisa_empresas-mcp"],"id":"RWE-5716","relevance":{"id":"RWE-5716","decision":"Core","rationale":"ANVISA regulated-company reference records. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"ANVISA regulated-company reference records Limits: Original primary review qualifications remain binding: Publisher repository documents ANVISA company authorization lookup and API skill. Public regulatory context only; current authorization must be checked at issuing authority.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mcp-dir/anvisa_empresas-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"mcp-dir/anvisa_processo-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"ANVISA process reference records","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-dir/anvisa_processo-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ANVISA process reference records"],"limitation":"Original primary review qualifications remain binding: Publisher repository documents ANVISA process lookup endpoint and API skill. Preserve Portuguese administrative process meaning; discovery translation to court case not assumed correct.","url":"https://github.com/mcp-dir/anvisa_processo-mcp","primarySourceURLs":["https://github.com/mcp-dir/anvisa_processo-mcp"],"id":"RWE-5717","relevance":{"id":"RWE-5717","decision":"Core","rationale":"ANVISA process reference records. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"ANVISA process reference records Limits: Original primary review qualifications remain binding: Publisher repository documents ANVISA process lookup endpoint and API skill. Preserve Portuguese administrative process meaning; discovery translation to court case not assumed correct.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mcp-dir/anvisa_processo-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"mcp-dir/cfm_cadastro-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"CFM provider registry reference records","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-dir/cfm_cadastro-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CFM provider registry reference records"],"limitation":"Original primary review qualifications remain binding: Publisher repository documents federal medicine professional registration lookup and API skill. Current status and matching require original authority verification.","url":"https://github.com/mcp-dir/cfm_cadastro-mcp","primarySourceURLs":["https://github.com/mcp-dir/cfm_cadastro-mcp"],"id":"RWE-5718","relevance":{"id":"RWE-5718","decision":"Core","rationale":"CFM provider registry reference records. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"CFM provider registry reference records Limits: Original primary review qualifications remain binding: Publisher repository documents federal medicine professional registration lookup and API skill. Current status and matching require original authority verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mcp-dir/cfm_cadastro-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"melihhopa633/carevoice","kind":"Research tool","category":"RWE Data & Analytics","summary":"CareVoice agent transcribes dictation, retrieves approved examples and produces structured reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"melihhopa633/carevoice","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CareVoice agent transcribes dictation, retrieves approved examples and produces structured reports."],"limitation":"Working prototype includes mock HIS; generated notes require source/clinician review.","url":"https://github.com/melihhopa633/carevoice","primarySourceURLs":["https://raw.githubusercontent.com/melihhopa633/CareVoice/main/README.md","https://github.com/melihhopa633/CareVoice"],"id":"RWE-5722","relevance":{"id":"RWE-5722","decision":"Core","rationale":"CareVoice agent transcribes dictation, retrieves approved examples and produces structured reports. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"CareVoice agent transcribes dictation, retrieves approved examples and produces structured reports. Limits: Working prototype includes mock HIS; generated notes require source/clinician review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/melihhopa633/CareVoice/main/README.md","https://github.com/melihhopa633/CareVoice"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"mne-tools/mne-cpp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Agent-assisted temporal filtering and source-estimation workflow composition within MNE Analyze Studio.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mne-tools/mne-cpp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent-assisted temporal filtering and source-estimation workflow composition within MNE Analyze Studio."],"limitation":"Scoped to Studio extension interface, not entire MNE library; mock example inputs and research analysis require validation.","url":"https://github.com/mne-tools/mne-cpp","primarySourceURLs":["https://raw.githubusercontent.com/mne-tools/mne-cpp/staging/README.md","https://raw.githubusercontent.com/mne-tools/mne-cpp/7122ccb773617012b014fb066875f3f8e32b4c39/src/applications/mne_inspect/app/plugins/README.md","https://raw.githubusercontent.com/mne-tools/mne-cpp/7122ccb773617012b014fb066875f3f8e32b4c39/src/applications/mne_analyze_studio/extensions/temporal_filter_skill/manifest.json","https://raw.githubusercontent.com/mne-tools/mne-cpp/7122ccb773617012b014fb066875f3f8e32b4c39/src/applications/mne_analyze_studio/extensions/source_estimation_skill/manifest.json","https://github.com/mne-tools/mne-cpp"],"id":"RWE-5725","relevance":{"id":"RWE-5725","decision":"Core","rationale":"Agent-assisted temporal filtering and source-estimation workflow composition within MNE Analyze Studio. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"Agent-assisted temporal filtering and source-estimation workflow composition within MNE Analyze Studio. Limits: Scoped to Studio extension interface, not entire MNE library; mock example inputs and research analysis require validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mne-tools/mne-cpp/staging/README.md","https://raw.githubusercontent.com/mne-tools/mne-cpp/7122ccb773617012b014fb066875f3f8e32b4c39/src/applications/mne_inspect/app/plugins/README.md","https://raw.githubusercontent.com/mne-tools/mne-cpp/7122ccb773617012b014fb066875f3f8e32b4c39/src/applications/mne_analyze_studio/extensions/temporal_filter_skill/manifest.json","https://raw.githubusercontent.com/mne-tools/mne-cpp/7122ccb773617012b014fb066875f3f8e32b4c39/src/applications/mne_analyze_studio/extensions/source_estimation_skill/manifest.json","https://github.com/mne-tools/mne-cpp"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"mukulpatnaik/researchgpt","kind":"Research tool","category":"RWE Data & Analytics","summary":"ResearchGPT PDF conversation app extracts text, embeds it and answers with source passages and page numbers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mukulpatnaik/researchgpt","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ResearchGPT PDF conversation app extracts text, embeds it and answers with source passages and page numbers."],"limitation":"Unmaintained; live demo has extra features beyond repository, requires Redis/OpenAI.","url":"https://github.com/mukulpatnaik/researchgpt","primarySourceURLs":["https://raw.githubusercontent.com/mukulpatnaik/researchgpt/HEAD/README.md","https://github.com/mukulpatnaik/researchgpt"],"id":"RWE-5726","relevance":{"id":"RWE-5726","decision":"Core","rationale":"ResearchGPT PDF conversation app extracts text, embeds it and answers with source passages and page numbers. The selected source retrieval, search strategy or health-regulatory/reference evidence function supports research; claims of completeness and clinical validity remain unapproved.","relevanceBasis":"ResearchGPT PDF conversation app extracts text, embeds it and answers with source passages and page numbers. Limits: Unmaintained; live demo has extra features beyond repository, requires Redis/OpenAI.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/mukulpatnaik/researchgpt/HEAD/README.md","https://github.com/mukulpatnaik/researchgpt"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"nchemb/whoop-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"WHOOP MCP retrieves biometrics and supports SQL queries over a local copy.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nchemb/whoop-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["WHOOP MCP retrieves biometrics and supports SQL queries over a local copy."],"limitation":"Local storage does not keep returned data from cloud assistants; coaching/macronutrient recommendations are unvalidated.","url":"https://github.com/nchemb/whoop-mcp","primarySourceURLs":["https://raw.githubusercontent.com/nchemb/whoop-mcp/main/README.md","https://github.com/nchemb/whoop-mcp"],"id":"RWE-5728","relevance":{"id":"RWE-5728","decision":"Core","rationale":"WHOOP MCP retrieves biometrics and supports SQL queries over a local copy. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"WHOOP MCP retrieves biometrics and supports SQL queries over a local copy. Limits: Local storage does not keep returned data from cloud assistants; coaching/macronutrient recommendations are unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/nchemb/whoop-mcp/main/README.md","https://github.com/nchemb/whoop-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"neuromechanist/matlab-mcp-tools","kind":"Research tool","category":"RWE Data & Analytics","summary":"MATLAB research analysis agent","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"neuromechanist/matlab-mcp-tools","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MATLAB research analysis agent"],"limitation":"Original primary review qualifications remain binding: MATLAB MCP exposes script execution, workspace variables and figure data/metadata to research agents. Computational analysis interface requiring MATLAB; generated code and interpretation remain user-reviewed.","url":"https://github.com/neuromechanist/matlab-mcp-tools","primarySourceURLs":["https://raw.githubusercontent.com/neuromechanist/matlab-mcp-tools/main/README.md","https://github.com/neuromechanist/matlab-mcp-tools"],"id":"RWE-5730","relevance":{"id":"RWE-5730","decision":"Core","rationale":"MATLAB research analysis agent. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"MATLAB research analysis agent Limits: Original primary review qualifications remain binding: MATLAB MCP exposes script execution, workspace variables and figure data/metadata to research agents. Computational analysis interface requiring MATLAB; generated code and interpretation remain user-reviewed.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/neuromechanist/matlab-mcp-tools/main/README.md","https://github.com/neuromechanist/matlab-mcp-tools"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"newleaf-ai/aitrium-radiotherapy","kind":"Research tool","category":"RWE Data & Analytics","summary":"Inspect radiotherapy DICOM and compute dose-volume histograms.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"newleaf-ai/aitrium-radiotherapy","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Inspect radiotherapy DICOM and compute dose-volume histograms."],"limitation":"Proof of concept, not clinically validated; correct DICOM inputs required.","url":"https://github.com/newleaf-ai/aitrium-radiotherapy","primarySourceURLs":["https://raw.githubusercontent.com/NewLeaf-ai/aitrium-radiotherapy/main/README.md","https://github.com/NewLeaf-ai/aitrium-radiotherapy"],"id":"RWE-5731","relevance":{"id":"RWE-5731","decision":"Core","rationale":"Inspect radiotherapy DICOM and compute dose-volume histograms. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"Inspect radiotherapy DICOM and compute dose-volume histograms. Limits: Proof of concept, not clinically validated; correct DICOM inputs required.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/NewLeaf-ai/aitrium-radiotherapy/main/README.md","https://github.com/NewLeaf-ai/aitrium-radiotherapy"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"nikitavoitov/snowflake-healthcare-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Snowflake agent queries structured claims/member data and policy/document retrieval.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nikitavoitov/snowflake-healthcare-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Snowflake agent queries structured claims/member data and policy/document retrieval."],"limitation":"Requires configured Snowflake dataset; contact-center framing does not establish population research validity.","url":"https://github.com/nikitavoitov/snowflake-healthcare-agent","primarySourceURLs":["https://raw.githubusercontent.com/NikitaVoitov/snowflake-healthcare-agent/main/README.md","https://github.com/NikitaVoitov/snowflake-healthcare-agent"],"id":"RWE-5733","relevance":{"id":"RWE-5733","decision":"Core","rationale":"Snowflake agent queries structured claims/member data and policy/document retrieval. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"Snowflake agent queries structured claims/member data and policy/document retrieval. Limits: Requires configured Snowflake dataset; contact-center framing does not establish population research validity.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/NikitaVoitov/snowflake-healthcare-agent/main/README.md","https://github.com/NikitaVoitov/snowflake-healthcare-agent"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"openpharma-org/biorxiv-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Seven-method bioRxiv/medRxiv preprint access.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openpharma-org/biorxiv-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Seven-method bioRxiv/medRxiv preprint access."],"limitation":"Preprints are not peer-reviewed findings; source metadata/counts vary.","url":"https://github.com/openpharma-org/biorxiv-mcp","primarySourceURLs":["https://raw.githubusercontent.com/openpharma-org/biorxiv-mcp/main/README.md","https://github.com/openpharma-org/biorxiv-mcp"],"id":"RWE-5735","relevance":{"id":"RWE-5735","decision":"Core","rationale":"Seven-method bioRxiv/medRxiv preprint access. The selected source retrieval, search strategy or health-regulatory/reference evidence function supports research; claims of completeness and clinical validity remain unapproved.","relevanceBasis":"Seven-method bioRxiv/medRxiv preprint access. Limits: Preprints are not peer-reviewed findings; source metadata/counts vary.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/openpharma-org/biorxiv-mcp/main/README.md","https://github.com/openpharma-org/biorxiv-mcp"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"openpharma-org/formulary-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Unofficial formulary MCP searches ACA-plan coverage tiers, costs and restrictions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openpharma-org/formulary-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Unofficial formulary MCP searches ACA-plan coverage tiers, costs and restrictions."],"limitation":"Reconcile openpharma upstream identity; plan counts/current coverage are provider claims and need source-date context.","url":"https://github.com/openpharma-org/formulary-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/openpharma-org/formulary-mcp-server/main/README.md","https://github.com/openpharma-org/formulary-mcp-server"],"id":"RWE-5736","relevance":{"id":"RWE-5736","decision":"Core","rationale":"Unofficial formulary MCP searches ACA-plan coverage tiers, costs and restrictions. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"Unofficial formulary MCP searches ACA-plan coverage tiers, costs and restrictions. Limits: Reconcile openpharma upstream identity; plan counts/current coverage are provider claims and need source-date context.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/openpharma-org/formulary-mcp-server/main/README.md","https://github.com/openpharma-org/formulary-mcp-server"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"openpharma-org/hpo-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"HPO term search, lookup and batch retrieval MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openpharma-org/hpo-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["HPO term search, lookup and batch retrieval MCP."],"limitation":"README attributes AugmentedNature; reconcile upstream packaging before publication.","url":"https://github.com/openpharma-org/hpo-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/openpharma-org/hpo-mcp-server/main/README.md","https://github.com/openpharma-org/hpo-mcp-server"],"id":"RWE-5737","relevance":{"id":"RWE-5737","decision":"Core","rationale":"HPO term search, lookup and batch retrieval MCP. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"HPO term search, lookup and batch retrieval MCP. Limits: README attributes AugmentedNature; reconcile upstream packaging before publication.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/openpharma-org/hpo-mcp-server/main/README.md","https://github.com/openpharma-org/hpo-mcp-server"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"papersflow-ai/papersflow-codex-plugin","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"PapersFlow Codex plugin bundles hosted research MCP and guided workflow skills.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"papersflow-ai/papersflow-codex-plugin","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["PapersFlow Codex plugin bundles hosted research MCP and guided workflow skills."],"limitation":"Same PapersFlow service family; preserve client packaging rather than duplicate capabilities.","url":"https://github.com/papersflow-ai/papersflow-codex-plugin","primarySourceURLs":["https://raw.githubusercontent.com/papersflow-ai/papersflow-codex-plugin/main/README.md","https://github.com/papersflow-ai/papersflow-codex-plugin"],"id":"RWE-5738","relevance":{"id":"RWE-5738","decision":"Core","rationale":"Retain the documented evidence function: PapersFlow Codex plugin bundles hosted research MCP and guided workflow skills. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"PapersFlow Codex plugin bundles hosted research MCP and guided workflow skills.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/papersflow-ai/papersflow-codex-plugin","https://raw.githubusercontent.com/papersflow-ai/papersflow-codex-plugin/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pkaysantana/continuum-discovery — biorxiv-database","kind":"Research tool","category":"RWE Data & Analytics","summary":"bioRxiv toolkit instructions retrieve preprint metadata and structured research records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pkaysantana/continuum-discovery","website":"GitHub","packages":".qwen/skills/biorxiv-database/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["bioRxiv toolkit instructions retrieve preprint metadata and structured research records."],"limitation":"Preprints unreviewed; topic/date filtering and download availability require verification.","url":"https://github.com/pkaysantana/continuum-discovery","primarySourceURLs":["https://github.com/pkaysantana/continuum-discovery/blob/f31444a6108f38b98b8ad41e8fb293970e8c51ec/.qwen/skills/biorxiv-database/SKILL.md"],"id":"RWE-5740","relevance":{"id":"RWE-5740","decision":"Core","rationale":"bioRxiv toolkit instructions retrieve preprint metadata and structured research records. The selected source retrieval, search strategy or health-regulatory/reference evidence function supports research; claims of completeness and clinical validity remain unapproved.","relevanceBasis":"bioRxiv toolkit instructions retrieve preprint metadata and structured research records. Limits: Preprints unreviewed; topic/date filtering and download availability require verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pkaysantana/continuum-discovery/blob/f31444a6108f38b98b8ad41e8fb293970e8c51ec/.qwen/skills/biorxiv-database/SKILL.md"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"pymc-labs/pymc-modeling — pymc-modeling","kind":"Research tool","category":"RWE Data & Analytics","summary":"PyMC modeling guide specifies priors,sampling,convergence and predictive checks with saved model outputs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pymc-labs/pymc-modeling","website":"GitHub","packages":"skills/pymc-modeling/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["PyMC modeling guide specifies priors,sampling,convergence and predictive checks with saved model outputs."],"limitation":"Version-specific API/performance claims not independently executed; diagnostics and do/observe require valid model assumptions.","url":"https://github.com/pymc-labs/pymc-modeling","primarySourceURLs":["https://github.com/pymc-labs/pymc-modeling/blob/b41e66104685ba06fce89091cf0706e9bc21872e/skills/pymc-modeling/SKILL.md"],"id":"RWE-5741","relevance":{"id":"RWE-5741","decision":"Core","rationale":"PyMC modeling guide specifies priors,sampling,convergence and predictive checks with saved model outputs. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"PyMC modeling guide specifies priors,sampling,convergence and predictive checks with saved model outputs. Limits: Version-specific API/performance claims not independently executed; diagnostics and do/observe require valid model assumptions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pymc-labs/pymc-modeling/blob/b41e66104685ba06fce89091cf0706e9bc21872e/skills/pymc-modeling/SKILL.md"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"quentincody/cdc-open-data-mcp-server","kind":"Research tool","category":"RWE Data & Analytics","summary":"Queries CDC upstream API and stages large responses for SQL queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"quentincody/cdc-open-data-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Queries CDC upstream API and stages large responses for SQL queries."],"limitation":"Attribute to QuentinCody collection; code-mode supports broader request methods and is not universally read-only.","url":"https://github.com/quentincody/cdc-open-data-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/QuentinCody/cdc-open-data-mcp-server/main/README.md","https://github.com/QuentinCody/cdc-open-data-mcp-server"],"id":"RWE-5742","relevance":{"id":"RWE-5742","decision":"Core","rationale":"Queries CDC upstream API and stages large responses for SQL queries. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"Queries CDC upstream API and stages large responses for SQL queries. Limits: Attribute to QuentinCody collection; code-mode supports broader request methods and is not universally read-only.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/QuentinCody/cdc-open-data-mcp-server/main/README.md","https://github.com/QuentinCody/cdc-open-data-mcp-server"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"quentincody/cms-pricing-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"CMS Pricing API code-mode MCP endpoint queries and staged-result SQL.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"quentincody/cms-pricing-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CMS Pricing API code-mode MCP endpoint queries and staged-result SQL."],"limitation":"Bio MCP monorepo component; dataset/service pricing definitions and coverage vary.","url":"https://github.com/quentincody/cms-pricing-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/QuentinCody/cms-pricing-mcp-server/main/README.md","https://github.com/QuentinCody/cms-pricing-mcp-server"],"id":"RWE-5743","relevance":{"id":"RWE-5743","decision":"Core","rationale":"CMS Pricing API code-mode MCP endpoint queries and staged-result SQL. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"CMS Pricing API code-mode MCP endpoint queries and staged-result SQL. Limits: Bio MCP monorepo component; dataset/service pricing definitions and coverage vary.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/QuentinCody/cms-pricing-mcp-server/main/README.md","https://github.com/QuentinCody/cms-pricing-mcp-server"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"quentincody/europepmc-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Europe PMC code-mode MCP article/annotation retrieval and staged-result SQL.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"quentincody/europepmc-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Europe PMC code-mode MCP article/annotation retrieval and staged-result SQL."],"limitation":"Bio MCP component; source release/coverage and annotation limitations.","url":"https://github.com/quentincody/europepmc-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/QuentinCody/europepmc-mcp-server/main/README.md","https://github.com/QuentinCody/europepmc-mcp-server"],"id":"RWE-5744","relevance":{"id":"RWE-5744","decision":"Core","rationale":"Europe PMC code-mode MCP article/annotation retrieval and staged-result SQL. The selected source retrieval, search strategy or health-regulatory/reference evidence function supports research; claims of completeness and clinical validity remain unapproved.","relevanceBasis":"Europe PMC code-mode MCP article/annotation retrieval and staged-result SQL. Limits: Bio MCP component; source release/coverage and annotation limitations.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/QuentinCody/europepmc-mcp-server/main/README.md","https://github.com/QuentinCody/europepmc-mcp-server"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"quentincody/loinc-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Bio MCP LOINC component exposes upstream API operation discovery, execution and SQL over responses.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"quentincody/loinc-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Bio MCP LOINC component exposes upstream API operation discovery, execution and SQL over responses."],"limitation":"Component of QuentinCody Bio MCP collection; Code Mode can execute mutating upstream operations, so not inherently read-only.","url":"https://github.com/quentincody/loinc-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/QuentinCody/loinc-mcp-server/main/README.md","https://github.com/QuentinCody/loinc-mcp-server"],"id":"RWE-5745","relevance":{"id":"RWE-5745","decision":"Core","rationale":"Bio MCP LOINC component exposes upstream API operation discovery, execution and SQL over responses. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"Bio MCP LOINC component exposes upstream API operation discovery, execution and SQL over responses. Limits: Component of QuentinCody Bio MCP collection; Code Mode can execute mutating upstream operations, so not inherently read-only.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/QuentinCody/loinc-mcp-server/main/README.md","https://github.com/QuentinCody/loinc-mcp-server"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"quentincody/nci-cts-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"NCI CTS API MCP operation discovery, code-mode queries and staged-result SQL.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"quentincody/nci-cts-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["NCI CTS API MCP operation discovery, code-mode queries and staged-result SQL."],"limitation":"Bio MCP monorepo component; API access and code-mode operation scope need controls.","url":"https://github.com/quentincody/nci-cts-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/QuentinCody/nci-cts-mcp-server/main/README.md","https://github.com/QuentinCody/nci-cts-mcp-server"],"id":"RWE-5746","relevance":{"id":"RWE-5746","decision":"Core","rationale":"NCI CTS API MCP operation discovery, code-mode queries and staged-result SQL. The selected source retrieval, search strategy or health-regulatory/reference evidence function supports research; claims of completeness and clinical validity remain unapproved.","relevanceBasis":"NCI CTS API MCP operation discovery, code-mode queries and staged-result SQL. Limits: Bio MCP monorepo component; API access and code-mode operation scope need controls.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/QuentinCody/nci-cts-mcp-server/main/README.md","https://github.com/QuentinCody/nci-cts-mcp-server"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"quentincody/pubtator-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"PubTator API code-mode MCP annotations and staged-data SQL.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"quentincody/pubtator-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["PubTator API code-mode MCP annotations and staged-data SQL."],"limitation":"Bio MCP monorepo component; annotation quality and endpoint limits.","url":"https://github.com/quentincody/pubtator-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/QuentinCody/pubtator-mcp-server/main/README.md","https://github.com/QuentinCody/pubtator-mcp-server"],"id":"RWE-5747","relevance":{"id":"RWE-5747","decision":"Core","rationale":"PubTator API code-mode MCP annotations and staged-data SQL. The selected source retrieval, search strategy or health-regulatory/reference evidence function supports research; claims of completeness and clinical validity remain unapproved.","relevanceBasis":"PubTator API code-mode MCP annotations and staged-data SQL. Limits: Bio MCP monorepo component; annotation quality and endpoint limits.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/QuentinCody/pubtator-mcp-server/main/README.md","https://github.com/QuentinCody/pubtator-mcp-server"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"ravigurram4444/agentic-healthcare-prior-auth-assistant","kind":"Research tool","category":"RWE Data & Analytics","summary":"Agent workflow extracts note information and matches payer criteria/coding references.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ravigurram4444/agentic-healthcare-prior-auth-assistant","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Agent workflow extracts note information and matches payer criteria/coding references."],"limitation":"MCP-style architecture not verified protocol conformance; coding/approval judgments need review.","url":"https://github.com/ravigurram4444/agentic-healthcare-prior-auth-assistant","primarySourceURLs":["https://raw.githubusercontent.com/ravigurram4444/agentic-healthcare-prior-auth-assistant/main/README.md","https://github.com/ravigurram4444/agentic-healthcare-prior-auth-assistant"],"id":"RWE-5748","relevance":{"id":"RWE-5748","decision":"Core","rationale":"Agent workflow extracts note information and matches payer criteria/coding references. Retain clinical-note information extraction only as structured clinical data; payer criteria matching and authorization decisions do not supply Core relevance.","relevanceBasis":"Agent workflow extracts note information and matches payer criteria/coding references. Limits: MCP-style architecture not verified protocol conformance; coding/approval judgments need review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ravigurram4444/agentic-healthcare-prior-auth-assistant/main/README.md","https://github.com/ravigurram4444/agentic-healthcare-prior-auth-assistant"],"reviewGroup":"clinical-note-extraction"}},{"name":"rezajf/agentic_finngen","kind":"Research tool","category":"RWE Data & Analytics","summary":"Mithril agents orchestrate FinnGen research analyses through specialized tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rezajf/agentic_finngen","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Mithril agents orchestrate FinnGen research analyses through specialized tools."],"limitation":"Requires authorized underlying data/package access; pair with fganalysis MCP backbone as one ecosystem where appropriate.","url":"https://github.com/rezajf/agentic_finngen","primarySourceURLs":["https://raw.githubusercontent.com/RezaJF/agentic_FinnGen/main/README.md","https://github.com/RezaJF/agentic_FinnGen"],"id":"RWE-5750","relevance":{"id":"RWE-5750","decision":"Core","rationale":"Mithril agents orchestrate FinnGen research analyses through specialized tools. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"Mithril agents orchestrate FinnGen research analyses through specialized tools. Limits: Requires authorized underlying data/package access; pair with fganalysis MCP backbone as one ecosystem where appropriate.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/RezaJF/agentic_FinnGen/main/README.md","https://github.com/RezaJF/agentic_FinnGen"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"rilhia/omni-endo-ai-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP retrieves Glooko/Omnipod diabetes observations for inspection and analysis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rilhia/omni-endo-ai-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP retrieves Glooko/Omnipod diabetes observations for inspection and analysis."],"limitation":"Requires authorized Glooko account; cloud LLMs receive returned context, and analysis must not guide therapy without clinicians.","url":"https://github.com/rilhia/omni-endo-ai-mcp","primarySourceURLs":["https://raw.githubusercontent.com/rilhia/omni-endo-ai-mcp/main/README.md","https://github.com/rilhia/omni-endo-ai-mcp"],"id":"RWE-5751","relevance":{"id":"RWE-5751","decision":"Core","rationale":"MCP retrieves Glooko/Omnipod diabetes observations for inspection and analysis. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"MCP retrieves Glooko/Omnipod diabetes observations for inspection and analysis. Limits: Requires authorized Glooko account; cloud LLMs receive returned context, and analysis must not guide therapy without clinicians.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/rilhia/omni-endo-ai-mcp/main/README.md","https://github.com/rilhia/omni-endo-ai-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"rootsbymenda/chem-mcp-server","kind":"Research tool","category":"RWE Data & Analytics","summary":"ECHA/NIOSH chemical hazard records","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rootsbymenda/chem-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ECHA/NIOSH chemical hazard records"],"limitation":"Original primary review qualifications remain binding: Pinned schemas document source-linked ECHA/NIOSH/GHS/ICSC lookup. Published hazard/exposure references are not case-specific safe-use recommendations; completeness and current legal status not audited.","url":"https://github.com/rootsbymenda/chem-mcp-server","primarySourceURLs":["https://github.com/rootsbymenda/chem-mcp-server"],"id":"RWE-5752","relevance":{"id":"RWE-5752","decision":"Core","rationale":"ECHA/NIOSH chemical hazard records. The selected source retrieval, search strategy or health-regulatory/reference evidence function supports research; claims of completeness and clinical validity remain unapproved.","relevanceBasis":"ECHA/NIOSH chemical hazard records Limits: Original primary review qualifications remain binding: Pinned schemas document source-linked ECHA/NIOSH/GHS/ICSC lookup. Published hazard/exposure references are not case-specific safe-use recommendations; completeness and current legal status not audited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rootsbymenda/chem-mcp-server"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"samyama-ai/surveillance-kg","kind":"Research tool","category":"Public health & surveillance","summary":"Query country, region and annual disease surveillance indicators.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"samyama-ai/surveillance-kg","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Query country, region and annual disease surveillance indicators."],"limitation":"Generic upstream Samyama MCP rather than separate server; aggregate data only.","url":"https://github.com/samyama-ai/surveillance-kg","primarySourceURLs":["https://raw.githubusercontent.com/samyama-ai/surveillance-kg/main/README.md","https://github.com/samyama-ai/surveillance-kg"],"id":"RWE-5755","relevance":{"id":"RWE-5755","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Query country, region and annual disease surveillance indicators.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/samyama-ai/surveillance-kg/main/README.md","https://github.com/samyama-ai/surveillance-kg"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"sandeepm-github/medicode-agentic-ai","kind":"Research tool","category":"OMOP & terminology","summary":"FastMCP semantic retrieval and agent extraction of billing terminology from physician notes.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sandeepm-github/medicode-agentic-ai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["FastMCP semantic retrieval and agent extraction of billing terminology from physician notes."],"limitation":"Extraction component only; payout automation and compliance guarantees not validated.","url":"https://github.com/sandeepm-github/medicode-agentic-ai","primarySourceURLs":["https://raw.githubusercontent.com/SandeepM-GitHub/MediCode-Agentic-AI/main/README.md","https://github.com/SandeepM-GitHub/MediCode-Agentic-AI"],"id":"RWE-5756","relevance":{"id":"RWE-5756","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"FastMCP semantic retrieval and agent extraction of billing terminology from physician notes.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/SandeepM-GitHub/MediCode-Agentic-AI/main/README.md","https://github.com/SandeepM-GitHub/MediCode-Agentic-AI"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"scottsavaiano/research-agent — operationalize-construct","kind":"Research tool","category":"RWE Data & Analytics","summary":"Inventory construct meaning, unit and time horizon before selecting variables; record candidate-measure and data-validity decisions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"scottsavaiano/research-agent","website":"GitHub","packages":"skills/operationalize-construct/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Inventory construct meaning, unit and time horizon before selecting variables; record candidate-measure and data-validity decisions."],"limitation":"Selected inventory phase only; alternative method shapes explicitly sketches, full measurement validation not reviewed.","url":"https://github.com/scottsavaiano/research-agent","primarySourceURLs":["https://github.com/ScottSavaiano/research-agent/blob/87f12ad7288c65ff41f193b4936633d756aab6ef/skills/operationalize-construct/SKILL.md"],"id":"RWE-5758","relevance":{"id":"RWE-5758","decision":"Core","rationale":"Inventory construct meaning, unit and time horizon before selecting variables; record candidate-measure and data-validity decisions. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"Inventory construct meaning, unit and time horizon before selecting variables; record candidate-measure and data-validity decisions. Limits: Selected inventory phase only; alternative method shapes explicitly sketches, full measurement validation not reviewed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ScottSavaiano/research-agent/blob/87f12ad7288c65ff41f193b4936633d756aab6ef/skills/operationalize-construct/SKILL.md"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"sepanta-yalameha/simbiology-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"MCP controls MATLAB SimBiology model construction, PK/PD simulations, parameter changes and results export.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sepanta-yalameha/simbiology-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MCP controls MATLAB SimBiology model construction, PK/PD simulations, parameter changes and results export."],"limitation":"Requires MATLAB Engine and SimBiology licenses; simulations are not observed treatment effects.","url":"https://github.com/sepanta-yalameha/simbiology-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Sepanta-Yalameha/SIMBIOLOGY-MCP/main/README.md","https://github.com/Sepanta-Yalameha/SIMBIOLOGY-MCP"],"id":"RWE-5760","relevance":{"id":"RWE-5760","decision":"Core","rationale":"MCP controls MATLAB SimBiology model construction, PK/PD simulations, parameter changes and results export. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"MCP controls MATLAB SimBiology model construction, PK/PD simulations, parameter changes and results export. Limits: Requires MATLAB Engine and SimBiology licenses; simulations are not observed treatment effects.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Sepanta-Yalameha/SIMBIOLOGY-MCP/main/README.md","https://github.com/Sepanta-Yalameha/SIMBIOLOGY-MCP"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"seraphinerenard/usda-fdc-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Four stdio tools for food/nutrient questions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"seraphinerenard/usda-fdc-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Four stdio tools for food/nutrient questions."],"limitation":"Dataset coverage/version and source definitions constrain nutritional comparisons.","url":"https://github.com/seraphinerenard/usda-fdc-mcp","primarySourceURLs":["https://raw.githubusercontent.com/seraphinerenard/usda-fdc-mcp/main/README.md","https://github.com/seraphinerenard/usda-fdc-mcp"],"id":"RWE-5761","relevance":{"id":"RWE-5761","decision":"Core","rationale":"Four stdio tools for food/nutrient questions. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"Four stdio tools for food/nutrient questions. Limits: Dataset coverage/version and source definitions constrain nutritional comparisons.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/seraphinerenard/usda-fdc-mcp/main/README.md","https://github.com/seraphinerenard/usda-fdc-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"sillydaibo/reasflow-dev — deep-research","kind":"Research tool","category":"RWE Data & Analytics","summary":"ARS-style research orchestrator structures source search and synthesis modes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sillydaibo/reasflow-dev","website":"GitHub","packages":"skills/reasflow/shared/deep-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["ARS-style research orchestrator structures source search and synthesis modes."],"limitation":"Upstream identity should consolidate; no independent methodology or completeness guarantee.","url":"https://github.com/sillydaibo/reasflow-dev","primarySourceURLs":["https://github.com/sillyDaibo/reasflow-dev/blob/12d80b45dec7f938ac20a7f3fc615b7908d7c143/skills/reasflow/shared/deep-research/SKILL.md"],"id":"RWE-5764","relevance":{"id":"RWE-5764","decision":"Core","rationale":"ARS-style research orchestrator structures source search and synthesis modes. The selected source retrieval, search strategy or health-regulatory/reference evidence function supports research; claims of completeness and clinical validity remain unapproved.","relevanceBasis":"ARS-style research orchestrator structures source search and synthesis modes. Limits: Upstream identity should consolidate; no independent methodology or completeness guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sillyDaibo/reasflow-dev/blob/12d80b45dec7f938ac20a7f3fc615b7908d7c143/skills/reasflow/shared/deep-research/SKILL.md"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"slookisen/lokal","kind":"MCP component","category":"RWE Data & Analytics","summary":"Dental provider directory data","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"slookisen/lokal","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Dental provider directory data"],"limitation":"Original primary review qualifications remain binding: Exact mcp-server-dental/index.js registers tools against finn-tannlege.com despite unrelated monorepo root README. Scope to dental clinic directory; counts, agreements and opening hours not independently validated.","url":"https://github.com/slookisen/lokal","primarySourceURLs":["https://github.com/slookisen/lokal"],"id":"RWE-5765","relevance":{"id":"RWE-5765","decision":"Core","rationale":"Dental provider directory data. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"Dental provider directory data Limits: Original primary review qualifications remain binding: Exact mcp-server-dental/index.js registers tools against finn-tannlege.com despite unrelated monorepo root README. Scope to dental clinic directory; counts, agreements and opening hours not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/slookisen/lokal"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"smartbiblia-solutions/agentic-stack — generate-search-queries","kind":"Research tool","category":"RWE Data & Analytics","summary":"Bilingual research query and concept-expansion schema","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"smartbiblia-solutions/agentic-stack","website":"GitHub","packages":"skills/generate-search-queries/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Bilingual research query and concept-expansion schema"],"limitation":"JSON schema validity does not establish database syntax validity or search sensitivity; 8–15 query target is arbitrary.","url":"https://github.com/smartbiblia-solutions/agentic-stack","primarySourceURLs":["https://github.com/smartbiblia-solutions/agentic-stack/blob/07c9cd9297753108736ad4d517197c4ef0798b2e/skills/generate-search-queries/SKILL.md"],"id":"RWE-5767","relevance":{"id":"RWE-5767","decision":"Core","rationale":"Bilingual research query and concept-expansion schema. The selected source retrieval, search strategy or health-regulatory/reference evidence function supports research; claims of completeness and clinical validity remain unapproved.","relevanceBasis":"Bilingual research query and concept-expansion schema Limits: JSON schema validity does not establish database syntax validity or search sensitivity; 8–15 query target is arbitrary.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/smartbiblia-solutions/agentic-stack/blob/07c9cd9297753108736ad4d517197c4ef0798b2e/skills/generate-search-queries/SKILL.md"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"soapnoteaicom/soapnoteapi-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Transcript-to-structured clinical-note extraction","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"soapnoteaicom/soapnoteapi-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Transcript-to-structured clinical-note extraction"],"limitation":"Original primary review qualifications remain binding: Source exposes transcript/audio-to-structured-note and longitudinal visit summarization tools. AI-generated extraction and billing suggestions require validation; not an observational analysis engine and privacy claims were not audited.","url":"https://github.com/soapnoteaicom/soapnoteapi-mcp","primarySourceURLs":["https://github.com/soapnoteaicom/soapnoteapi-mcp"],"id":"RWE-5768","relevance":{"id":"RWE-5768","decision":"Core","rationale":"Transcript-to-structured clinical-note extraction. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"Transcript-to-structured clinical-note extraction Limits: Original primary review qualifications remain binding: Source exposes transcript/audio-to-structured-note and longitudinal visit summarization tools. AI-generated extraction and billing suggestions require validation; not an observational analysis engine and privacy claims were not audited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/soapnoteaicom/soapnoteapi-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"somz22/personal-health-fitbit","kind":"Research tool","category":"RWE Data & Analytics","summary":"Fitbit-to-Supabase/DuckDB longitudinal data query in the observed repository.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"somz22/personal-health-fitbit","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Fitbit-to-Supabase/DuckDB longitudinal data query in the observed repository."],"limitation":"Attribute observed package to somz22/personal-health-fitbit; divergent clone URL means upstream authorship is not established. No claim of an independently authored implementation.","url":"https://github.com/somz22/personal-health-fitbit","primarySourceURLs":["https://raw.githubusercontent.com/somz22/personal-health-fitbit/main/README.md","https://github.com/somz22/personal-health-fitbit"],"id":"RWE-5769","relevance":{"id":"RWE-5769","decision":"Core","rationale":"Fitbit-to-Supabase/DuckDB longitudinal data query in the observed repository. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"Fitbit-to-Supabase/DuckDB longitudinal data query in the observed repository. Limits: Attribute observed package to somz22/personal-health-fitbit; divergent clone URL means upstream authorship is not established. No claim of an independently authored implementation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/somz22/personal-health-fitbit/main/README.md","https://github.com/somz22/personal-health-fitbit"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"teninq/cdisc-mcp","kind":"MCP server","category":"OMOP & terminology","summary":"CDISC MCP queries standards and terminology with tool forms and API bridge.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"teninq/cdisc-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["CDISC MCP queries standards and terminology with tool forms and API bridge."],"limitation":"Version/API credentials required; consolidate related wrappers only if actual duplicates.","url":"https://github.com/teninq/cdisc-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Teninq/cdisc-mcp/main/README.md","https://github.com/Teninq/cdisc-mcp"],"id":"RWE-5771","relevance":{"id":"RWE-5771","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"CDISC MCP queries standards and terminology with tool forms and API bridge.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Teninq/cdisc-mcp/main/README.md","https://github.com/Teninq/cdisc-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"tigerwu0118/paper-download-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Six tools probe providers, download to short-lived staging, verify PDF artifacts and discard them.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tigerwu0118/paper-download-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Six tools probe providers, download to short-lived staging, verify PDF artifacts and discard them."],"limitation":"Elsevier requires authorization/network entitlement; fake provider is test-only; final storage delegated to caller and subscription access limited.","url":"https://github.com/tigerwu0118/paper-download-mcp","primarySourceURLs":["https://github.com/TIGERwu0118/paper-download-mcp/blob/main/README.md","https://github.com/TIGERwu0118/paper-download-mcp","https://api.github.com/repos/TIGERwu0118/paper-download-mcp/readme"],"id":"RWE-5775","relevance":{"id":"RWE-5775","decision":"Core","rationale":"Six tools probe providers, download to short-lived staging, verify PDF artifacts and discard them. The selected source retrieval, search strategy or health-regulatory/reference evidence function supports research; claims of completeness and clinical validity remain unapproved.","relevanceBasis":"Six tools probe providers, download to short-lived staging, verify PDF artifacts and discard them. Limits: Elsevier requires authorization/network entitlement; fake provider is test-only; final storage delegated to caller and subscription access limited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/TIGERwu0118/paper-download-mcp/blob/main/README.md","https://github.com/TIGERwu0118/paper-download-mcp","https://api.github.com/repos/TIGERwu0118/paper-download-mcp/readme"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"toxmcp/pbpk-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"PBPK model discovery; simulation execution; parameter access; PK result retrieval; provenance reports","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"toxmcp/pbpk-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["PBPK model discovery; simulation execution; parameter access; PK result retrieval; provenance reports"],"limitation":"Research-model qualification and report structure do not establish regulatory acceptance. Parameters, model applicability and uncertainty require independent review; no runtime test.","url":"https://github.com/toxmcp/pbpk-mcp","primarySourceURLs":["https://raw.githubusercontent.com/ToxMCP/pbpk-mcp/main/README.md","https://github.com/ToxMCP/pbpk-mcp"],"id":"RWE-5777","relevance":{"id":"RWE-5777","decision":"Core","rationale":"PBPK model discovery; simulation execution; parameter access; PK result retrieval; provenance reports. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"PBPK model discovery; simulation execution; parameter access; PK result retrieval; provenance reports Limits: Research-model qualification and report structure do not establish regulatory acceptance. Parameters, model applicability and uncertainty require independent review; no runtime test.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/ToxMCP/pbpk-mcp/main/README.md","https://github.com/ToxMCP/pbpk-mcp"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"unitedideas/pending-medicare-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"CMS provider enrollment reference data","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"unitedideas/pending-medicare-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CMS provider enrollment reference data"],"limitation":"Original primary review qualifications remain binding: Repository specifies public CMS pending-enrollment preview and revalidation-date lookup. Pending does not imply approved enrollment or misconduct; validated-preview claim not independently tested.","url":"https://github.com/unitedideas/pending-medicare-mcp","primarySourceURLs":["https://github.com/unitedideas/pending-medicare-mcp"],"id":"RWE-5779","relevance":{"id":"RWE-5779","decision":"Core","rationale":"CMS provider enrollment reference data. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"CMS provider enrollment reference data Limits: Original primary review qualifications remain binding: Repository specifies public CMS pending-enrollment preview and revalidation-date lookup. Pending does not imply approved enrollment or misconduct; validated-preview claim not independently tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/unitedideas/pending-medicare-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"uviive/fleet-skills-public — europepmc-search","kind":"Research tool","category":"RWE Data & Analytics","summary":"Europe PMC search component documents unified published/preprint retrieval with explicit API provenance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"uviive/fleet-skills-public","website":"GitHub","packages":"europepmc-search/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Europe PMC search component documents unified published/preprint retrieval with explicit API provenance."],"limitation":"Indexed-source count varies; preprints and peer-reviewed articles must remain distinguished.","url":"https://github.com/uviive/fleet-skills-public","primarySourceURLs":["https://github.com/UViiVe/fleet-skills-public/blob/bab7e56e134dec2101d47500cfa2482c65354682/europepmc-search/SKILL.md"],"id":"RWE-5781","relevance":{"id":"RWE-5781","decision":"Core","rationale":"Europe PMC search component documents unified published/preprint retrieval with explicit API provenance. The selected source retrieval, search strategy or health-regulatory/reference evidence function supports research; claims of completeness and clinical validity remain unapproved.","relevanceBasis":"Europe PMC search component documents unified published/preprint retrieval with explicit API provenance. Limits: Indexed-source count varies; preprints and peer-reviewed articles must remain distinguished.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/UViiVe/fleet-skills-public/blob/bab7e56e134dec2101d47500cfa2482c65354682/europepmc-search/SKILL.md"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"vaibhav-krishna23/symptom-tracker","kind":"Research tool","category":"RWE Data & Analytics","summary":"Symptom Tracker FastMCP exposes seven tools for logged symptom intensity, mood and longitudinal monitoring with LangGraph.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vaibhav-krishna23/symptom-tracker","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Symptom Tracker FastMCP exposes seven tools for logged symptom intensity, mood and longitudinal monitoring with LangGraph."],"limitation":"Self-reported data; severity and red-flag outputs are not validated triage guidance.","url":"https://github.com/vaibhav-krishna23/symptom-tracker","primarySourceURLs":["https://raw.githubusercontent.com/vaibhav-krishna23/symptom-tracker/main/README.md","https://github.com/vaibhav-krishna23/symptom-tracker"],"id":"RWE-5782","relevance":{"id":"RWE-5782","decision":"Core","rationale":"Symptom Tracker FastMCP exposes seven tools for logged symptom intensity, mood and longitudinal monitoring with LangGraph. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"Symptom Tracker FastMCP exposes seven tools for logged symptom intensity, mood and longitudinal monitoring with LangGraph. Limits: Self-reported data; severity and red-flag outputs are not validated triage guidance.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vaibhav-krishna23/symptom-tracker/main/README.md","https://github.com/vaibhav-krishna23/symptom-tracker"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"veracad/medicarecoveragechecker","kind":"Research tool","category":"RWE Data & Analytics","summary":"MedicareCoverageChecker FastMCP retrieves CMS HCPCS/CPT reimbursement, RVUs and coinsurance via live APIs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"veracad/medicarecoveragechecker","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MedicareCoverageChecker FastMCP retrieves CMS HCPCS/CPT reimbursement, RVUs and coinsurance via live APIs."],"limitation":"API availability and schedule year/locality coverage apply; reimbursement estimates do not establish coverage entitlement.","url":"https://github.com/veracad/medicarecoveragechecker","primarySourceURLs":["https://raw.githubusercontent.com/VeraCad/MedicareCoverageChecker/main/README.md","https://github.com/VeraCad/MedicareCoverageChecker"],"id":"RWE-5783","relevance":{"id":"RWE-5783","decision":"Core","rationale":"MedicareCoverageChecker FastMCP retrieves CMS HCPCS/CPT reimbursement, RVUs and coinsurance via live APIs. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"MedicareCoverageChecker FastMCP retrieves CMS HCPCS/CPT reimbursement, RVUs and coinsurance via live APIs. Limits: API availability and schedule year/locality coverage apply; reimbursement estimates do not establish coverage entitlement.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/VeraCad/MedicareCoverageChecker/main/README.md","https://github.com/VeraCad/MedicareCoverageChecker"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"vidhya-18/symptom-tracker-and-appointment-scheduling","kind":"MCP server","category":"RWE Data & Analytics","summary":"Symptom logging and longitudinal intensity/mood data MCP workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vidhya-18/symptom-tracker-and-appointment-scheduling","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Symptom logging and longitudinal intensity/mood data MCP workflow."],"limitation":"Self-report data collection only; generated severity/red-flag interpretation unvalidated.","url":"https://github.com/vidhya-18/symptom-tracker-and-appointment-scheduling","primarySourceURLs":["https://raw.githubusercontent.com/vidhya-18/Symptom-Tracker-and-Appointment-Scheduling/main/README.md","https://github.com/vidhya-18/Symptom-Tracker-and-Appointment-Scheduling"],"id":"RWE-5785","relevance":{"id":"RWE-5785","decision":"Core","rationale":"Symptom logging and longitudinal intensity/mood data MCP workflow. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"Symptom logging and longitudinal intensity/mood data MCP workflow. Limits: Self-report data collection only; generated severity/red-flag interpretation unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vidhya-18/Symptom-Tracker-and-Appointment-Scheduling/main/README.md","https://github.com/vidhya-18/Symptom-Tracker-and-Appointment-Scheduling"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"vikbht/provider-mdm-graph","kind":"MCP server","category":"RWE Data & Analytics","summary":"Provider MDM graph includes MCP provider search/matching over Neo4j golden records and quality rules.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vikbht/provider-mdm-graph","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Provider MDM graph includes MCP provider search/matching over Neo4j golden records and quality rules."],"limitation":"Provider entity-resolution infrastructure; matching quality requires validation on intended data.","url":"https://github.com/vikbht/provider-mdm-graph","primarySourceURLs":["https://raw.githubusercontent.com/vikbht/provider-mdm-graph/main/README.md","https://github.com/vikbht/provider-mdm-graph"],"id":"RWE-5786","relevance":{"id":"RWE-5786","decision":"Core","rationale":"Provider MDM graph includes MCP provider search/matching over Neo4j golden records and quality rules. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"Provider MDM graph includes MCP provider search/matching over Neo4j golden records and quality rules. Limits: Provider entity-resolution infrastructure; matching quality requires validation on intended data.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vikbht/provider-mdm-graph/main/README.md","https://github.com/vikbht/provider-mdm-graph"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"vishnuvardhan-kanumuri/healthcare-readmission-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Readmission MCP queries claims-pipeline data and HL7 validation status.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vishnuvardhan-kanumuri/healthcare-readmission-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Readmission MCP queries claims-pipeline data and HL7 validation status."],"limitation":"Include claims/engineering components; risk scores and care plans are not independently validated.","url":"https://github.com/vishnuvardhan-kanumuri/healthcare-readmission-mcp","primarySourceURLs":["https://raw.githubusercontent.com/vishnuvardhan-kanumuri/healthcare-readmission-mcp/main/README.md","https://github.com/vishnuvardhan-kanumuri/healthcare-readmission-mcp"],"id":"RWE-5787","relevance":{"id":"RWE-5787","decision":"Core","rationale":"Readmission MCP queries claims-pipeline data and HL7 validation status. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"Readmission MCP queries claims-pipeline data and HL7 validation status. Limits: Include claims/engineering components; risk scores and care plans are not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/vishnuvardhan-kanumuri/healthcare-readmission-mcp/main/README.md","https://github.com/vishnuvardhan-kanumuri/healthcare-readmission-mcp"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"vocametrix/vocametrix-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Voice acoustic research measurements","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"vocametrix/vocametrix-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Voice acoustic research measurements"],"limitation":"Original primary review qualifications remain binding: Repository and server expose voice acoustic metrics including AVQI/DSI and transcription. Limit to measurement interface; proprietary implementation accuracy and therapy-planning validity not tested.","url":"https://github.com/vocametrix/vocametrix-mcp","primarySourceURLs":["https://github.com/Vocametrix/vocametrix-mcp","https://github.com/pmarmaroli/vocametrix-mcp.git"],"id":"RWE-5789","relevance":{"id":"RWE-5789","decision":"Core","rationale":"Voice acoustic research measurements. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"Voice acoustic research measurements Limits: Original primary review qualifications remain binding: Repository and server expose voice acoustic metrics including AVQI/DSI and transcription. Limit to measurement interface; proprietary implementation accuracy and therapy-planning validity not tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Vocametrix/vocametrix-mcp","https://github.com/pmarmaroli/vocametrix-mcp.git"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"winterop-com/dhis2w-utils","kind":"MCP server","category":"RWE Data & Analytics","summary":"DHIS2 toolkit packages typed client, CLI, MCP and plugin interfaces for DHIS2 v41–43.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"winterop-com/dhis2w-utils","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["DHIS2 toolkit packages typed client, CLI, MCP and plugin interfaces for DHIS2 v41–43."],"limitation":"Unofficial collection; requires authorized DHIS2 instance and version-specific validation.","url":"https://github.com/winterop-com/dhis2w-utils","primarySourceURLs":["https://raw.githubusercontent.com/winterop-com/dhis2w-utils/main/README.md","https://github.com/winterop-com/dhis2w-utils"],"id":"RWE-5791","relevance":{"id":"RWE-5791","decision":"Core","rationale":"DHIS2 toolkit packages typed client, CLI, MCP and plugin interfaces for DHIS2 v41–43. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"DHIS2 toolkit packages typed client, CLI, MCP and plugin interfaces for DHIS2 v41–43. Limits: Unofficial collection; requires authorized DHIS2 instance and version-specific validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/winterop-com/dhis2w-utils/main/README.md","https://github.com/winterop-com/dhis2w-utils"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"xiaomengupv/attestiaunified","kind":"Research tool","category":"RWE Data & Analytics","summary":"Attestia human-claims NCCI/duplicate/modifier checks and agent evaluation component.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xiaomengupv/attestiaunified","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Attestia human-claims NCCI/duplicate/modifier checks and agent evaluation component."],"limitation":"Separate from veterinary engine; flags not fraud proof, source/version and adjudication review needed.","url":"https://github.com/xiaomengupv/attestiaunified","primarySourceURLs":["https://raw.githubusercontent.com/XiaomengUPV/AttestiaUnified/main/README.md","https://github.com/XiaomengUPV/AttestiaUnified"],"id":"RWE-5792","relevance":{"id":"RWE-5792","decision":"Core","rationale":"Attestia human-claims NCCI/duplicate/modifier checks and agent evaluation component. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"Attestia human-claims NCCI/duplicate/modifier checks and agent evaluation component. Limits: Separate from veterinary engine; flags not fraud proof, source/version and adjudication review needed.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/XiaomengUPV/AttestiaUnified/main/README.md","https://github.com/XiaomengUPV/AttestiaUnified"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"xiaweiyi713/citeguard","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Bibliographic metadata and source checks","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xiaweiyi713/citeguard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Bibliographic metadata and source checks"],"limitation":"Original primary review qualifications remain binding: Pinned MCP tools distinguish reference existence, metadata matching and claimed support checks. Alpha release; model judgments and not-found confidence need review, not proof of fabrication.","url":"https://github.com/xiaweiyi713/citeguard","primarySourceURLs":["https://github.com/xiaweiyi713/citeguard"],"id":"RWE-5793","relevance":{"id":"RWE-5793","decision":"Core","rationale":"Retain the documented evidence function: Bibliographic metadata and source checks Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Bibliographic metadata and source checks","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xiaweiyi713/citeguard"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"younghef/nutriref-api","kind":"Research tool","category":"RWE Data & Analytics","summary":"USDA food composition interface","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"younghef/nutriref-api","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["USDA food composition interface"],"limitation":"Original primary review qualifications remain binding: Four MCP tools proxy USDA FoodData Central search/detail/compare/recipe data through NutriRef. Paid wallet-mediated calls; derived per-100g calculations not actual intake and upstream mapping not runtime validated.","url":"https://github.com/younghef/nutriref-api","primarySourceURLs":["https://github.com/Younghef/nutriref-api"],"id":"RWE-5798","relevance":{"id":"RWE-5798","decision":"Core","rationale":"USDA food composition interface. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"USDA food composition interface Limits: Original primary review qualifications remain binding: Four MCP tools proxy USDA FoodData Central search/detail/compare/recipe data through NutriRef. Paid wallet-mediated calls; derived per-100g calculations not actual intake and upstream mapping not runtime validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Younghef/nutriref-api"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"yurinakayama/orbit-wars — research-clustering","kind":"Research tool","category":"RWE Data & Analytics","summary":"Research domain mapping and search-scope planning","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yurinakayama/orbit-wars","website":"GitHub","packages":".agents/skills/research-clustering/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Research domain mapping and search-scope planning"],"limitation":"Only preliminary mapping reviewed; tentative clusters do not establish novelty, complete coverage or calibrated ranking.","url":"https://github.com/yurinakayama/orbit-wars","primarySourceURLs":["https://github.com/YuriNakayama/orbit-wars/blob/e7a171f0e0cab98d3c40fd9b66a55fdd649c223e/.agents/skills/research-clustering/SKILL.md"],"id":"RWE-5799","relevance":{"id":"RWE-5799","decision":"Core","rationale":"Research domain mapping and search-scope planning. The selected source retrieval, search strategy or health-regulatory/reference evidence function supports research; claims of completeness and clinical validity remain unapproved.","relevanceBasis":"Research domain mapping and search-scope planning Limits: Only preliminary mapping reviewed; tentative clusters do not establish novelty, complete coverage or calibrated ranking.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/YuriNakayama/orbit-wars/blob/e7a171f0e0cab98d3c40fd9b66a55fdd649c223e/.agents/skills/research-clustering/SKILL.md"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"zhaoxinghua09-cell/medxpert-standards","kind":"MCP server","category":"RWE Data & Analytics","summary":"MedXpert agent skill queries shared standards knowledge-base MCP for standards, jurisdiction paths and timelines.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhaoxinghua09-cell/medxpert-standards","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MedXpert agent skill queries shared standards knowledge-base MCP for standards, jurisdiction paths and timelines."],"limitation":"Depends on medxpert-ortho-mcp and local KB_ROOT; package is a navigation skill, not a separate complete standards database.","url":"https://github.com/zhaoxinghua09-cell/medxpert-standards","primarySourceURLs":["https://raw.githubusercontent.com/zhaoxinghua09-cell/medxpert-standards/main/README.md","https://github.com/zhaoxinghua09-cell/medxpert-standards"],"id":"RWE-5801","relevance":{"id":"RWE-5801","decision":"Core","rationale":"MedXpert agent skill queries shared standards knowledge-base MCP for standards, jurisdiction paths and timelines. The selected source retrieval, search strategy or health-regulatory/reference evidence function supports research; claims of completeness and clinical validity remain unapproved.","relevanceBasis":"MedXpert agent skill queries shared standards knowledge-base MCP for standards, jurisdiction paths and timelines. Limits: Depends on medxpert-ortho-mcp and local KB_ROOT; package is a navigation skill, not a separate complete standards database.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zhaoxinghua09-cell/medxpert-standards/main/README.md","https://github.com/zhaoxinghua09-cell/medxpert-standards"],"reviewGroup":"clinical-scholarly-evidence-retrieval"}},{"name":"zhaoyouj/mcp-slicer","kind":"Research tool","category":"RWE Data & Analytics","summary":"3D Slicer research image control","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"zhaoyouj/mcp-slicer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["3D Slicer research image control"],"limitation":"Original primary review qualifications remain binding: 3D Slicer MCP exposes MRML node inspection, screenshots and Python execution. Research image-workflow control only; arbitrary execution and explicit non-production limitation apply.","url":"https://github.com/zhaoyouj/mcp-slicer","primarySourceURLs":["https://raw.githubusercontent.com/zhaoyouj/mcp-slicer/main/README.md","https://github.com/zhaoyouj/mcp-slicer"],"id":"RWE-5802","relevance":{"id":"RWE-5802","decision":"Core","rationale":"3D Slicer research image control. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"3D Slicer research image control Limits: Original primary review qualifications remain binding: 3D Slicer MCP exposes MRML node inspection, screenshots and Python execution. Research image-workflow control only; arbitrary execution and explicit non-production limitation apply.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/zhaoyouj/mcp-slicer/main/README.md","https://github.com/zhaoyouj/mcp-slicer"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"https://apify.com/andrew_avina/cms-medicare-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"CMS hospital reference records","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CMS hospital reference records"],"limitation":"Original primary review qualifications remain binding: Actor publisher documents CMS hospital record search/enumeration and deposited ratings. Include data access only; real-time/quality-comparison claims and source freshness are not independently established.","url":"https://apify.com/andrew_avina/cms-medicare-mcp","primarySourceURLs":["https://apify.com/andrew_avina/cms-medicare-mcp"],"id":"RWE-5805","relevance":{"id":"RWE-5805","decision":"Core","rationale":"CMS hospital reference records. The actual interface retrieves or extracts clinical records, health observations, controlled terminology or healthcare reference data; no efficacy or causal claims are inferred.","relevanceBasis":"CMS hospital reference records Limits: Original primary review qualifications remain binding: Actor publisher documents CMS hospital record search/enumeration and deposited ratings. Include data access only; real-time/quality-comparison claims and source freshness are not independently established.","evidenceLevel":"published-card","evidenceRefs":["https://apify.com/andrew_avina/cms-medicare-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"com.coverage-rights/coverage-rights","kind":"Research tool","category":"RWE Data & Analytics","summary":"Insurer prior-authorization aggregate data","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Insurer prior-authorization aggregate data"],"limitation":"Original primary review qualifications remain binding: First-party MCP reference and data dictionary document insurer prior-authorization disclosures and California IMR aggregates. Preserve population, year and denominator; appeal overturn rates do not estimate individual success and distinct insurer/contract rows are not interchangeable. CMS MA bulk data is explicitly not yet ingested.","url":"https://coverage-rights.com/mcp","primarySourceURLs":["https://www.coverage-rights.com/mcp","https://www.coverage-rights.com/methodology","https://www.coverage-rights.com/data"],"id":"RWE-5806","relevance":{"id":"RWE-5806","decision":"Core","rationale":"Insurer prior-authorization aggregate data. The selected clinical data transformation, explicit population/service data or identifiable statistical/PK/measurement method supports RWE or necessary analysis, subject to stated assumptions.","relevanceBasis":"Insurer prior-authorization aggregate data Limits: Original primary review qualifications remain binding: First-party MCP reference and data dictionary document insurer prior-authorization disclosures and California IMR aggregates. Preserve population, year and denominator; appeal overturn rates do not estimate individual success and distinct insurer/contract rows are not interchangeable. CMS MA bulk data is explicitly not yet ingested.","evidenceLevel":"published-card","evidenceRefs":["https://www.coverage-rights.com/mcp","https://www.coverage-rights.com/methodology","https://www.coverage-rights.com/data"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"FormulaSignal","kind":"Research tool","category":"RWE Data & Analytics","summary":"Supplement label observation data","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Supplement label observation data"],"limitation":"Original primary review qualifications remain binding: FormulaSignal documents dated pre-workout supplement label observations, canonical product identities and reviewed formulation changes through MCP/REST. Declared ingredients are not measured composition, undisclosed amounts are not zero, and observation windows are not exact change dates.","url":"https://formulasignal.com/developers","primarySourceURLs":["https://formulasignal.com/developers"],"id":"RWE-5808","relevance":{"id":"RWE-5808","decision":"Core","rationale":"Supplement label observation data. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Supplement label observation data Limits: Original primary review qualifications remain binding: FormulaSignal documents dated pre-workout supplement label observations, canonical product identities and reviewed formulation changes through MCP/REST. Declared ingredients are not measured composition, undisclosed amounts are not zero, and observation windows are not exact change dates.","evidenceLevel":"published-card","evidenceRefs":["https://formulasignal.com/developers"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"velkyvenik/missingmcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Consented Garmin/WHOOP gateway","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"velkyvenik/missingmcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Consented Garmin/WHOOP gateway"],"limitation":"Original primary review qualifications remain binding: MissingMCP canonical README describes a multiuser OAuth gateway wrapping the unmodified Taxuspt Garmin worker and an in-process WHOOP adapter. Count the gateway as a connector collection; do not count hosted aliases as new underlying Garmin implementations.","url":"https://github.com/velkyvenik/missingmcp","primarySourceURLs":["https://missingmcp.com/garmin","https://github.com/VelkyVenik/missingmcp"],"id":"RWE-5810","relevance":{"id":"RWE-5810","decision":"Core","rationale":"Consented Garmin/WHOOP gateway. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Consented Garmin/WHOOP gateway Limits: Original primary review qualifications remain binding: MissingMCP canonical README describes a multiuser OAuth gateway wrapping the unmodified Taxuspt Garmin worker and an in-process WHOOP adapter. Count the gateway as a connector collection; do not count hosted aliases as new underlying Garmin implementations.","evidenceLevel":"published-card","evidenceRefs":["https://missingmcp.com/garmin","https://github.com/VelkyVenik/missingmcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"andrewbranford-oss/claude-clinical-coding","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"NHS coding agent processes endoscopy workbooks, retrieves coding standards and validates ICD-10/OPCS codes against NHS browser with review workflow.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"andrewbranford-oss/claude-clinical-coding","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["NHS coding agent processes endoscopy workbooks, retrieves coding standards and validates ICD-10/OPCS codes against NHS browser with review workflow."],"limitation":"Pilot specialty endoscopy; human coding validation and current NHS editions required.","url":"https://github.com/andrewbranford-oss/claude-clinical-coding","primarySourceURLs":["https://raw.githubusercontent.com/andrewbranford-oss/Claude-Clinical-Coding/main/README.md","https://github.com/andrewbranford-oss/Claude-Clinical-Coding"],"id":"RWE-5815","relevance":{"id":"RWE-5815","decision":"Core","rationale":"Retain the documented evidence function: NHS coding agent processes endoscopy workbooks, retrieves coding standards and validates ICD-10/OPCS codes against NHS browser with review workflow. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"NHS coding agent processes endoscopy workbooks, retrieves coding standards and validates ICD-10/OPCS codes against NHS browser with review workflow.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/andrewbranford-oss/claude-clinical-coding","https://raw.githubusercontent.com/andrewbranford-oss/Claude-Clinical-Coding/main/README.md","https://github.com/andrewbranford-oss/Claude-Clinical-Coding"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"drmoony/pharmanova — trial-galaxy","kind":"Research tool","category":"Trials & Study Design","summary":"Trial Galaxy fetches CTgov records for phase/enrollment/sponsor visual comparisons.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drmoony/pharmanova","website":"GitHub","packages":".claude/skills/trial-galaxy/skill.md","workflowFit":["Trials & Study Design"],"capabilities":["Trial Galaxy fetches CTgov records for phase/enrollment/sponsor visual comparisons."],"limitation":"Enrollment is not validated investment proxy; requested/planned versus actual counts and registry currency matter. Other discovered, held or excluded components are outside this approval. Excluded from approval — literature-pulse: Literature Pulse weights paper importance by journal impact factor and ranks KOLs by arbitrary weighted author/IF sums; these do not establish evidence strength or clinical importance.","url":"https://github.com/drmoony/pharmanova","primarySourceURLs":["https://github.com/DrMoony/PharmaNova/blob/967813bc51eaec7244aa8b16a121d74409b8cff4/.claude/skills/trial-galaxy/skill.md"],"id":"RWE-5816","relevance":{"id":"RWE-5816","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"Trial Galaxy fetches CTgov records for phase/enrollment/sponsor visual comparisons.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/DrMoony/PharmaNova/blob/967813bc51eaec7244aa8b16a121d74409b8cff4/.claude/skills/trial-galaxy/skill.md"],"reviewGroup":"clinical-trial-workflow"}},{"name":"htlin222/cps-skills","kind":"Research tool","category":"RWE Data & Analytics","summary":"CPS teaching-case skill with evidence-search round, referenced diagnostic reasoning and structured multi-persona outputs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"htlin222/cps-skills","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CPS teaching-case skill with evidence-search round, referenced diagnostic reasoning and structured multi-persona outputs."],"limitation":"Only teaching/evidence exploration; generated priors and likelihood ratios may be unsupported or dependent, so probability tables and final diagnosis are not validated clinical conclusions.","url":"https://github.com/htlin222/cps-skills","primarySourceURLs":["https://raw.githubusercontent.com/htlin222/cps-skills/main/README.md","https://github.com/htlin222/cps-skills"],"id":"RWE-5820","relevance":{"id":"RWE-5820","decision":"Core","rationale":"CPS teaching-case skill with evidence-search round, referenced diagnostic reasoning and structured multi-persona outputs. The selected scholarly/clinical search, document extraction or dataset discovery workflow supplies research evidence access; source presence does not validate conclusions.","relevanceBasis":"CPS teaching-case skill with evidence-search round, referenced diagnostic reasoning and structured multi-persona outputs. Limits: Only teaching/evidence exploration; generated priors and likelihood ratios may be unsupported or dependent, so probability tables and final diagnosis are not validated clinical conclusions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/htlin222/cps-skills/main/README.md","https://github.com/htlin222/cps-skills"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"AcuiQ","kind":"MCP server","category":"Trials & Study Design","summary":"First-party OpenAPI explicitly identifies MCP tools for symptom/point/protocol reference retrieval.","tags":["Study methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["First-party OpenAPI explicitly identifies MCP tools for symptom/point/protocol reference retrieval."],"limitation":"First-party OpenAPI explicitly identifies MCP tools for symptom/point/protocol reference retrieval. Limit to published-source retrieval and text-similarity matching; similarity is not treatment effectiveness or clinical confidence. Commercial checkout is a separate operation.","url":"https://acuiq.com","primarySourceURLs":["https://acuiq.com","https://acuiq.com/methodology","https://acuiq.com/.well-known/openapi.json"],"id":"RWE-5824","relevance":{"id":"RWE-5824","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"First-party OpenAPI explicitly identifies MCP tools for symptom/point/protocol reference retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://acuiq.com","https://acuiq.com/methodology","https://acuiq.com/.well-known/openapi.json"],"reviewGroup":"clinical-trial-workflow"}},{"name":"Hermes — Air Quality Intelligence","kind":"MCP server","category":"Causal Inference & Analytics","summary":"First-party Hermes page explicitly documents MCP monitoring retrieval, historical Theil-Sen/Mann-Kendall trends, LAQM-style statistics and guideline comparisons.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["First-party Hermes page explicitly documents MCP monitoring retrieval, historical Theil-Sen/Mann-Kendall trends, LAQM-style statistics and guideline comparisons."],"limitation":"First-party Hermes page explicitly documents MCP monitoring retrieval, historical Theil-Sen/Mann-Kendall trends, LAQM-style statistics and guideline comparisons. Research preview, UK ambient monitoring only; personal exposure and causal intervention effects are not established. Other discovered, held or excluded components are outside this approval. Excluded from approval — url:https://southlondonscientific.com::service:clara: First-party page documents personal air-exposure estimation, but the retained page does not establish a Clara MCP tool contract. Model calibration and applicability to individual exposures remain unverified.","url":"https://southlondonscientific.com","primarySourceURLs":["https://www.southlondonscientific.com","https://www.southlondonscientific.com/products/hermes"],"id":"RWE-5826","relevance":{"id":"RWE-5826","decision":"Core","rationale":"Explicit ambient-monitoring statistics and health-guideline/LAQM comparisons provide an environmental public-health method; personal exposure and causal effects remain excluded.","relevanceBasis":"First-party Hermes page explicitly documents MCP monitoring retrieval, historical Theil-Sen/Mann-Kendall trends, LAQM-style statistics and guideline comparisons.","evidenceLevel":"published-card","evidenceRefs":["https://www.southlondonscientific.com","https://www.southlondonscientific.com/products/hermes"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"com.x402supply/entity-resolve","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"First-party agent documentation names entity-resolution MCP, blocking, Jaro-Winkler/token matching and threshold-based clustering.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["First-party agent documentation names entity-resolution MCP, blocking, Jaro-Winkler/token matching and threshold-based clustering."],"limitation":"First-party agent documentation names entity-resolution MCP, blocking, Jaro-Winkler/token matching and threshold-based clustering. Limit to general linkage infrastructure; confidence is not calibrated clinical linkage accuracy, blocking may miss pairs, and transitive unions need review.","url":"https://x402supply.com","primarySourceURLs":["https://x402supply.com","https://x402supply.com/openapi.json","https://x402supply.com/llms.txt"],"id":"RWE-5827","relevance":{"id":"RWE-5827","decision":"Core","rationale":"Retain the documented evidence function: First-party agent documentation names entity-resolution MCP, blocking, Jaro-Winkler/token matching and threshold-based clustering. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"First-party agent documentation names entity-resolution MCP, blocking, Jaro-Winkler/token matching and threshold-based clustering.","evidenceLevel":"published-card","evidenceRefs":["https://x402supply.com","https://x402supply.com/openapi.json","https://x402supply.com/llms.txt"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"MCP for Zotero","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"First-party setup and tool documentation establish Zotero library search/read/organization/export and permission-dependent writes.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["First-party setup and tool documentation establish Zotero library search/read/organization/export and permission-dependent writes."],"limitation":"First-party setup and tool documentation establish Zotero library search/read/organization/export and permission-dependent writes. Requires service account and Zotero API key; citation formatting does not verify claim support.","url":"https://mcpforzotero.alejandroarnaud.dev","primarySourceURLs":["https://mcpforzotero.alejandroarnaud.dev","https://mcpforzotero.alejandroarnaud.dev/docs/setup.md","https://mcpforzotero.alejandroarnaud.dev/docs/tools.md"],"id":"RWE-5828","relevance":{"id":"RWE-5828","decision":"Core","rationale":"Retain the documented evidence function: First-party setup and tool documentation establish Zotero library search/read/organization/export and permission-dependent writes. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"First-party setup and tool documentation establish Zotero library search/read/organization/export and permission-dependent writes.","evidenceLevel":"published-card","evidenceRefs":["https://mcpforzotero.alejandroarnaud.dev","https://mcpforzotero.alejandroarnaud.dev/docs/setup.md","https://mcpforzotero.alejandroarnaud.dev/docs/tools.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"exekiel179/mne-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Pinned README and MCP server handlers expose MNE-Python neurophysiology analysis: EEG/MEG loading, preprocessing, ICA, epochs, evoked responses, time-frequency and advanced operations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"exekiel179/mne-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Pinned README and MCP server handlers expose MNE-Python neurophysiology analysis: EEG/MEG loading, preprocessing, ICA, epochs, evoked responses, time-frequency and advanced operations."],"limitation":"Pinned README and MCP server handlers expose MNE-Python neurophysiology analysis: EEG/MEG loading, preprocessing, ICA, epochs, evoked responses, time-frequency and advanced operations. Statistical validity depends on analysis choices; arbitrary code and backend installation tools exist; no runtime or pipeline validation performed.","url":"https://github.com/exekiel179/mne-mcp","primarySourceURLs":["https://raw.githubusercontent.com/Exekiel179/MNE-MCP/627142cb5beebe1a210a8e0fb1e15afbec8b8010/src/mne_mcp/server.py","https://github.com/Exekiel179/MNE-MCP"],"id":"RWE-5829","relevance":{"id":"RWE-5829","decision":"Core","rationale":"Pinned README and MCP server handlers expose MNE-Python neurophysiology analysis: EEG/MEG loading, preprocessing, ICA, epochs, evoked responses, time-frequency and…. The selected clinical signal analysis, healthcare cost/utilization data, psychometric/causal/meta-analysis or data-query method is identifiable, with applicability and validity limits retained.","relevanceBasis":"Pinned README and MCP server handlers expose MNE-Python neurophysiology analysis: EEG/MEG loading, preprocessing, ICA, epochs, evoked responses, time-frequency and advanced operations. Limits: Pinned README and MCP server handlers expose MNE-Python neurophysiology analysis: EEG/MEG loading, preprocessing, ICA, epochs, evoked responses, time-frequency and advanced operations. Statistical validity depends on analysis choices; arbitrary code and backend installation tools exist; no runtime or pipeline validation performed.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Exekiel179/MNE-MCP/627142cb5beebe1a210a8e0fb1e15afbec8b8010/src/mne_mcp/server.py","https://github.com/Exekiel179/MNE-MCP"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"gorp405/vettmcp","kind":"MCP component","category":"Regulatory & Product Data","summary":"Public documentation explicitly describes the hosted check_recall tool over FDA/CPSC/NHTSA sources.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"gorp405/vettmcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Public documentation explicitly describes the hosted check_recall tool over FDA/CPSC/NHTSA sources."],"limitation":"Public documentation explicitly describes the hosted check_recall tool over FDA/CPSC/NHTSA sources. Repository is intentionally documentation-only and backend is private. Limit to recall retrieval; no sanctions or compliance certification claim.","url":"https://github.com/gorp405/vettmcp","primarySourceURLs":["https://github.com/Gorp405/VettMCP"],"id":"RWE-5830","relevance":{"id":"RWE-5830","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Public documentation explicitly describes the hosted check_recall tool over FDA/CPSC/NHTSA sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Gorp405/VettMCP"],"reviewGroup":"health-product-and-safety-data"}},{"name":"recall-kitchen/rk-mcp","kind":"Research tool","category":"Regulatory & Product Data","summary":"First-party repository specifies FDA food/MedWatch, USDA, CPSC and NHTSA recall searches, identifier lookup, detail and account watches.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"recall-kitchen/rk-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["First-party repository specifies FDA food/MedWatch, USDA, CPSC and NHTSA recall searches, identifier lookup, detail and account watches."],"limitation":"First-party repository specifies FDA food/MedWatch, USDA, CPSC and NHTSA recall searches, identifier lookup, detail and account watches. Search summaries truncate descriptions and extracted products; full details require another call. Coverage and runtime not validated. Paid calls and account writes are distinct.","url":"https://github.com/recall-kitchen/rk-mcp","primarySourceURLs":["https://github.com/Recall-Kitchen/rk-mcp"],"id":"RWE-5831","relevance":{"id":"RWE-5831","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"First-party repository specifies FDA food/MedWatch, USDA, CPSC and NHTSA recall searches, identifier lookup, detail and account watches.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Recall-Kitchen/rk-mcp"],"reviewGroup":"health-product-and-safety-data"}},{"name":"beepboop2025/groundcheck","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Source-backed claim/citation retrieval and per-claim stance reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"beepboop2025/groundcheck","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Source-backed claim/citation retrieval and per-claim stance reports."],"limitation":"Wikipedia is default retrieval; LLM stance and domain-calibration assumptions are not independent systematic evidence appraisal. Financial identity/payment tools excluded.","url":"https://github.com/beepboop2025/groundcheck","primarySourceURLs":["https://github.com/beepboop2025/groundcheck/blob/894cf3b0aee465795cac26a0112d95a067a5db09/LICENSE","https://github.com/beepboop2025/groundcheck/blob/894cf3b0aee465795cac26a0112d95a067a5db09/README.md","https://github.com/beepboop2025/groundcheck/blob/894cf3b0aee465795cac26a0112d95a067a5db09/server.json","https://github.com/beepboop2025/groundcheck/blob/894cf3b0aee465795cac26a0112d95a067a5db09/SKILL.md","https://github.com/beepboop2025/groundcheck/blob/894cf3b0aee465795cac26a0112d95a067a5db09/engine/groundcheck_engine/mcp_http.py"],"id":"RWE-5832","relevance":{"id":"RWE-5832","decision":"Core","rationale":"Retain the documented evidence function: Source-backed claim/citation retrieval and per-claim stance reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Source-backed claim/citation retrieval and per-claim stance reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/beepboop2025/groundcheck","https://github.com/beepboop2025/groundcheck/blob/894cf3b0aee465795cac26a0112d95a067a5db09/LICENSE","https://github.com/beepboop2025/groundcheck/blob/894cf3b0aee465795cac26a0112d95a067a5db09/README.md","https://github.com/beepboop2025/groundcheck/blob/894cf3b0aee465795cac26a0112d95a067a5db09/server.json","https://github.com/beepboop2025/groundcheck/blob/894cf3b0aee465795cac26a0112d95a067a5db09/SKILL.md","https://github.com/beepboop2025/groundcheck/blob/894cf3b0aee465795cac26a0112d95a067a5db09/engine/groundcheck_engine/mcp_http.py"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"benseverndev-oss/goldenmatch","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Pinned MCP server dispatches record matching, duplicate clusters, configuration review, linkage evaluation and exports through GoldenMatch.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"benseverndev-oss/goldenmatch","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned MCP server dispatches record matching, duplicate clusters, configuration review, linkage evaluation and exports through GoldenMatch."],"limitation":"Pinned MCP server dispatches record matching, duplicate clusters, configuration review, linkage evaluation and exports through GoldenMatch. Shared Golden Suite components need component-aware counting. Publisher benchmark superiority is not independently verified or evidence of clinical linkage accuracy.","url":"https://github.com/benseverndev-oss/goldenmatch","primarySourceURLs":["https://raw.githubusercontent.com/benseverndev-oss/goldenmatch/8087296d794abdd309774e1a97afdeb023de9543/packages/python/goldenmatch/goldenmatch/mcp/server.py","https://github.com/benseverndev-oss/goldenmatch"],"id":"RWE-5833","relevance":{"id":"RWE-5833","decision":"Core","rationale":"Retain the documented evidence function: Pinned MCP server dispatches record matching, duplicate clusters, configuration review, linkage evaluation and exports through GoldenMatch. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned MCP server dispatches record matching, duplicate clusters, configuration review, linkage evaluation and exports through GoldenMatch.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/benseverndev-oss/goldenmatch","https://raw.githubusercontent.com/benseverndev-oss/goldenmatch/8087296d794abdd309774e1a97afdeb023de9543/packages/python/goldenmatch/goldenmatch/mcp/server.py"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"iowarp/clio-kit","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"CLIO collection includes a distinct arXiv MCP server with search and paper retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"iowarp/clio-kit","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["CLIO collection includes a distinct arXiv MCP server with search and paper retrieval."],"limitation":"CLIO collection includes a distinct arXiv MCP server with search and paper retrieval. Scope to that component, not unrelated storage/logging servers. Retrieval is not systematic-review completeness or evidence appraisal; runtime untested.","url":"https://github.com/iowarp/clio-kit","primarySourceURLs":["https://github.com/iowarp/clio-kit"],"id":"RWE-5834","relevance":{"id":"RWE-5834","decision":"Core","rationale":"Retain the documented evidence function: CLIO collection includes a distinct arXiv MCP server with search and paper retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"CLIO collection includes a distinct arXiv MCP server with search and paper retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/iowarp/clio-kit"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"licklider-ai/nomue-verifier-mcp","kind":"MCP server","category":"Causal Inference & Analytics","summary":"Local MCP adapter invokes an exactly pinned nomue verifier for complete records declaring one Release 1 Welch bundle.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"licklider-ai/nomue-verifier-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Local MCP adapter invokes an exactly pinned nomue verifier for complete records declaring one Release 1 Welch bundle."],"limitation":"Local MCP adapter invokes an exactly pinned nomue verifier for complete records declaring one Release 1 Welch bundle. It checks scoped structure/digests/recomputation, not raw-data analysis, method selection, general scientific validity or causal validity. Experimental release candidate; underlying statistical implementation not independently validated.","url":"https://github.com/licklider-ai/nomue-verifier-mcp","primarySourceURLs":["https://github.com/licklider-ai/nomue-verifier-mcp"],"id":"RWE-5835","relevance":{"id":"RWE-5835","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"Local MCP adapter invokes an exactly pinned nomue verifier for complete records declaring one Release 1 Welch bundle.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/licklider-ai/nomue-verifier-mcp"],"reviewGroup":"bounded-research-method"}},{"name":"qwe4559999/scopus-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Pinned Python MCP source and README expose Elsevier Scopus search, abstract details and author profiles.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"qwe4559999/scopus-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Pinned Python MCP source and README expose Elsevier Scopus search, abstract details and author profiles."],"limitation":"Pinned Python MCP source and README expose Elsevier Scopus search, abstract details and author profiles. Requires appropriate API entitlement; bounded result counts and subscription coverage do not imply exhaustive retrieval.","url":"https://github.com/qwe4559999/scopus-mcp","primarySourceURLs":["https://github.com/qwe4559999/scopus-mcp"],"id":"RWE-5836","relevance":{"id":"RWE-5836","decision":"Core","rationale":"Pinned Python MCP source and README expose Elsevier Scopus search, abstract details and author profiles. The selected scholarly/clinical search, document extraction or dataset discovery workflow supplies research evidence access; source presence does not validate conclusions.","relevanceBasis":"Pinned Python MCP source and README expose Elsevier Scopus search, abstract details and author profiles. Limits: Pinned Python MCP source and README expose Elsevier Scopus search, abstract details and author profiles. Requires appropriate API entitlement; bounded result counts and subscription coverage do not imply exhaustive retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/qwe4559999/scopus-mcp"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"sketchjar/stipple-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"First-party repository documents verify_references for citation resolution/matching, arithmetic checks and coverage reports, with a scoped /mcp-verify endpoint.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sketchjar/stipple-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["First-party repository documents verify_references for citation resolution/matching, arithmetic checks and coverage reports, with a scoped /mcp-verify endpoint."],"limitation":"First-party repository documents verify_references for citation resolution/matching, arithmetic checks and coverage reports, with a scoped /mcp-verify endpoint. Hosted backend is not inspected; claim-support and AI-authorship judgments are not independently validated.","url":"https://github.com/sketchjar/stipple-mcp","primarySourceURLs":["https://github.com/Sketchjar/stipple-mcp"],"id":"RWE-5837","relevance":{"id":"RWE-5837","decision":"Core","rationale":"Retain the documented evidence function: First-party repository documents verify_references for citation resolution/matching, arithmetic checks and coverage reports, with a scoped /mcp-verify endpoint. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"First-party repository documents verify_references for citation resolution/matching, arithmetic checks and coverage reports, with a scoped /mcp-verify endpoint.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sketchjar/stipple-mcp","https://github.com/Sketchjar/stipple-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ilyagusev/academia_mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Academia MCP README and server source identify arXiv/ACL, dataset and citation retrieval plus optional document/research workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ilyagusev/academia_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Academia MCP README and server source identify arXiv/ACL, dataset and citation retrieval plus optional document/research workflows."],"limitation":"Academia MCP README and server source identify arXiv/ACL, dataset and citation retrieval plus optional document/research workflows. Scope to scholarly retrieval; API access, optional LLM operations and default authentication settings require deployment review.","url":"https://github.com/ilyagusev/academia_mcp","primarySourceURLs":["https://github.com/IlyaGusev/academia_mcp"],"id":"RWE-5838","relevance":{"id":"RWE-5838","decision":"Core","rationale":"Retain the documented evidence function: Academia MCP README and server source identify arXiv/ACL, dataset and citation retrieval plus optional document/research workflows. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Academia MCP README and server source identify arXiv/ACL, dataset and citation retrieval plus optional document/research workflows.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ilyagusev/academia_mcp","https://github.com/IlyaGusev/academia_mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"shoumikdc/arxiv-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"README and Python MCP handlers retrieve/filter current arXiv category RSS postings and return article metadata.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shoumikdc/arxiv-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["README and Python MCP handlers retrieve/filter current arXiv category RSS postings and return article metadata."],"limitation":"README and Python MCP handlers retrieve/filter current arXiv category RSS postings and return article metadata. This is current-feed retrieval, not comprehensive historical search; session personalization is documented as in development.","url":"https://github.com/shoumikdc/arxiv-mcp","primarySourceURLs":["https://github.com/shoumikdc/arXiv-mcp"],"id":"RWE-5839","relevance":{"id":"RWE-5839","decision":"Core","rationale":"README and Python MCP handlers retrieve/filter current arXiv category RSS postings and return article metadata. The selected scholarly/clinical search, document extraction or dataset discovery workflow supplies research evidence access; source presence does not validate conclusions.","relevanceBasis":"README and Python MCP handlers retrieve/filter current arXiv category RSS postings and return article metadata. Limits: README and Python MCP handlers retrieve/filter current arXiv category RSS postings and return article metadata. This is current-feed retrieval, not comprehensive historical search; session personalization is documented as in development.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shoumikdc/arXiv-mcp"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"ToothNote.ai","kind":"MCP server","category":"RWE Data & Analytics","summary":"ToothNote documents exactly three read-only, practice-scoped aggregate MCP tools: patients seen, procedure counts and letter activity with asOf times.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["ToothNote documents exactly three read-only, practice-scoped aggregate MCP tools: patients seen, procedure counts and letter activity with asOf times."],"limitation":"ToothNote documents exactly three read-only, practice-scoped aggregate MCP tools: patients seen, procedure counts and letter activity with asOf times. These support utilization description only; no patient-level charts, outcomes or complete encounter denominator are exposed.","url":"https://app.toothnote.ai/mcp","primarySourceURLs":["https://app.toothnote.ai/mcp"],"id":"RWE-5840","relevance":{"id":"RWE-5840","decision":"Core","rationale":"ToothNote documents exactly three read-only, practice-scoped aggregate MCP tools: patients seen, procedure counts and letter activity with asOf times. The selected clinical signal analysis, healthcare cost/utilization data, psychometric/causal/meta-analysis or data-query method is identifiable, with applicability and validity limits retained.","relevanceBasis":"ToothNote documents exactly three read-only, practice-scoped aggregate MCP tools: patients seen, procedure counts and letter activity with asOf times. Limits: ToothNote documents exactly three read-only, practice-scoped aggregate MCP tools: patients seen, procedure counts and letter activity with asOf times. These support utilization description only; no patient-level charts, outcomes or complete encounter denominator are exposed.","evidenceLevel":"published-card","evidenceRefs":["https://app.toothnote.ai/mcp"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"Visuary Actuarial Value Calculator","kind":"Research tool","category":"RWE Data & Analytics","summary":"Visuary documents a health-plan actuarial-value connector using in-network cost-sharing and an independent implementation of the CMS 2026 method.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Visuary documents a health-plan actuarial-value connector using in-network cost-sharing and an independent implementation of the CMS 2026 method."],"limitation":"Visuary documents a health-plan actuarial-value connector using in-network cost-sharing and an independent implementation of the CMS 2026 method. Limit to plan-design calculations; claimed workbook agreement and extracted plan inputs were not independently reproduced.","url":"https://visuary.ai/connectors/actuarial-value-calculator","primarySourceURLs":["https://visuary.ai/connectors/actuarial-value-calculator"],"id":"RWE-5841","relevance":{"id":"RWE-5841","decision":"Core","rationale":"Visuary documents a health-plan actuarial-value connector using in-network cost-sharing and an independent implementation of the CMS 2026 method. The selected clinical signal analysis, healthcare cost/utilization data, psychometric/causal/meta-analysis or data-query method is identifiable, with applicability and validity limits retained.","relevanceBasis":"Visuary documents a health-plan actuarial-value connector using in-network cost-sharing and an independent implementation of the CMS 2026 method. Limits: Visuary documents a health-plan actuarial-value connector using in-network cost-sharing and an independent implementation of the CMS 2026 method. Limit to plan-design calculations; claimed workbook agreement and extracted plan inputs were not independently reproduced.","evidenceLevel":"published-card","evidenceRefs":["https://visuary.ai/connectors/actuarial-value-calculator"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"CiteMe","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Primary MCP page specifies citation search, formatting and discrepancy evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Primary MCP page specifies citation search, formatting and discrepancy evidence."],"limitation":"Primary MCP page specifies citation search, formatting and discrepancy evidence. Restricted MCP profile has incomplete recall; unverified is not fabricated, and withdrawn fabrication-risk metrics must not be repeated. Supersedes earlier CiteMe hold.","url":"https://citeme.app/mcp","primarySourceURLs":["https://citeme.app/mcp"],"id":"RWE-5842","relevance":{"id":"RWE-5842","decision":"Core","rationale":"Retain the documented evidence function: Primary MCP page specifies citation search, formatting and discrepancy evidence. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Primary MCP page specifies citation search, formatting and discrepancy evidence.","evidenceLevel":"published-card","evidenceRefs":["https://citeme.app/mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"Somvia","kind":"MCP server","category":"RWE Data & Analytics","summary":"Somvia documents consented Apple Health metric/workout retrieval with detail series through a private MCP connector.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Somvia documents consented Apple Health metric/workout retrieval with detail series through a private MCP connector."],"limitation":"Somvia documents consented Apple Health metric/workout retrieval with detail series through a private MCP connector. Available history and fields depend on device recordings and selected sync; descriptive device data are not validated research outcomes.","url":"https://somvia.app","primarySourceURLs":["https://somvia.app/"],"id":"RWE-5843","relevance":{"id":"RWE-5843","decision":"Core","rationale":"Somvia documents consented Apple Health metric/workout retrieval with detail series through a private MCP connector. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Somvia documents consented Apple Health metric/workout retrieval with detail series through a private MCP connector. Limits: Somvia documents consented Apple Health metric/workout retrieval with detail series through a private MCP connector. Available history and fields depend on device recordings and selected sync; descriptive device data are not validated research outcomes.","evidenceLevel":"published-card","evidenceRefs":["https://somvia.app/"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"citestamp/mcp","kind":"Research tool","category":"Causal Inference & Analytics","summary":"CiteStamp repository documents a hosted read-only citation graph with support/refutation/citation edges and explicit human-signed versus machine-inferred tiers.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"citestamp/mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["CiteStamp repository documents a hosted read-only citation graph with support/refutation/citation edges and explicit human-signed versus machine-inferred tiers."],"limitation":"CiteStamp repository documents a hosted read-only citation graph with support/refutation/citation edges and explicit human-signed versus machine-inferred tiers. These are provenance-labeled graph claims, not independently verified study conclusions or causal evidence.","url":"https://github.com/citestamp/mcp","primarySourceURLs":["https://github.com/citestamp/mcp"],"id":"RWE-5844","relevance":{"id":"RWE-5844","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"CiteStamp repository documents a hosted read-only citation graph with support/refutation/citation edges and explicit human-signed versus machine-inferred tiers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/citestamp/mcp"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"com.cytado/cytado","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Cytado documents a hosted scholarly citation connector returning publication, printed-page and quotation evidence.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Cytado documents a hosted scholarly citation connector returning publication, printed-page and quotation evidence."],"limitation":"Cytado documents a hosted scholarly citation connector returning publication, printed-page and quotation evidence. Retrieved matches still require human inspection; marketing claims of universal grounding are not independent validation.","url":"https://cytado.com/claude-mcp-citations","primarySourceURLs":["https://cytado.com/claude-mcp-citations"],"id":"RWE-5845","relevance":{"id":"RWE-5845","decision":"Core","rationale":"Retain the documented evidence function: Cytado documents a hosted scholarly citation connector returning publication, printed-page and quotation evidence. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Cytado documents a hosted scholarly citation connector returning publication, printed-page and quotation evidence.","evidenceLevel":"published-card","evidenceRefs":["https://cytado.com/claude-mcp-citations"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"nobleblocks/nobleblocks-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Pinned Python MCP client and README expose scholarly search through authenticated NobleBlocks backend, including biomedical sources.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nobleblocks/nobleblocks-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned Python MCP client and README expose scholarly search through authenticated NobleBlocks backend, including biomedical sources."],"limitation":"Pinned Python MCP client and README expose scholarly search through authenticated NobleBlocks backend, including biomedical sources. Index size, deduplication, ranking and generated reviews are publisher claims; backend and runtime not validated.","url":"https://github.com/nobleblocks/nobleblocks-mcp","primarySourceURLs":["https://github.com/nobleblocks/nobleblocks-mcp"],"id":"RWE-5846","relevance":{"id":"RWE-5846","decision":"Core","rationale":"Retain the documented evidence function: Pinned Python MCP client and README expose scholarly search through authenticated NobleBlocks backend, including biomedical sources. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned Python MCP client and README expose scholarly search through authenticated NobleBlocks backend, including biomedical sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nobleblocks/nobleblocks-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"com.thenextgennexus/academic-research-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Publisher-maintained Apify README specifies search_arxiv and search_google_scholar with concrete hosted MCP endpoint.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Publisher-maintained Apify README specifies search_arxiv and search_google_scholar with concrete hosted MCP endpoint."],"limitation":"Publisher-maintained Apify README specifies search_arxiv and search_google_scholar with concrete hosted MCP endpoint. Paid third-party scraper, not official upstream service; completeness and citation counts not validated. Supersedes Smithery 49 hold.","url":"https://apify.com/nexgendata/academic-research-mcp-server","primarySourceURLs":["https://apify.com/nexgendata/academic-research-mcp-server"],"id":"RWE-5848","relevance":{"id":"RWE-5848","decision":"Core","rationale":"Retain the documented evidence function: Publisher-maintained Apify README specifies search_arxiv and search_google_scholar with concrete hosted MCP endpoint. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Publisher-maintained Apify README specifies search_arxiv and search_google_scholar with concrete hosted MCP endpoint.","evidenceLevel":"published-card","evidenceRefs":["https://apify.com/nexgendata/academic-research-mcp-server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"com.tomesphere/tomesphere","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Primary MCP page enumerates nine paper metadata, citation, full-text, entity and structure tools including PMC and preprints.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Primary MCP page enumerates nine paper metadata, citation, full-text, entity and structure tools including PMC and preprints."],"limitation":"Primary MCP page enumerates nine paper metadata, citation, full-text, entity and structure tools including PMC and preprints. Index totals, semantic relevance and AI summaries remain publisher claims, not independently verified findings.","url":"https://tomesphere.com/mcp","primarySourceURLs":["https://tomesphere.com/mcp"],"id":"RWE-5849","relevance":{"id":"RWE-5849","decision":"Core","rationale":"Retain the documented evidence function: Primary MCP page enumerates nine paper metadata, citation, full-text, entity and structure tools including PMC and preprints. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Primary MCP page enumerates nine paper metadata, citation, full-text, entity and structure tools including PMC and preprints.","evidenceLevel":"published-card","evidenceRefs":["https://tomesphere.com/mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yuki00yossi/toriigate-platform","kind":"MCP server","category":"RWE Data & Analytics","summary":"Repository documents food-db MCP search_food/get_nutrition against Japanese official composition tables.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yuki00yossi/toriigate-platform","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Repository documents food-db MCP search_food/get_nutrition against Japanese official composition tables."],"limitation":"Repository documents food-db MCP search_food/get_nutrition against Japanese official composition tables. Scope is this food component only; fuzzy matching and per-100g reference values do not establish a person's intake.","url":"https://github.com/yuki00yossi/toriigate-platform","primarySourceURLs":["https://github.com/yuki00yossi/toriigate-platform"],"id":"RWE-5850","relevance":{"id":"RWE-5850","decision":"Core","rationale":"Repository documents food-db MCP search_food/get_nutrition against Japanese official composition tables. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Repository documents food-db MCP search_food/get_nutrition against Japanese official composition tables. Limits: Repository documents food-db MCP search_food/get_nutrition against Japanese official composition tables. Scope is this food component only; fuzzy matching and per-100g reference values do not establish a person's intake.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yuki00yossi/toriigate-platform"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"herbertkokholm/cite-caddy","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Pinned source registers Zotero library CRUD, collections, notes and attachment tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"herbertkokholm/cite-caddy","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned source registers Zotero library CRUD, collections, notes and attachment tools."],"limitation":"Pinned source registers Zotero library CRUD, collections, notes and attachment tools. Independent project; delete/move operations may break existing citation keys and require care.","url":"https://github.com/herbertkokholm/cite-caddy","primarySourceURLs":["https://github.com/herbertkokholm/cite-caddy"],"id":"RWE-5851","relevance":{"id":"RWE-5851","decision":"Core","rationale":"Retain the documented evidence function: Pinned source registers Zotero library CRUD, collections, notes and attachment tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned source registers Zotero library CRUD, collections, notes and attachment tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/herbertkokholm/cite-caddy"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"in.mednode/mednode","kind":"MCP server","category":"RWE Data & Analytics","summary":"Primary connector page specifies authenticated health vault records, lab trends and medications.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Primary connector page specifies authenticated health vault records, lab trends and medications."],"limitation":"Primary connector page specifies authenticated health vault records, lab trends and medications. Scope is user-supplied records; screening, summaries and compliance claims were not validated and booking tools are ancillary.","url":"https://mednode.in/connect-ai","primarySourceURLs":["https://mednode.in/connect-ai"],"id":"RWE-5853","relevance":{"id":"RWE-5853","decision":"Core","rationale":"Primary connector page specifies authenticated health vault records, lab trends and medications. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Primary connector page specifies authenticated health vault records, lab trends and medications. Limits: Primary connector page specifies authenticated health vault records, lab trends and medications. Scope is user-supplied records; screening, summaries and compliance claims were not validated and booking tools are ancillary.","evidenceLevel":"published-card","evidenceRefs":["https://mednode.in/connect-ai"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"CareClinic Health Tracker","kind":"MCP server","category":"RWE Data & Analytics","summary":"Primary help specifies account-owned symptom, mood, medication schedule and descriptive trend reads with confirmed symptom/mood writes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Primary help specifies account-owned symptom, mood, medication schedule and descriptive trend reads with confirmed symptom/mood writes."],"limitation":"Primary help specifies account-owned symptom, mood, medication schedule and descriptive trend reads with confirmed symptom/mood writes. Medication writes disabled; summaries do not infer causes or diagnose.","url":"https://cdn.careclinic.io/mcp/help/index.html","primarySourceURLs":["https://cdn.careclinic.io/mcp/help/index.html"],"id":"RWE-5854","relevance":{"id":"RWE-5854","decision":"Core","rationale":"Primary help specifies account-owned symptom, mood, medication schedule and descriptive trend reads with confirmed symptom/mood writes. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Primary help specifies account-owned symptom, mood, medication schedule and descriptive trend reads with confirmed symptom/mood writes. Limits: Primary help specifies account-owned symptom, mood, medication schedule and descriptive trend reads with confirmed symptom/mood writes. Medication writes disabled; summaries do not infer causes or diagnose.","evidenceLevel":"published-card","evidenceRefs":["https://cdn.careclinic.io/mcp/help/index.html"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"berkkilicoglu/google-health-fitbit-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Pinned repository documents local OAuth and Google Health/Fitbit data tools with MCP transport source.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"berkkilicoglu/google-health-fitbit-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Pinned repository documents local OAuth and Google Health/Fitbit data tools with MCP transport source."],"limitation":"Pinned repository documents local OAuth and Google Health/Fitbit data tools with MCP transport source. Independent beta; authorization, upstream access and measurement validity not audited.","url":"https://github.com/berkkilicoglu/google-health-fitbit-mcp","primarySourceURLs":["https://github.com/BerkKilicoglu/google-health-fitbit-mcp"],"id":"RWE-5857","relevance":{"id":"RWE-5857","decision":"Core","rationale":"Pinned repository documents local OAuth and Google Health/Fitbit data tools with MCP transport source. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Pinned repository documents local OAuth and Google Health/Fitbit data tools with MCP transport source. Limits: Pinned repository documents local OAuth and Google Health/Fitbit data tools with MCP transport source. Independent beta; authorization, upstream access and measurement validity not audited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/BerkKilicoglu/google-health-fitbit-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"combjellyshen/zoterobridge","kind":"MCP server","category":"RWE Data & Analytics","summary":"Pinned tool schemas implement Zotero SQLite search, collections, tags, notes and PDF operations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"combjellyshen/zoterobridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Pinned tool schemas implement Zotero SQLite search, collections, tags, notes and PDF operations."],"limitation":"Pinned tool schemas implement Zotero SQLite search, collections, tags, notes and PDF operations. Direct database writes and merges need backups; not an evidence-quality appraisal tool.","url":"https://github.com/combjellyshen/zoterobridge","primarySourceURLs":["https://github.com/Combjellyshen/ZoteroBridge"],"id":"RWE-5858","relevance":{"id":"RWE-5858","decision":"Core","rationale":"Pinned tool schemas implement Zotero SQLite search, collections, tags, notes and PDF operations. The selected scholarly/clinical search, document extraction or dataset discovery workflow supplies research evidence access; source presence does not validate conclusions.","relevanceBasis":"Pinned tool schemas implement Zotero SQLite search, collections, tags, notes and PDF operations. Limits: Pinned tool schemas implement Zotero SQLite search, collections, tags, notes and PDF operations. Direct database writes and merges need backups; not an evidence-quality appraisal tool.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Combjellyshen/ZoteroBridge"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"drbaher/supstack-cli","kind":"MCP server","category":"Causal Inference & Analytics","summary":"README specifies MCP research/search/studies and account-scoped recorded experiment/adherence reads.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drbaher/supstack-cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["README specifies MCP research/search/studies and account-scoped recorded experiment/adherence reads."],"limitation":"README specifies MCP research/search/studies and account-scoped recorded experiment/adherence reads. Limit card to literature/record retrieval; dosing, interactions, stack grades and N-of-1 causal claims not validated.","url":"https://github.com/drbaher/supstack-cli","primarySourceURLs":["https://github.com/DrBaher/supstack-cli"],"id":"RWE-5859","relevance":{"id":"RWE-5859","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"README specifies MCP research/search/studies and account-scoped recorded experiment/adherence reads.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/DrBaher/supstack-cli"],"reviewGroup":"bounded-research-method"}},{"name":"eclipse-cj/paper-distill-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Pinned server and README describe multi-source paper search including PubMed/Europe PMC and reference-library integration.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"eclipse-cj/paper-distill-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned server and README describe multi-source paper search including PubMed/Europe PMC and reference-library integration."],"limitation":"Pinned server and README describe multi-source paper search including PubMed/Europe PMC and reference-library integration. Early development; automated rankings, dual-AI review and delivery do not constitute systematic-review appraisal.","url":"https://github.com/eclipse-cj/paper-distill-mcp","primarySourceURLs":["https://github.com/Eclipse-Cj/paper-distill-mcp"],"id":"RWE-5860","relevance":{"id":"RWE-5860","decision":"Core","rationale":"Retain the documented evidence function: Pinned server and README describe multi-source paper search including PubMed/Europe PMC and reference-library integration. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned server and README describe multi-source paper search including PubMed/Europe PMC and reference-library integration.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/eclipse-cj/paper-distill-mcp","https://github.com/Eclipse-Cj/paper-distill-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fonteum/mcp-server","kind":"Research tool","category":"RWE Data & Analytics","summary":"Pinned publisher README specifies hosted read-only NPI/provider record resolution and source/time context.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fonteum/mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Pinned publisher README specifies hosted read-only NPI/provider record resolution and source/time context."],"limitation":"Pinned publisher README specifies hosted read-only NPI/provider record resolution and source/time context. Limit scope to healthcare component; records and enforcement matches are not risk verdicts or patient outcomes.","url":"https://github.com/fonteum/mcp-server","primarySourceURLs":["https://github.com/Fonteum/mcp-server"],"id":"RWE-5861","relevance":{"id":"RWE-5861","decision":"Core","rationale":"Pinned publisher README specifies hosted read-only NPI/provider record resolution and source/time context. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Pinned publisher README specifies hosted read-only NPI/provider record resolution and source/time context. Limits: Pinned publisher README specifies hosted read-only NPI/provider record resolution and source/time context. Limit scope to healthcare component; records and enforcement matches are not risk verdicts or patient outcomes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Fonteum/mcp-server"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"foundrynet/academic-intel-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Pinned repository documents paper search, OpenAlex citation traversal and author metadata with MCP transport.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"foundrynet/academic-intel-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned repository documents paper search, OpenAlex citation traversal and author metadata with MCP transport."],"limitation":"Pinned repository documents paper search, OpenAlex citation traversal and author metadata with MCP transport. Paid semantic tool/backend and provenance claims not validated; citation counts do not establish evidence quality.","url":"https://github.com/foundrynet/academic-intel-mcp","primarySourceURLs":["https://github.com/FoundryNet/academic-intel-mcp"],"id":"RWE-5862","relevance":{"id":"RWE-5862","decision":"Core","rationale":"Retain the documented evidence function: Pinned repository documents paper search, OpenAlex citation traversal and author metadata with MCP transport. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned repository documents paper search, OpenAlex citation traversal and author metadata with MCP transport.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/foundrynet/academic-intel-mcp","https://github.com/FoundryNet/academic-intel-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jonasrackl/labmate-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Pinned server and README expose scholarly retrieval, binding/structure data and chemistry calculations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jonasrackl/labmate-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned server and README expose scholarly retrieval, binding/structure data and chemistry calculations."],"limitation":"Pinned server and README expose scholarly retrieval, binding/structure data and chemistry calculations. Bench predictions, synthesis suggestions and safety data not validated; not an RWE inference engine.","url":"https://github.com/jonasrackl/labmate-mcp","primarySourceURLs":["https://github.com/JonasRackl/labmate-mcp"],"id":"RWE-5863","relevance":{"id":"RWE-5863","decision":"Core","rationale":"Retain the documented evidence function: Scholarly paper retrieval only; chemistry, binding and structure tools excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly paper retrieval only; chemistry, binding and structure tools excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jonasrackl/labmate-mcp","https://github.com/JonasRackl/labmate-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"kevinx702/agentcite","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"MCP implementation exists despite stale roadmap: get_citations calls hosted OpenAlex-backed API.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kevinx702/agentcite","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["MCP implementation exists despite stale roadmap: get_citations calls hosted OpenAlex-backed API."],"limitation":"MCP implementation exists despite stale roadmap: get_citations calls hosted OpenAlex-backed API. DOI-backed records do not prove peer review, truth or claim support; never repeat fabrication-free guarantee.","url":"https://github.com/kevinx702/agentcite","primarySourceURLs":["https://github.com/Kevinx702/agentcite"],"id":"RWE-5864","relevance":{"id":"RWE-5864","decision":"Core","rationale":"Retain the documented evidence function: MCP implementation exists despite stale roadmap: get_citations calls hosted OpenAlex-backed API. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"MCP implementation exists despite stale roadmap: get_citations calls hosted OpenAlex-backed API.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kevinx702/agentcite","https://github.com/Kevinx702/agentcite"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"orgmentem/zotio","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Repository documents Zotero search/auditing, preview-first writes and workflow skill.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"orgmentem/zotio","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Repository documents Zotero search/auditing, preview-first writes and workflow skill."],"limitation":"Repository documents Zotero search/auditing, preview-first writes and workflow skill. Library health means metadata quality, not patient health; safety/undo claims not runtime tested.","url":"https://github.com/orgmentem/zotio","primarySourceURLs":["https://github.com/OrgMentem/zotio"],"id":"RWE-5865","relevance":{"id":"RWE-5865","decision":"Core","rationale":"Retain the documented evidence function: Repository documents Zotero search/auditing, preview-first writes and workflow skill. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Repository documents Zotero search/auditing, preview-first writes and workflow skill.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/orgmentem/zotio","https://github.com/OrgMentem/zotio"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"qatlashub/doiget","kind":"MCP server","category":"RWE Data & Analytics","summary":"Repository documents DOI/arXiv-to-PDF MCP via OA APIs and optional authorized TDM sources.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"qatlashub/doiget","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Repository documents DOI/arXiv-to-PDF MCP via OA APIs and optional authorized TDM sources."],"limitation":"Repository documents DOI/arXiv-to-PDF MCP via OA APIs and optional authorized TDM sources. Availability and access rights vary; PDF retrieval is not evidence appraisal.","url":"https://github.com/qatlashub/doiget","primarySourceURLs":["https://github.com/QAtlasHub/doiget"],"id":"RWE-5866","relevance":{"id":"RWE-5866","decision":"Core","rationale":"Repository documents DOI/arXiv-to-PDF MCP via OA APIs and optional authorized TDM sources. The selected scholarly/clinical search, document extraction or dataset discovery workflow supplies research evidence access; source presence does not validate conclusions.","relevanceBasis":"Repository documents DOI/arXiv-to-PDF MCP via OA APIs and optional authorized TDM sources. Limits: Repository documents DOI/arXiv-to-PDF MCP via OA APIs and optional authorized TDM sources. Availability and access rights vary; PDF retrieval is not evidence appraisal.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/QAtlasHub/doiget"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"raulsimpetru/zotero-library-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Pinned server and README expose identifier imports, Zotero library/full-text search and management.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"raulsimpetru/zotero-library-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Pinned server and README expose identifier imports, Zotero library/full-text search and management."],"limitation":"Pinned server and README expose identifier imports, Zotero library/full-text search and management. Independent integration with credential and write permissions; duplicate checks not tested.","url":"https://github.com/raulsimpetru/zotero-library-mcp","primarySourceURLs":["https://github.com/RaulSimpetru/zotero-library-mcp"],"id":"RWE-5867","relevance":{"id":"RWE-5867","decision":"Core","rationale":"Pinned server and README expose identifier imports, Zotero library/full-text search and management. The selected scholarly/clinical search, document extraction or dataset discovery workflow supplies research evidence access; source presence does not validate conclusions.","relevanceBasis":"Pinned server and README expose identifier imports, Zotero library/full-text search and management. Limits: Pinned server and README expose identifier imports, Zotero library/full-text search and management. Independent integration with credential and write permissions; duplicate checks not tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/RaulSimpetru/zotero-library-mcp"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"ravicha2/lit-review-council","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Pinned MCP source and skill describe topic-driven literature search and multi-agent report generation.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ravicha2/lit-review-council","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned MCP source and skill describe topic-driven literature search and multi-agent report generation."],"limitation":"Pinned MCP source and skill describe topic-driven literature search and multi-agent report generation. Capstone pipeline; ensemble reviews and voting are not validated systematic-review judgments.","url":"https://github.com/ravicha2/lit-review-council","primarySourceURLs":["https://github.com/Ravicha2/lit-review-council"],"id":"RWE-5868","relevance":{"id":"RWE-5868","decision":"Core","rationale":"Retain the documented evidence function: Pinned MCP source and skill describe topic-driven literature search and multi-agent report generation. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned MCP source and skill describe topic-driven literature search and multi-agent report generation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ravicha2/lit-review-council","https://github.com/Ravicha2/lit-review-council"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"smaboundless/crossref-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Python tools call Crossref for works, DOI/journal/funder search and citation export.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"smaboundless/crossref-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Python tools call Crossref for works, DOI/journal/funder search and citation export."],"limitation":"Python tools call Crossref for works, DOI/journal/funder search and citation export. Independent integration; metadata and references are incomplete and API paths not runtime tested.","url":"https://github.com/smaboundless/crossref-mcp-server","primarySourceURLs":["https://github.com/SMABoundless/crossref-mcp-server","https://github.com/SMABoundless/crossref-mcp-server.git"],"id":"RWE-5869","relevance":{"id":"RWE-5869","decision":"Core","rationale":"Retain the documented evidence function: Python tools call Crossref for works, DOI/journal/funder search and citation export. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Python tools call Crossref for works, DOI/journal/funder search and citation export.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/smaboundless/crossref-mcp-server","https://github.com/SMABoundless/crossref-mcp-server","https://github.com/SMABoundless/crossref-mcp-server.git"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"smaboundless/scopus-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Python handlers use Elsevier API for Scopus searches, abstracts, author records and exports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"smaboundless/scopus-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Python handlers use Elsevier API for Scopus searches, abstracts, author records and exports."],"limitation":"Python handlers use Elsevier API for Scopus searches, abstracts, author records and exports. API key/institutional entitlements required; citation metrics are not evidence quality.","url":"https://github.com/smaboundless/scopus-mcp-server","primarySourceURLs":["https://github.com/SMABoundless/scopus-mcp-server","https://github.com/SMABoundless/scopus-mcp-server.git"],"id":"RWE-5870","relevance":{"id":"RWE-5870","decision":"Core","rationale":"Retain the documented evidence function: Python handlers use Elsevier API for Scopus searches, abstracts, author records and exports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Python handlers use Elsevier API for Scopus searches, abstracts, author records and exports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/smaboundless/scopus-mcp-server","https://github.com/SMABoundless/scopus-mcp-server","https://github.com/SMABoundless/scopus-mcp-server.git"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"smaboundless/semanticscholar-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Repository documents Semantic Scholar paper/author/citation/recommendation tools and TypeScript MCP entry.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"smaboundless/semanticscholar-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Repository documents Semantic Scholar paper/author/citation/recommendation tools and TypeScript MCP entry."],"limitation":"Repository documents Semantic Scholar paper/author/citation/recommendation tools and TypeScript MCP entry. Independent integration; recommendation relevance and bulk limits not validated.","url":"https://github.com/smaboundless/semanticscholar-mcp-server","primarySourceURLs":["https://github.com/SMABoundless/semanticscholar-mcp-server","https://github.com/SMABoundless/semanticscholar-mcp-server.git"],"id":"RWE-5871","relevance":{"id":"RWE-5871","decision":"Core","rationale":"Retain the documented evidence function: Repository documents Semantic Scholar paper/author/citation/recommendation tools and TypeScript MCP entry. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Repository documents Semantic Scholar paper/author/citation/recommendation tools and TypeScript MCP entry.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/smaboundless/semanticscholar-mcp-server","https://github.com/SMABoundless/semanticscholar-mcp-server","https://github.com/SMABoundless/semanticscholar-mcp-server.git"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"smaboundless/unpaywall-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Python tools call Unpaywall OA metadata lookup/search and exports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"smaboundless/unpaywall-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Python tools call Unpaywall OA metadata lookup/search and exports."],"limitation":"Python tools call Unpaywall OA metadata lookup/search and exports. Email required; returned links/licenses need checking and no full-text availability guarantee.","url":"https://github.com/smaboundless/unpaywall-mcp-server","primarySourceURLs":["https://github.com/SMABoundless/unpaywall-mcp-server","https://github.com/SMABoundless/unpaywall-mcp-server.git"],"id":"RWE-5872","relevance":{"id":"RWE-5872","decision":"Core","rationale":"Python tools call Unpaywall OA metadata lookup/search and exports. The selected scholarly/clinical search, document extraction or dataset discovery workflow supplies research evidence access; source presence does not validate conclusions.","relevanceBasis":"Python tools call Unpaywall OA metadata lookup/search and exports. Limits: Python tools call Unpaywall OA metadata lookup/search and exports. Email required; returned links/licenses need checking and no full-text availability guarantee.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/SMABoundless/unpaywall-mcp-server","https://github.com/SMABoundless/unpaywall-mcp-server.git"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"saidiibrahim/search-papers","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Pinned TypeScript tools implement arXiv field/date/category search and documented export/related-paper functions.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"saidiibrahim/search-papers","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned TypeScript tools implement arXiv field/date/category search and documented export/related-paper functions."],"limitation":"Pinned TypeScript tools implement arXiv field/date/category search and documented export/related-paper functions. Preprints are not necessarily peer reviewed; inferred citation/relatedness claims not validated.","url":"https://github.com/saidiibrahim/search-papers","primarySourceURLs":["https://github.com/Saidiibrahim/search-papers"],"id":"RWE-5873","relevance":{"id":"RWE-5873","decision":"Core","rationale":"Retain the documented evidence function: Pinned TypeScript tools implement arXiv field/date/category search and documented export/related-paper functions. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned TypeScript tools implement arXiv field/date/category search and documented export/related-paper functions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/saidiibrahim/search-papers","https://github.com/Saidiibrahim/search-papers"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"Citation Check","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Primary endpoint GET response explicitly enumerates check_citation and verdict_meanings and distinguishes URL existence from named-entity matching.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Primary endpoint GET response explicitly enumerates check_citation and verdict_meanings and distinguishes URL existence from named-entity matching.","Primary service documentation specifies structured biomedical findings with citations and distinct read/write MCP surfaces."],"limitation":"Primary endpoint GET response explicitly enumerates check_citation and verdict_meanings and distinguishes URL existence from named-entity matching. This is not entailment/truth verification; standalone component should link parent service. Primary service documentation specifies structured biomedical findings with citations and distinct read/write MCP surfaces. Agent-generated findings and existence/entity checks are not validated scientific evidence; consider parent card with citation-check reviewed component.","url":"https://exmachina-ai.fly.dev","primarySourceURLs":["https://exmachina-ai.fly.dev/verify","https://exmachina-ai.fly.dev/","https://exmachina-ai.fly.dev"],"id":"RWE-5874","relevance":{"id":"RWE-5874","decision":"Core","rationale":"Retain the documented evidence function: Primary endpoint GET response explicitly enumerates check_citation and verdict_meanings and distinguishes URL existence from named-entity matching. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Primary endpoint GET response explicitly enumerates check_citation and verdict_meanings and distinguishes URL existence from named-entity matching.","evidenceLevel":"published-card","evidenceRefs":["https://exmachina-ai.fly.dev","https://exmachina-ai.fly.dev/verify","https://exmachina-ai.fly.dev/"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"stumason/polar-flow-server","kind":"MCP server","category":"Causal Inference & Analytics","summary":"Repository and MCP module expose Polar histories, baselines and signals in a self-hosted service.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"stumason/polar-flow-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Repository and MCP module expose Polar histories, baselines and signals in a self-hosted service."],"limitation":"Repository and MCP module expose Polar histories, baselines and signals in a self-hosted service. Access/retention claims and readiness/anomaly interpretations not validated; not causal analysis.","url":"https://github.com/stumason/polar-flow-server","primarySourceURLs":["https://github.com/StuMason/polar-flow-server"],"id":"RWE-5875","relevance":{"id":"RWE-5875","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"Repository and MCP module expose Polar histories, baselines and signals in a self-hosted service.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/StuMason/polar-flow-server"],"reviewGroup":"bounded-research-method"}},{"name":"turtletech-ehf/ookcite-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Repository documents DOI/ISBN validation, citation formatting and bibliography management.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"turtletech-ehf/ookcite-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Repository documents DOI/ISBN validation, citation formatting and bibliography management."],"limitation":"Repository documents DOI/ISBN validation, citation formatting and bibliography management. Metadata only; identifier failure does not prove fabricated citation and no full text is returned.","url":"https://github.com/turtletech-ehf/ookcite-mcp","primarySourceURLs":["https://github.com/TurtleTech-ehf/ookcite-mcp"],"id":"RWE-5876","relevance":{"id":"RWE-5876","decision":"Core","rationale":"Retain the documented evidence function: Repository documents DOI/ISBN validation, citation formatting and bibliography management. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Repository documents DOI/ISBN validation, citation formatting and bibliography management.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/turtletech-ehf/ookcite-mcp","https://github.com/TurtleTech-ehf/ookcite-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yadheedhya06/mcp-server-whoop","kind":"MCP server","category":"RWE Data & Analytics","summary":"Five registered tools expose locally authorized WHOOP recovery/sleep/strain/workout data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yadheedhya06/mcp-server-whoop","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Five registered tools expose locally authorized WHOOP recovery/sleep/strain/workout data."],"limitation":"Five registered tools expose locally authorized WHOOP recovery/sleep/strain/workout data. Independent integration; vendor scores and processing/provisional flags are not clinical validation.","url":"https://github.com/yadheedhya06/mcp-server-whoop","primarySourceURLs":["https://github.com/Yadheedhya06/mcp-server-whoop"],"id":"RWE-5878","relevance":{"id":"RWE-5878","decision":"Core","rationale":"Five registered tools expose locally authorized WHOOP recovery/sleep/strain/workout data. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Five registered tools expose locally authorized WHOOP recovery/sleep/strain/workout data. Limits: Five registered tools expose locally authorized WHOOP recovery/sleep/strain/workout data. Independent integration; vendor scores and processing/provisional flags are not clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Yadheedhya06/mcp-server-whoop"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"blazickjp/arxiv-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Pinned server and skill provide arXiv retrieval, original-LaTeX section reads, BibTeX and topic watches.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"blazickjp/arxiv-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned server and skill provide arXiv retrieval, original-LaTeX section reads, BibTeX and topic watches."],"limitation":"Pinned server and skill provide arXiv retrieval, original-LaTeX section reads, BibTeX and topic watches. Local storage and preprint content; citation graph/semantic claims require source-specific caution.","url":"https://github.com/blazickjp/arxiv-mcp-server","primarySourceURLs":["https://github.com/blazickjp/arxiv-mcp-server"],"id":"RWE-5880","relevance":{"id":"RWE-5880","decision":"Core","rationale":"Retain the documented evidence function: Pinned server and skill provide arXiv retrieval, original-LaTeX section reads, BibTeX and topic watches. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned server and skill provide arXiv retrieval, original-LaTeX section reads, BibTeX and topic watches.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/blazickjp/arxiv-mcp-server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cturkieh/france-data-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Repository documents MCP cross-reference of FINESS/RPPS/Ameli health supply and INSEE demographics with source freshness.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cturkieh/france-data-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Repository documents MCP cross-reference of FINESS/RPPS/Ameli health supply and INSEE demographics with source freshness."],"limitation":"Repository documents MCP cross-reference of FINESS/RPPS/Ameli health supply and INSEE demographics with source freshness. Limit card to those data components; joins, geocoding and property-investment judgments not validated.","url":"https://github.com/cturkieh/france-data-mcp","primarySourceURLs":["https://github.com/cturkieh/france-data-mcp"],"id":"RWE-5881","relevance":{"id":"RWE-5881","decision":"Core","rationale":"Repository documents MCP cross-reference of FINESS/RPPS/Ameli health supply and INSEE demographics with source freshness. The selected clinical signal analysis, healthcare cost/utilization data, psychometric/causal/meta-analysis or data-query method is identifiable, with applicability and validity limits retained.","relevanceBasis":"Repository documents MCP cross-reference of FINESS/RPPS/Ameli health supply and INSEE demographics with source freshness. Limits: Repository documents MCP cross-reference of FINESS/RPPS/Ameli health supply and INSEE demographics with source freshness. Limit card to those data components; joins, geocoding and property-investment judgments not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cturkieh/france-data-mcp"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"davidmosiah/apple-health-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Apple Health local export reader with MCP entry and skill.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"davidmosiah/apple-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Apple Health local export reader with MCP entry and skill."],"limitation":"Apple Health local export reader with MCP entry and skill. Candidate for one scoped Delx collection card; no audited privacy or measurement validity claim.","url":"https://github.com/davidmosiah/apple-health-mcp","primarySourceURLs":["https://github.com/davidmosiah/apple-health-mcp"],"id":"RWE-5884","relevance":{"id":"RWE-5884","decision":"Core","rationale":"Apple Health local export reader with MCP entry and skill. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Apple Health local export reader with MCP entry and skill. Limits: Apple Health local export reader with MCP entry and skill. Candidate for one scoped Delx collection card; no audited privacy or measurement validity claim.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/davidmosiah/apple-health-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"davidmosiah/fitbit-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Fitbit recorded sleep/activity/heart data connector with MCP entry and skill.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"davidmosiah/fitbit-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Fitbit recorded sleep/activity/heart data connector with MCP entry and skill."],"limitation":"Fitbit recorded sleep/activity/heart data connector with MCP entry and skill. Independent upstream integration; credential privacy and clinical validity unaudited.","url":"https://github.com/davidmosiah/fitbit-mcp","primarySourceURLs":["https://github.com/davidmosiah/fitbit-mcp"],"id":"RWE-5885","relevance":{"id":"RWE-5885","decision":"Core","rationale":"Fitbit recorded sleep/activity/heart data connector with MCP entry and skill. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Fitbit recorded sleep/activity/heart data connector with MCP entry and skill. Limits: Fitbit recorded sleep/activity/heart data connector with MCP entry and skill. Independent upstream integration; credential privacy and clinical validity unaudited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/davidmosiah/fitbit-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"davidmosiah/garmin-mcp","kind":"MCP server","category":"Causal Inference & Analytics","summary":"Garmin recorded sleep/HRV/activity connector with MCP entry and skill.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"davidmosiah/garmin-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Garmin recorded sleep/HRV/activity connector with MCP entry and skill."],"limitation":"Garmin recorded sleep/HRV/activity connector with MCP entry and skill. Vendor readiness scores not validated causal or clinical judgments.","url":"https://github.com/davidmosiah/garmin-mcp","primarySourceURLs":["https://github.com/davidmosiah/garmin-mcp"],"id":"RWE-5886","relevance":{"id":"RWE-5886","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"Garmin recorded sleep/HRV/activity connector with MCP entry and skill.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/davidmosiah/garmin-mcp"],"reviewGroup":"bounded-research-method"}},{"name":"davidmosiah/oura-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Oura recorded sleep/activity/HRV connector with MCP entry and skill.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"davidmosiah/oura-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Oura recorded sleep/activity/HRV connector with MCP entry and skill."],"limitation":"Oura recorded sleep/activity/HRV connector with MCP entry and skill. Independent integration; vendor readiness scores and privacy claims unaudited.","url":"https://github.com/davidmosiah/oura-mcp","primarySourceURLs":["https://github.com/davidmosiah/oura-mcp"],"id":"RWE-5887","relevance":{"id":"RWE-5887","decision":"Core","rationale":"Oura recorded sleep/activity/HRV connector with MCP entry and skill. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Oura recorded sleep/activity/HRV connector with MCP entry and skill. Limits: Oura recorded sleep/activity/HRV connector with MCP entry and skill. Independent integration; vendor readiness scores and privacy claims unaudited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/davidmosiah/oura-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"davidmosiah/polar-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Polar recorded sleep/training/PPI connector with MCP entry and skill.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"davidmosiah/polar-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Polar recorded sleep/training/PPI connector with MCP entry and skill."],"limitation":"Polar recorded sleep/training/PPI connector with MCP entry and skill. Independent integration; upstream access and derived scores not tested.","url":"https://github.com/davidmosiah/polar-mcp","primarySourceURLs":["https://github.com/davidmosiah/polar-mcp"],"id":"RWE-5888","relevance":{"id":"RWE-5888","decision":"Core","rationale":"Polar recorded sleep/training/PPI connector with MCP entry and skill. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Polar recorded sleep/training/PPI connector with MCP entry and skill. Limits: Polar recorded sleep/training/PPI connector with MCP entry and skill. Independent integration; upstream access and derived scores not tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/davidmosiah/polar-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"davidmosiah/whoop-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"WHOOP recorded sleep/strain/HRV connector with MCP entry and skill.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"davidmosiah/whoop-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["WHOOP recorded sleep/strain/HRV connector with MCP entry and skill."],"limitation":"WHOOP recorded sleep/strain/HRV connector with MCP entry and skill. Independent integration; readiness and privacy claims unaudited.","url":"https://github.com/davidmosiah/whoop-mcp","primarySourceURLs":["https://github.com/davidmosiah/whoop-mcp"],"id":"RWE-5889","relevance":{"id":"RWE-5889","decision":"Core","rationale":"WHOOP recorded sleep/strain/HRV connector with MCP entry and skill. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"WHOOP recorded sleep/strain/HRV connector with MCP entry and skill. Limits: WHOOP recorded sleep/strain/HRV connector with MCP entry and skill. Independent integration; readiness and privacy claims unaudited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/davidmosiah/whoop-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"davidmosiah/withings-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Withings body/sleep/activity/heart observations connector with MCP entry and skill.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"davidmosiah/withings-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Withings body/sleep/activity/heart observations connector with MCP entry and skill."],"limitation":"Withings body/sleep/activity/heart observations connector with MCP entry and skill. Independent integration; data coverage/calibration and privacy unaudited.","url":"https://github.com/davidmosiah/withings-mcp","primarySourceURLs":["https://github.com/davidmosiah/withings-mcp"],"id":"RWE-5890","relevance":{"id":"RWE-5890","decision":"Core","rationale":"Withings body/sleep/activity/heart observations connector with MCP entry and skill. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Withings body/sleep/activity/heart observations connector with MCP entry and skill. Limits: Withings body/sleep/activity/heart observations connector with MCP entry and skill. Independent integration; data coverage/calibration and privacy unaudited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/davidmosiah/withings-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"desci-labs/sciweave-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Repository and server module document SciWeave scholarly search with hosted access.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"desci-labs/sciweave-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Repository and server module document SciWeave scholarly search with hosted access."],"limitation":"Repository and server module document SciWeave scholarly search with hosted access. Index size and DOI guarantees are publisher claims; records do not establish claim support and access credits required.","url":"https://github.com/desci-labs/sciweave-mcp","primarySourceURLs":["https://github.com/desci-labs/sciweave-mcp"],"id":"RWE-5891","relevance":{"id":"RWE-5891","decision":"Core","rationale":"Retain the documented evidence function: Repository and server module document SciWeave scholarly search with hosted access. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Repository and server module document SciWeave scholarly search with hosted access.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/desci-labs/sciweave-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dingdawg/dingdawg-healthcare-agent","kind":"Research tool","category":"RWE Data & Analytics","summary":"Clinical note-to-structured-summary connector.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dingdawg/dingdawg-healthcare-agent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Clinical note-to-structured-summary connector."],"limitation":"Hosted key required; exclude HIPAA checklist/triage assurances. Scheduling writes coexist despite read-only annotation.","url":"https://github.com/dingdawg/dingdawg-healthcare-agent","primarySourceURLs":["https://github.com/dingdawg/dingdawg-healthcare-agent","https://github.com/DingDawg-dev/dingdawg-healthcare-agent"],"id":"RWE-5892","relevance":{"id":"RWE-5892","decision":"Core","rationale":"Clinical note-to-structured-summary connector. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Clinical note-to-structured-summary connector. Limits: Hosted key required; exclude HIPAA checklist/triage assurances. Scheduling writes coexist despite read-only annotation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dingdawg/dingdawg-healthcare-agent","https://github.com/DingDawg-dev/dingdawg-healthcare-agent"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"do-droid/seoul-essentials","kind":"MCP server","category":"RWE Data & Analytics","summary":"Repository documents structured Seoul public facility lookup including pharmacies and AED locations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"do-droid/seoul-essentials","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Repository documents structured Seoul public facility lookup including pharmacies and AED locations.","Canonical do-droid/seoul-essentials repository corroborates listing name and pharmacy/AED/public-facility tools."],"limitation":"Repository documents structured Seoul public facility lookup including pharmacies and AED locations. Limit to contextual access-to-care geography; counts/freshness and emergency suitability unvalidated. Canonical do-droid/seoul-essentials repository corroborates listing name and pharmacy/AED/public-facility tools. Limit to geographic health-access infrastructure, with dated Firestore counts and capped results; availability/language flags are not real-time clinical service guarantees.","url":"https://github.com/do-droid/seoul-essentials","primarySourceURLs":["https://github.com/do-droid/seoul-essentials","https://smithery.ai/servers/do-droid/seoul-essentials"],"id":"RWE-5893","relevance":{"id":"RWE-5893","decision":"Core","rationale":"Repository documents structured Seoul public facility lookup including pharmacies and AED locations. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Repository documents structured Seoul public facility lookup including pharmacies and AED locations. Limits: Repository documents structured Seoul public facility lookup including pharmacies and AED locations. Limit to contextual access-to-care geography; counts/freshness and emergency suitability unvalidated. Canonical do-droid/seoul-essentials repository corroborates listing name and pharmacy/AED/public-facility tools. Limit to geographic health-access infrastructure, with dated Firestore counts and capped results; availability/language flags are not real-time clinical service guarantees.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/do-droid/seoul-essentials","https://smithery.ai/servers/do-droid/seoul-essentials"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"dvdsosa/zotero-native-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Repository and MCP entry document local Zotero read/write and attachment operations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dvdsosa/zotero-native-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Repository and MCP entry document local Zotero read/write and attachment operations."],"limitation":"Repository and MCP entry document local Zotero read/write and attachment operations. Requires claimed compatible local API version; upstream write support and runtime compatibility not verified.","url":"https://github.com/dvdsosa/zotero-native-mcp","primarySourceURLs":["https://github.com/dvdsosa/zotero-native-mcp"],"id":"RWE-5894","relevance":{"id":"RWE-5894","decision":"Core","rationale":"Repository and MCP entry document local Zotero read/write and attachment operations. The selected scholarly/clinical search, document extraction or dataset discovery workflow supplies research evidence access; source presence does not validate conclusions.","relevanceBasis":"Repository and MCP entry document local Zotero read/write and attachment operations. Limits: Repository and MCP entry document local Zotero read/write and attachment operations. Requires claimed compatible local API version; upstream write support and runtime compatibility not verified.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dvdsosa/zotero-native-mcp"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"edisontaimu9-ui/chakudya-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Repository documents MCP proxy to Chakudya Malawian food search and nutrition API.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"edisontaimu9-ui/chakudya-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Repository documents MCP proxy to Chakudya Malawian food search and nutrition API."],"limitation":"Repository documents MCP proxy to Chakudya Malawian food search and nutrition API. Limit to food data retrieval; RAG clinical guidance and calculator validity unreviewed.","url":"https://github.com/edisontaimu9-ui/chakudya-mcp-server","primarySourceURLs":["https://github.com/edisontaimu9-ui/chakudya-mcp-server"],"id":"RWE-5895","relevance":{"id":"RWE-5895","decision":"Core","rationale":"Retain the documented evidence function: Repository documents MCP proxy to Chakudya Malawian food search and nutrition API. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Repository documents MCP proxy to Chakudya Malawian food search and nutrition API.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/edisontaimu9-ui/chakudya-mcp-server"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"evgeniy-yudin/clinicmarketiq-data","kind":"MCP server","category":"Public health & surveillance","summary":"Pinned tool registration and repository document dataset metadata/schema/download/checksum access for public healthcare market records.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"evgeniy-yudin/clinicmarketiq-data","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Pinned tool registration and repository document dataset metadata/schema/download/checksum access for public healthcare market records."],"limitation":"Pinned tool registration and repository document dataset metadata/schema/download/checksum access for public healthcare market records. Not patient-level data; release totals, source rights and join validity not independently audited.","url":"https://github.com/evgeniy-yudin/clinicmarketiq-data","primarySourceURLs":["https://github.com/evgeniy-yudin/clinicmarketiq-data"],"id":"RWE-5896","relevance":{"id":"RWE-5896","decision":"Core","rationale":"Retain the CMS quality/outcomes, patient-experience, enrollment and reimbursement datasets for health-services research. The catalogue identifies measures, denominators, dates and source values; commercial lead and growth signals remain adjacent, and RVU weights are not payment amounts.","relevanceBasis":"Pinned tool registration and repository document dataset metadata/schema/download/checksum access for public healthcare market records. Primary clarification: Fresh family catalogue checked at field level for D19 enrollment, D22 reimbursement, D23 quality/outcomes and D24 patient experience. HCAHPS responses, measurement dates, denominators and source/numeric pairs are explicit. D22 excludes several licensed code families; no whole-marketplace approval or patient-level data claim.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/evgeniy-yudin/clinicmarketiq-data","https://raw.githubusercontent.com/evgeniy-yudin/clinicmarketiq-data/HEAD/README.md","https://raw.githubusercontent.com/evgeniy-yudin/clinicmarketiq-data/HEAD/family-catalog.json"],"reviewGroup":"health-services-data"}},{"name":"firecrawl/firecrawl-mcp-server","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Pinned implementation explicitly distinguishes firecrawl_research_* biomedical/arXiv paper index from generic web-search research filter.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"firecrawl/firecrawl-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned implementation explicitly distinguishes firecrawl_research_* biomedical/arXiv paper index from generic web-search research filter."],"limitation":"Pinned implementation explicitly distinguishes firecrawl_research_* biomedical/arXiv paper index from generic web-search research filter. Card must scope to scholarly component; retrieval is not systematic-review coverage or evidence appraisal.","url":"https://github.com/firecrawl/firecrawl-mcp-server","primarySourceURLs":["https://github.com/firecrawl/firecrawl-mcp-server","https://github.com/firecrawl/firecrawl-mcp-server.git"],"id":"RWE-5897","relevance":{"id":"RWE-5897","decision":"Core","rationale":"Retain the documented evidence function: Pinned implementation explicitly distinguishes firecrawl_research_* biomedical/arXiv paper index from generic web-search research filter. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned implementation explicitly distinguishes firecrawl_research_* biomedical/arXiv paper index from generic web-search research filter.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/firecrawl/firecrawl-mcp-server","https://github.com/firecrawl/firecrawl-mcp-server.git"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fliptheweb/fatsecret-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Pinned handlers use FatSecret API for food nutrition and personal diary/weight operations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fliptheweb/fatsecret-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Pinned handlers use FatSecret API for food nutrition and personal diary/weight operations."],"limitation":"Pinned handlers use FatSecret API for food nutrition and personal diary/weight operations. Unofficial integration with developer credentials; reported intake and food matches need validation.","url":"https://github.com/fliptheweb/fatsecret-mcp","primarySourceURLs":["https://github.com/fliptheweb/fatsecret-mcp"],"id":"RWE-5898","relevance":{"id":"RWE-5898","decision":"Core","rationale":"Pinned handlers use FatSecret API for food nutrition and personal diary/weight operations. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Pinned handlers use FatSecret API for food nutrition and personal diary/weight operations. Limits: Pinned handlers use FatSecret API for food nutrition and personal diary/weight operations. Unofficial integration with developer credentials; reported intake and food matches need validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fliptheweb/fatsecret-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"fmp-projects/fitness-ai-connector","kind":"MCP server","category":"RWE Data & Analytics","summary":"Publisher repository documents Garmin Health data and twelve hosted tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fmp-projects/fitness-ai-connector","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Publisher repository documents Garmin Health data and twelve hosted tools."],"limitation":"Publisher repository documents Garmin Health data and twelve hosted tools. API integration, user totals and privacy claims not independently verified; vendor scores not clinical evidence.","url":"https://github.com/fmp-projects/fitness-ai-connector","primarySourceURLs":["https://github.com/fmp-projects/fitness-ai-connector"],"id":"RWE-5900","relevance":{"id":"RWE-5900","decision":"Core","rationale":"Publisher repository documents Garmin Health data and twelve hosted tools. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Publisher repository documents Garmin Health data and twelve hosted tools. Limits: Publisher repository documents Garmin Health data and twelve hosted tools. API integration, user totals and privacy claims not independently verified; vendor scores not clinical evidence.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fmp-projects/fitness-ai-connector"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"genecell/preprint-fulltext","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Pinned MCP implementation and skill document structured bioRxiv/medRxiv/arXiv sections and corpus chunks.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"genecell/preprint-fulltext","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned MCP implementation and skill document structured bioRxiv/medRxiv/arXiv sections and corpus chunks."],"limitation":"Pinned MCP implementation and skill document structured bioRxiv/medRxiv/arXiv sections and corpus chunks. Preprints unreviewed; claimed TDM enforcement and extraction fidelity not audited.","url":"https://github.com/genecell/preprint-fulltext","primarySourceURLs":["https://github.com/genecell/preprint-fulltext"],"id":"RWE-5901","relevance":{"id":"RWE-5901","decision":"Core","rationale":"Retain the documented evidence function: Pinned MCP implementation and skill document structured bioRxiv/medRxiv/arXiv sections and corpus chunks. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned MCP implementation and skill document structured bioRxiv/medRxiv/arXiv sections and corpus chunks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/genecell/preprint-fulltext"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"guptaprakhariitr/arxiv-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Pinned tool schemas expose arXiv search, metadata, daily digest and collaborator graph.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"guptaprakhariitr/arxiv-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned tool schemas expose arXiv search, metadata, daily digest and collaborator graph."],"limitation":"Pinned tool schemas expose arXiv search, metadata, daily digest and collaborator graph. Preprint coverage and name-based author graph may be incomplete or ambiguous; no peer-review guarantee.","url":"https://github.com/guptaprakhariitr/arxiv-mcp","primarySourceURLs":["https://github.com/guptaprakhariitr/arxiv-mcp"],"id":"RWE-5902","relevance":{"id":"RWE-5902","decision":"Core","rationale":"Retain the documented evidence function: Pinned tool schemas expose arXiv search, metadata, daily digest and collaborator graph. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned tool schemas expose arXiv search, metadata, daily digest and collaborator graph.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/guptaprakhariitr/arxiv-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"helena-bioinformatics/noodle-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Helena repository specifies public PubMed-derived search, publication lookup and typed citation/semantic neighborhoods.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"helena-bioinformatics/noodle-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Helena repository specifies public PubMed-derived search, publication lookup and typed citation/semantic neighborhoods."],"limitation":"Helena repository specifies public PubMed-derived search, publication lookup and typed citation/semantic neighborhoods. Separate Noodle endpoint from Folklore; corpus completeness and semantic edges not evidence certainty.","url":"https://github.com/helena-bioinformatics/noodle-mcp","primarySourceURLs":["https://github.com/helena-bioinformatics/noodle-mcp"],"id":"RWE-5903","relevance":{"id":"RWE-5903","decision":"Core","rationale":"Retain the documented evidence function: Helena repository specifies public PubMed-derived search, publication lookup and typed citation/semantic neighborhoods. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Helena repository specifies public PubMed-derived search, publication lookup and typed citation/semantic neighborhoods.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/helena-bioinformatics/noodle-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jmrplens/libgen-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Repository documents federated paper/metadata search, citation and reading tools including PubMed/Europe PMC/OA providers.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jmrplens/libgen-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Repository documents federated paper/metadata search, citation and reading tools including PubMed/Europe PMC/OA providers."],"limitation":"Repository documents federated paper/metadata search, citation and reading tools including PubMed/Europe PMC/OA providers. Retrieval sources and rights vary; no blanket lawful-access or completeness assurance and generic developer skills are not research methods. Current remote deployments omit the read tool by default; the operator must opt in with LIBGEN_MCP_SERVER_FETCH because it fetches full files server-side. Local stdio defaults differ.","url":"https://github.com/jmrplens/libgen-mcp","primarySourceURLs":["https://github.com/jmrplens/libgen-mcp"],"id":"RWE-5905","relevance":{"id":"RWE-5905","decision":"Core","rationale":"Retain the documented evidence function: Repository documents federated paper/metadata search, citation and reading tools including PubMed/Europe PMC/OA providers. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Repository documents federated paper/metadata search, citation and reading tools including PubMed/Europe PMC/OA providers.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jmrplens/libgen-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"johnisanerd/google-scholar-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Publisher repository gives concrete Apify MCP actor configuration for Google Scholar search.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"johnisanerd/google-scholar-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Publisher repository gives concrete Apify MCP actor configuration for Google Scholar search."],"limitation":"Publisher repository gives concrete Apify MCP actor configuration for Google Scholar search. Third-party paid actor/token, not Google-official; scraping availability and metrics unvalidated.","url":"https://github.com/johnisanerd/google-scholar-mcp","primarySourceURLs":["https://github.com/johnisanerd/google-scholar-mcp"],"id":"RWE-5906","relevance":{"id":"RWE-5906","decision":"Core","rationale":"Retain the documented evidence function: Publisher repository gives concrete Apify MCP actor configuration for Google Scholar search. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Publisher repository gives concrete Apify MCP actor configuration for Google Scholar search.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/johnisanerd/google-scholar-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"joshuasundance-swca/paper-chaser-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Repository and tool modules document multi-source paper/citation/author retrieval and reference repair.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"joshuasundance-swca/paper-chaser-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Repository and tool modules document multi-source paper/citation/author retrieval and reference repair."],"limitation":"Repository and tool modules document multi-source paper/citation/author retrieval and reference repair. Credentials/source availability vary; repaired matches require human review and distribution status differs by channel.","url":"https://github.com/joshuasundance-swca/paper-chaser-mcp","primarySourceURLs":["https://github.com/joshuasundance-swca/paper-chaser-mcp"],"id":"RWE-5907","relevance":{"id":"RWE-5907","decision":"Core","rationale":"Retain the documented evidence function: Repository and tool modules document multi-source paper/citation/author retrieval and reference repair. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Repository and tool modules document multi-source paper/citation/author retrieval and reference repair.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/joshuasundance-swca/paper-chaser-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"krishnabhat/indian-food-nutrition-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Pinned handlers and README expose IFCT/USDA lookup and meal logging.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"krishnabhat/indian-food-nutrition-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Pinned handlers and README expose IFCT/USDA lookup and meal logging."],"limitation":"Pinned handlers and README expose IFCT/USDA lookup and meal logging. Household-unit/photo mappings are estimates; do not repeat calorie-accuracy guarantee or infer measured intake.","url":"https://github.com/krishnabhat/indian-food-nutrition-mcp","primarySourceURLs":["https://github.com/krishnabhat/indian-food-nutrition-mcp"],"id":"RWE-5908","relevance":{"id":"RWE-5908","decision":"Core","rationale":"Pinned handlers and README expose IFCT/USDA lookup and meal logging. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Pinned handlers and README expose IFCT/USDA lookup and meal logging. Limits: Pinned handlers and README expose IFCT/USDA lookup and meal logging. Household-unit/photo mappings are estimates; do not repeat calorie-accuracy guarantee or infer measured intake.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/krishnabhat/indian-food-nutrition-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"kujenga/zotero-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Repository specifies Zotero search, metadata and full-text tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"kujenga/zotero-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Repository specifies Zotero search, metadata and full-text tools."],"limitation":"Repository specifies Zotero search, metadata and full-text tools. Independent integration; library permissions and text availability constrain results, no appraisal validation.","url":"https://github.com/kujenga/zotero-mcp","primarySourceURLs":["https://github.com/kujenga/zotero-mcp"],"id":"RWE-5909","relevance":{"id":"RWE-5909","decision":"Core","rationale":"Repository specifies Zotero search, metadata and full-text tools. The selected scholarly/clinical search, document extraction or dataset discovery workflow supplies research evidence access; source presence does not validate conclusions.","relevanceBasis":"Repository specifies Zotero search, metadata and full-text tools. Limits: Repository specifies Zotero search, metadata and full-text tools. Independent integration; library permissions and text availability constrain results, no appraisal validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/kujenga/zotero-mcp"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"laibniz/scholarfetch","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Repository documents multi-engine paper search, references, full text and session reading lists with MCP implementations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"laibniz/scholarfetch","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Repository documents multi-engine paper search, references, full text and session reading lists with MCP implementations."],"limitation":"Repository documents multi-engine paper search, references, full text and session reading lists with MCP implementations. Engine entitlements and author matching vary; exported corpora do not establish complete review coverage.","url":"https://github.com/laibniz/scholarfetch","primarySourceURLs":["https://github.com/laibniz/scholarfetch"],"id":"RWE-5910","relevance":{"id":"RWE-5910","decision":"Core","rationale":"Retain the documented evidence function: Repository documents multi-engine paper search, references, full text and session reading lists with MCP implementations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Repository documents multi-engine paper search, references, full text and session reading lists with MCP implementations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/laibniz/scholarfetch"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lonexreb/cite-guard","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Pinned MCP tools and README query retraction/problematic-citation signals from Crossref/Retraction Watch/OpenAlex.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lonexreb/cite-guard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned MCP tools and README query retraction/problematic-citation signals from Crossref/Retraction Watch/OpenAlex."],"limitation":"Pinned MCP tools and README query retraction/problematic-citation signals from Crossref/Retraction Watch/OpenAlex. Early development; statuses require original notice verification and corrections are not equivalent to retraction.","url":"https://github.com/lonexreb/cite-guard","primarySourceURLs":["https://github.com/lonexreb/cite-guard"],"id":"RWE-5912","relevance":{"id":"RWE-5912","decision":"Core","rationale":"Retain the documented evidence function: Pinned MCP tools and README query retraction/problematic-citation signals from Crossref/Retraction Watch/OpenAlex. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned MCP tools and README query retraction/problematic-citation signals from Crossref/Retraction Watch/OpenAlex.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lonexreb/cite-guard"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"luffysolution-svg/obsidian-vault-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Repository and MCP interface document Zotero/MinerU/Obsidian import, extraction, retrieval and analysis-note workflows.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"luffysolution-svg/obsidian-vault-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Repository and MCP interface document Zotero/MinerU/Obsidian import, extraction, retrieval and analysis-note workflows."],"limitation":"Repository and MCP interface document Zotero/MinerU/Obsidian import, extraction, retrieval and analysis-note workflows. Extraction fidelity and generated analyses unvalidated; transactional writes not tested.","url":"https://github.com/luffysolution-svg/obsidian-vault-mcp","primarySourceURLs":["https://github.com/luffysolution-svg/obsidian-vault-mcp"],"id":"RWE-5913","relevance":{"id":"RWE-5913","decision":"Core","rationale":"Repository and MCP interface document Zotero/MinerU/Obsidian import, extraction, retrieval and analysis-note workflows. The selected scholarly/clinical search, document extraction or dataset discovery workflow supplies research evidence access; source presence does not validate conclusions.","relevanceBasis":"Repository and MCP interface document Zotero/MinerU/Obsidian import, extraction, retrieval and analysis-note workflows. Limits: Repository and MCP interface document Zotero/MinerU/Obsidian import, extraction, retrieval and analysis-note workflows. Extraction fidelity and generated analyses unvalidated; transactional writes not tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/luffysolution-svg/obsidian-vault-mcp"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"malkreide/swiss-academic-libraries-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Pinned server exposes Swiss academic catalogs via SRU/OAI and reference lookup.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"malkreide/swiss-academic-libraries-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned server exposes Swiss academic catalogs via SRU/OAI and reference lookup."],"limitation":"Pinned server exposes Swiss academic catalogs via SRU/OAI and reference lookup. Scope to academic discovery; digitized materials and legal scholarship are not universally biomedical or full text.","url":"https://github.com/malkreide/swiss-academic-libraries-mcp","primarySourceURLs":["https://github.com/malkreide/swiss-academic-libraries-mcp"],"id":"RWE-5914","relevance":{"id":"RWE-5914","decision":"Core","rationale":"Retain the documented evidence function: Pinned server exposes Swiss academic catalogs via SRU/OAI and reference lookup. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned server exposes Swiss academic catalogs via SRU/OAI and reference lookup.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/malkreide/swiss-academic-libraries-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mbrionesalvarez/caddie-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Pinned MCP tools and README expose Garmin golf and recorded sleep/recovery data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mbrionesalvarez/caddie-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Pinned MCP tools and README expose Garmin golf and recorded sleep/recovery data."],"limitation":"Pinned MCP tools and README expose Garmin golf and recorded sleep/recovery data. Unofficial API may break; performance associations do not establish effects of sleep.","url":"https://github.com/mbrionesalvarez/caddie-mcp","primarySourceURLs":["https://github.com/mbrionesalvarez/caddie-mcp"],"id":"RWE-5917","relevance":{"id":"RWE-5917","decision":"Core","rationale":"Pinned MCP tools and README expose Garmin golf and recorded sleep/recovery data. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Pinned MCP tools and README expose Garmin golf and recorded sleep/recovery data. Limits: Pinned MCP tools and README expose Garmin golf and recorded sleep/recovery data. Unofficial API may break; performance associations do not establish effects of sleep.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mbrionesalvarez/caddie-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"mcp-dir/cfbm_cadastro-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Publisher repository documents federal biomedicine professional registration lookup and API skill.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-dir/cfbm_cadastro-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Publisher repository documents federal biomedicine professional registration lookup and API skill."],"limitation":"Publisher repository documents federal biomedicine professional registration lookup and API skill. Registration status not evidence of quality or clinical outcomes; paid independent platform.","url":"https://github.com/mcp-dir/cfbm_cadastro-mcp","primarySourceURLs":["https://github.com/mcp-dir/cfbm_cadastro-mcp"],"id":"RWE-5918","relevance":{"id":"RWE-5918","decision":"Core","rationale":"Publisher repository documents federal biomedicine professional registration lookup and API skill. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Publisher repository documents federal biomedicine professional registration lookup and API skill. Limits: Publisher repository documents federal biomedicine professional registration lookup and API skill. Registration status not evidence of quality or clinical outcomes; paid independent platform.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mcp-dir/cfbm_cadastro-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"mcp-dir/cfm_estabelecimento-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Publisher repository documents medical facility registration lookup and API skill.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-dir/cfm_estabelecimento-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Publisher repository documents medical facility registration lookup and API skill."],"limitation":"Publisher repository documents medical facility registration lookup and API skill. Scope to public provider context; not patient-level data or quality evaluation.","url":"https://github.com/mcp-dir/cfm_estabelecimento-mcp","primarySourceURLs":["https://github.com/mcp-dir/cfm_estabelecimento-mcp"],"id":"RWE-5919","relevance":{"id":"RWE-5919","decision":"Core","rationale":"Publisher repository documents medical facility registration lookup and API skill. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Publisher repository documents medical facility registration lookup and API skill. Limits: Publisher repository documents medical facility registration lookup and API skill. Scope to public provider context; not patient-level data or quality evaluation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mcp-dir/cfm_estabelecimento-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"mcp-dir/dietbox-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Publisher skill documents DietBox patient/anthropometry/diary endpoints and writes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-dir/dietbox-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Publisher skill documents DietBox patient/anthropometry/diary endpoints and writes."],"limitation":"Publisher skill documents DietBox patient/anthropometry/diary endpoints and writes. Requires authorized account; research extraction and privacy not audited.","url":"https://github.com/mcp-dir/dietbox-mcp","primarySourceURLs":["https://github.com/mcp-dir/dietbox-mcp"],"id":"RWE-5920","relevance":{"id":"RWE-5920","decision":"Core","rationale":"Publisher skill documents DietBox patient/anthropometry/diary endpoints and writes. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Publisher skill documents DietBox patient/anthropometry/diary endpoints and writes. Limits: Publisher skill documents DietBox patient/anthropometry/diary endpoints and writes. Requires authorized account; research extraction and privacy not audited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mcp-dir/dietbox-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"mcp-dir/librelink_business-mcp","kind":"API skill","category":"Literature & Evidence Synthesis","summary":"Detailed skill specifies authorized sharing patient IDs, current glucose, graph and logbook.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-dir/librelink_business-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Detailed skill specifies authorized sharing patient IDs, current glucose, graph and logbook."],"limitation":"Detailed skill specifies authorized sharing patient IDs, current glucose, graph and logbook. README zero MCP tools conflicts with nine REST endpoints: eligible as API skill, MCP exposure not verified; clinician review required.","url":"https://github.com/mcp-dir/librelink_business-mcp","primarySourceURLs":["https://github.com/mcp-dir/librelink_business-mcp"],"id":"RWE-5921","relevance":{"id":"RWE-5921","decision":"Core","rationale":"Retain the documented evidence function: Detailed skill specifies authorized sharing patient IDs, current glucose, graph and logbook. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Detailed skill specifies authorized sharing patient IDs, current glucose, graph and logbook.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mcp-dir/librelink_business-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mcp-dir/webdiet-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Publisher skill documents WebDiet patient/anthropometry/chart and meal-plan records with read/write access.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-dir/webdiet-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Publisher skill documents WebDiet patient/anthropometry/chart and meal-plan records with read/write access."],"limitation":"Publisher skill documents WebDiet patient/anthropometry/chart and meal-plan records with read/write access. Authorized practice account required; data quality/privacy not audited.","url":"https://github.com/mcp-dir/webdiet-mcp","primarySourceURLs":["https://github.com/mcp-dir/webdiet-mcp"],"id":"RWE-5922","relevance":{"id":"RWE-5922","decision":"Core","rationale":"Publisher skill documents WebDiet patient/anthropometry/chart and meal-plan records with read/write access. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Publisher skill documents WebDiet patient/anthropometry/chart and meal-plan records with read/write access. Limits: Publisher skill documents WebDiet patient/anthropometry/chart and meal-plan records with read/write access. Authorized practice account required; data quality/privacy not audited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mcp-dir/webdiet-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"mgdsn/verify-api-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Pinned MCP proxy and README document citation metadata/retraction checks and drug verification among mixed tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mgdsn/verify-api-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned MCP proxy and README document citation metadata/retraction checks and drug verification among mixed tools."],"limitation":"Pinned MCP proxy and README document citation metadata/retraction checks and drug verification among mixed tools. Limit card to relevant components; existence/matching does not establish claim support, safety or effectiveness.","url":"https://github.com/mgdsn/verify-api-mcp","primarySourceURLs":["https://github.com/mgdsn/verify-api-mcp"],"id":"RWE-5923","relevance":{"id":"RWE-5923","decision":"Core","rationale":"Retain the documented evidence function: Pinned MCP proxy and README document citation metadata/retraction checks and drug verification among mixed tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned MCP proxy and README document citation metadata/retraction checks and drug verification among mixed tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mgdsn/verify-api-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mitchhankins01/oura-ring-mcp","kind":"MCP server","category":"Causal Inference & Analytics","summary":"Pinned MCP registration and README expose Oura records, descriptive trends and tagged comparisons.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mitchhankins01/oura-ring-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Pinned MCP registration and README expose Oura records, descriptive trends and tagged comparisons."],"limitation":"Pinned MCP registration and README expose Oura records, descriptive trends and tagged comparisons. Vendor scores and correlations are not clinical validation or causal effects.","url":"https://github.com/mitchhankins01/oura-ring-mcp","primarySourceURLs":["https://github.com/mitchhankins01/oura-ring-mcp"],"id":"RWE-5924","relevance":{"id":"RWE-5924","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"Pinned MCP registration and README expose Oura records, descriptive trends and tagged comparisons.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mitchhankins01/oura-ring-mcp"],"reviewGroup":"bounded-research-method"}},{"name":"mrslbt/tabedata-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Repository documents bilingual Japanese branded/restaurant/MEXT nutrition lookup.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mrslbt/tabedata-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Repository documents bilingual Japanese branded/restaurant/MEXT nutrition lookup."],"limitation":"Repository documents bilingual Japanese branded/restaurant/MEXT nutrition lookup. Some values explicitly estimated; labels and recipe portions differ from consumed intake, no blanket allergen safety claim.","url":"https://github.com/mrslbt/tabedata-mcp","primarySourceURLs":["https://github.com/mrslbt/tabedata-mcp"],"id":"RWE-5925","relevance":{"id":"RWE-5925","decision":"Core","rationale":"Repository documents bilingual Japanese branded/restaurant/MEXT nutrition lookup. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Repository documents bilingual Japanese branded/restaurant/MEXT nutrition lookup. Limits: Repository documents bilingual Japanese branded/restaurant/MEXT nutrition lookup. Some values explicitly estimated; labels and recipe portions differ from consumed intake, no blanket allergen safety claim.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mrslbt/tabedata-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"naymevg/health-conect-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Repository and MCP module document Android Health Connect ingestion, deduplication and daily rollups.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"naymevg/health-conect-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Repository and MCP module document Android Health Connect ingestion, deduplication and daily rollups."],"limitation":"Repository and MCP module document Android Health Connect ingestion, deduplication and daily rollups. Companion app/self-hosting required; aggregation correctness and privacy not audited.","url":"https://github.com/naymevg/health-conect-mcp","primarySourceURLs":["https://github.com/naymEvg/health-conect-mcp"],"id":"RWE-5926","relevance":{"id":"RWE-5926","decision":"Core","rationale":"Repository and MCP module document Android Health Connect ingestion, deduplication and daily rollups. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Repository and MCP module document Android Health Connect ingestion, deduplication and daily rollups. Limits: Repository and MCP module document Android Health Connect ingestion, deduplication and daily rollups. Companion app/self-hosting required; aggregation correctness and privacy not audited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/naymEvg/health-conect-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"BioCosm","kind":"MCP server","category":"Causal Inference & Analytics","summary":"Primary MCP page specifies drug/target/trial structured retrieval with cited writeups.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Primary MCP page specifies drug/target/trial structured retrieval with cited writeups."],"limitation":"Primary MCP page specifies drug/target/trial structured retrieval with cited writeups. Limit to data access; probability-of-success predictions and scientific conclusions not validated.","url":"https://biocosm.io/mcp","primarySourceURLs":["https://biocosm.io/mcp"],"id":"RWE-5927","relevance":{"id":"RWE-5927","decision":"Core","rationale":"Retain explicit clinical-trial structured retrieval only; target intelligence and success predictions are outside the core basis.","relevanceBasis":"Primary MCP page specifies drug/target/trial structured retrieval with cited writeups.","evidenceLevel":"published-card","evidenceRefs":["https://biocosm.io/mcp"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"notwhiteblank/scholar-rag-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Pinned dispatch and README describe PDF parsing, section retrieval, vector/reranking search and knowledge-base management.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"notwhiteblank/scholar-rag-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned dispatch and README describe PDF parsing, section retrieval, vector/reranking search and knowledge-base management."],"limitation":"Pinned dispatch and README describe PDF parsing, section retrieval, vector/reranking search and knowledge-base management. Preview release; extraction/model services and missing content limit fidelity, not full systematic search.","url":"https://github.com/notwhiteblank/scholar-rag-mcp","primarySourceURLs":["https://github.com/notwhiteblank/scholar-rag-mcp"],"id":"RWE-5930","relevance":{"id":"RWE-5930","decision":"Core","rationale":"Retain the documented evidence function: Pinned dispatch and README describe PDF parsing, section retrieval, vector/reranking search and knowledge-base management. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned dispatch and README describe PDF parsing, section retrieval, vector/reranking search and knowledge-base management.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/notwhiteblank/scholar-rag-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"oscardvs/zoteus","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Repository documents Zotero search, PDF passages, CSL citations and writes.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"oscardvs/zoteus","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Repository documents Zotero search, PDF passages, CSL citations and writes."],"limitation":"Repository documents Zotero search, PDF passages, CSL citations and writes. Independent integration; page/source matching and write safety not runtime tested.","url":"https://github.com/oscardvs/zoteus","primarySourceURLs":["https://github.com/oscardvs/zoteus"],"id":"RWE-5931","relevance":{"id":"RWE-5931","decision":"Core","rationale":"Retain the documented evidence function: Repository documents Zotero search, PDF passages, CSL citations and writes. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Repository documents Zotero search, PDF passages, CSL citations and writes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/oscardvs/zoteus"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"papersflow-ai/papersflow-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Publisher README enumerates hosted search/fetch/citation and graph tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"papersflow-ai/papersflow-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Publisher README enumerates hosted search/fetch/citation and graph tools."],"limitation":"Publisher README enumerates hosted search/fetch/citation and graph tools. Authentication/plan limits apply; GA label, completeness and citation-verification validity not independently tested.","url":"https://github.com/papersflow-ai/papersflow-mcp","primarySourceURLs":["https://github.com/papersflow-ai/papersflow-mcp"],"id":"RWE-5932","relevance":{"id":"RWE-5932","decision":"Core","rationale":"Retain the documented evidence function: Publisher README enumerates hosted search/fetch/citation and graph tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Publisher README enumerates hosted search/fetch/citation and graph tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/papersflow-ai/papersflow-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"piiinpiiins/zotero-mcp-lite","kind":"MCP server","category":"RWE Data & Analytics","summary":"Pinned six MCP registrations and README describe local Zotero database/PDF access.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"piiinpiiins/zotero-mcp-lite","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Pinned six MCP registrations and README describe local Zotero database/PDF access."],"limitation":"Pinned six MCP registrations and README describe local Zotero database/PDF access. Local path and file availability constrain results; no evidence appraisal validation.","url":"https://github.com/piiinpiiins/zotero-mcp-lite","primarySourceURLs":["https://github.com/piiinpiiins/Zotero-MCP-lite"],"id":"RWE-5933","relevance":{"id":"RWE-5933","decision":"Core","rationale":"Pinned six MCP registrations and README describe local Zotero database/PDF access. The selected scholarly/clinical search, document extraction or dataset discovery workflow supplies research evidence access; source presence does not validate conclusions.","relevanceBasis":"Pinned six MCP registrations and README describe local Zotero database/PDF access. Limits: Pinned six MCP registrations and README describe local Zotero database/PDF access. Local path and file availability constrain results; no evidence appraisal validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/piiinpiiins/Zotero-MCP-lite"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"pvliesdonk/scholar-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Repository and scholarly workflow skill document papers/patents/books/standards retrieval with optional PDF conversion.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pvliesdonk/scholar-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Repository and scholarly workflow skill document papers/patents/books/standards retrieval with optional PDF conversion."],"limitation":"Repository and scholarly workflow skill document papers/patents/books/standards retrieval with optional PDF conversion. Source access and extraction quality vary; not all domains are health evidence.","url":"https://github.com/pvliesdonk/scholar-mcp","primarySourceURLs":["https://github.com/pvliesdonk/scholar-mcp"],"id":"RWE-5934","relevance":{"id":"RWE-5934","decision":"Core","rationale":"Retain the documented evidence function: Scholarly paper/book/standard retrieval; patent-specific discovery excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly paper/book/standard retrieval; patent-specific discovery excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pvliesdonk/scholar-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"roian6/apple-health-ai-bridge","kind":"MCP server","category":"RWE Data & Analytics","summary":"Repository and MCP modules document HealthKit companion ingestion to self-hosted receiver with read access.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"roian6/apple-health-ai-bridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Repository and MCP modules document HealthKit companion ingestion to self-hosted receiver with read access."],"limitation":"Repository and MCP modules document HealthKit companion ingestion to self-hosted receiver with read access. Device permissions determine coverage; privacy and background-sync reliability not audited.","url":"https://github.com/roian6/apple-health-ai-bridge","primarySourceURLs":["https://github.com/roian6/apple-health-ai-bridge"],"id":"RWE-5936","relevance":{"id":"RWE-5936","decision":"Core","rationale":"Repository and MCP modules document HealthKit companion ingestion to self-hosted receiver with read access. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Repository and MCP modules document HealthKit companion ingestion to self-hosted receiver with read access. Limits: Repository and MCP modules document HealthKit companion ingestion to self-hosted receiver with read access. Device permissions determine coverage; privacy and background-sync reliability not audited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/roian6/apple-health-ai-bridge"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"romanpert/mcp-aemps","kind":"MCP server","category":"Regulatory & Product Data","summary":"Repository includes substantive AEMPS medicine lookup and product-information skills.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"romanpert/mcp-aemps","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Repository includes substantive AEMPS medicine lookup and product-information skills."],"limitation":"Repository includes substantive AEMPS medicine lookup and product-information skills. Independent CIMA integration; regulator-grade/first claims not substantiated, no guarantee current label text or clinical validity.","url":"https://github.com/romanpert/mcp-aemps","primarySourceURLs":["https://github.com/romanpert/mcp-aemps"],"id":"RWE-5937","relevance":{"id":"RWE-5937","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Repository includes substantive AEMPS medicine lookup and product-information skills.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/romanpert/mcp-aemps"],"reviewGroup":"health-product-and-safety-data"}},{"name":"rubatoyd/kci_openapi","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Pinned Python tools expose Korea Citation Index REST search/reference data and OAI-PMH harvesting.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rubatoyd/kci_openapi","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned Python tools expose Korea Citation Index REST search/reference data and OAI-PMH harvesting."],"limitation":"Pinned Python tools expose Korea Citation Index REST search/reference data and OAI-PMH harvesting. REST key required, export writes local artifacts; citation metrics and harvested completeness not validated.","url":"https://github.com/rubatoyd/kci_openapi","primarySourceURLs":["https://github.com/rubatoyd/KCI_openAPI","https://github.com/rubato103/KCI_openAPI"],"id":"RWE-5938","relevance":{"id":"RWE-5938","decision":"Core","rationale":"Retain the documented evidence function: Pinned Python tools expose Korea Citation Index REST search/reference data and OAI-PMH harvesting. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned Python tools expose Korea Citation Index REST search/reference data and OAI-PMH harvesting.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rubatoyd/kci_openapi","https://github.com/rubatoyd/KCI_openAPI","https://github.com/rubato103/KCI_openAPI"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"shashankswe2020-ux/whoop-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Repository documents WHOOP records and descriptive summaries/resources.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shashankswe2020-ux/whoop-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Repository documents WHOOP records and descriptive summaries/resources."],"limitation":"Repository documents WHOOP records and descriptive summaries/resources. Generic developer skills are not research methods; trend analysis and vendor scores not clinical validation.","url":"https://github.com/shashankswe2020-ux/whoop-mcp","primarySourceURLs":["https://github.com/shashankswe2020-ux/whoop-mcp"],"id":"RWE-5940","relevance":{"id":"RWE-5940","decision":"Core","rationale":"Repository documents WHOOP records and descriptive summaries/resources. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Repository documents WHOOP records and descriptive summaries/resources. Limits: Repository documents WHOOP records and descriptive summaries/resources. Generic developer skills are not research methods; trend analysis and vendor scores not clinical validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shashankswe2020-ux/whoop-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"shkyyy18/mi_fitness_data_bridge","kind":"MCP server","category":"RWE Data & Analytics","summary":"Pinned MCP dispatch supports cached Mi Fitness record export/query.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shkyyy18/mi_fitness_data_bridge","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Pinned MCP dispatch supports cached Mi Fitness record export/query."],"limitation":"Pinned MCP dispatch supports cached Mi Fitness record export/query. Repository explicitly says synthetic tests do not demonstrate restored real cloud login; card must flag experimental/unconfirmed cloud acquisition.","url":"https://github.com/shkyyy18/mi_fitness_data_bridge","primarySourceURLs":["https://github.com/shkyyy18/mi_fitness_data_bridge","https://github.com/shkyyy18/mi-fitness-data-bridge"],"id":"RWE-5941","relevance":{"id":"RWE-5941","decision":"Core","rationale":"Pinned MCP dispatch supports cached Mi Fitness record export/query. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Pinned MCP dispatch supports cached Mi Fitness record export/query. Limits: Pinned MCP dispatch supports cached Mi Fitness record export/query. Repository explicitly says synthetic tests do not demonstrate restored real cloud login; card must flag experimental/unconfirmed cloud acquisition.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shkyyy18/mi_fitness_data_bridge","https://github.com/shkyyy18/mi-fitness-data-bridge"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"smaniches/semantic-scholar-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Pinned MCP tools expose Semantic Scholar search, citations, author records and recommendations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"smaniches/semantic-scholar-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned MCP tools expose Semantic Scholar search, citations, author records and recommendations."],"limitation":"Pinned MCP tools expose Semantic Scholar search, citations, author records and recommendations. Supply-chain/record-total claims not audited; recommendation relevance not evidence quality.","url":"https://github.com/smaniches/semantic-scholar-mcp","primarySourceURLs":["https://github.com/smaniches/semantic-scholar-mcp"],"id":"RWE-5944","relevance":{"id":"RWE-5944","decision":"Core","rationale":"Retain the documented evidence function: Pinned MCP tools expose Semantic Scholar search, citations, author records and recommendations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned MCP tools expose Semantic Scholar search, citations, author records and recommendations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/smaniches/semantic-scholar-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"tresor4k/realdentalcosts-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Pinned tool registration and README expose dental procedure/state price-index records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tresor4k/realdentalcosts-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Pinned tool registration and README expose dental procedure/state price-index records."],"limitation":"Pinned tool registration and README expose dental procedure/state price-index records. Modelled estimates and insurance math, not actual negotiated patient payments; DOI does not validate index methodology.","url":"https://github.com/tresor4k/realdentalcosts-mcp","primarySourceURLs":["https://github.com/tresor4k/realdentalcosts-mcp"],"id":"RWE-5945","relevance":{"id":"RWE-5945","decision":"Core","rationale":"Pinned tool registration and README expose dental procedure/state price-index records. The selected clinical signal analysis, healthcare cost/utilization data, psychometric/causal/meta-analysis or data-query method is identifiable, with applicability and validity limits retained.","relevanceBasis":"Pinned tool registration and README expose dental procedure/state price-index records. Limits: Pinned tool registration and README expose dental procedure/state price-index records. Modelled estimates and insurance math, not actual negotiated patient payments; DOI does not validate index methodology.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tresor4k/realdentalcosts-mcp"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"yeyuan98/biomcp-ts","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Repository documents federated gene/variant/trial/literature access and optional analysis toolboxes.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yeyuan98/biomcp-ts","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Repository documents federated gene/variant/trial/literature access and optional analysis toolboxes."],"limitation":"Repository documents federated gene/variant/trial/literature access and optional analysis toolboxes. Independent project distinct from similarly named BioMCP; only enabled components apply, method/runtime validity not assessed.","url":"https://github.com/yeyuan98/biomcp-ts","primarySourceURLs":["https://github.com/yeyuan98/biomcp-ts"],"id":"RWE-5946","relevance":{"id":"RWE-5946","decision":"Core","rationale":"Retain the documented evidence function: Clinical trial and scholarly literature retrieval; gene, variant and unspecified analysis toolboxes excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinical trial and scholarly literature retrieval; gene, variant and unspecified analysis toolboxes excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yeyuan98/biomcp-ts"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"muslus/gwas-mcp","kind":"MCP server","category":"Biomedical & Bioinformatics","summary":"Pinned MCP dispatch and README document gene/protein/variant/GWAS/structure sources.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"muslus/gwas-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Pinned MCP dispatch and README document gene/protein/variant/GWAS/structure sources."],"limitation":"Pinned MCP dispatch and README document gene/protein/variant/GWAS/structure sources. Repository identity muslus/gwas-mcp retained despite alternate namespace; associations/predictions not clinical causal effects.","url":"https://github.com/muslus/gwas-mcp","primarySourceURLs":["https://github.com/muslus/gwas-mcp","https://github.com/zaeyasa/gwas-mcp"],"id":"RWE-5947","relevance":{"id":"RWE-5947","decision":"Core","rationale":"Retain explicit GWAS association-source retrieval as genetic epidemiology evidence; molecular structures and annotation alone are not core.","relevanceBasis":"Pinned MCP dispatch and README document gene/protein/variant/GWAS/structure sources.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/muslus/gwas-mcp","https://github.com/zaeyasa/gwas-mcp"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"Healthparse Healthcare Data Gateway","kind":"MCP server","category":"RWE Data & Analytics","summary":"Primary developer page specifies MCP/API access to hospital financials/prices, provider analytics and CMS quality.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Primary developer page specifies MCP/API access to hospital financials/prices, provider analytics and CMS quality."],"limitation":"Primary developer page specifies MCP/API access to hospital financials/prices, provider analytics and CMS quality. Signed attestations do not establish data accuracy; paid access and dataset licenses apply.","url":"https://healthparse.io/developers","primarySourceURLs":["https://healthparse.io/developers"],"id":"RWE-5948","relevance":{"id":"RWE-5948","decision":"Core","rationale":"Primary developer page specifies MCP/API access to hospital financials/prices, provider analytics and CMS quality. The selected clinical signal analysis, healthcare cost/utilization data, psychometric/causal/meta-analysis or data-query method is identifiable, with applicability and validity limits retained.","relevanceBasis":"Primary developer page specifies MCP/API access to hospital financials/prices, provider analytics and CMS quality. Limits: Primary developer page specifies MCP/API access to hospital financials/prices, provider analytics and CMS quality. Signed attestations do not establish data accuracy; paid access and dataset licenses apply.","evidenceLevel":"published-card","evidenceRefs":["https://healthparse.io/developers"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"org.rrmacademy/library","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Primary connection page documents RRM Academy research library access.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Primary connection page documents RRM Academy research library access."],"limitation":"Primary connection page documents RRM Academy research library access. Scope to provider-curated literature retrieval; editorial guardrails and verified-statistics claims do not establish unbiased coverage or validated clinical conclusions.","url":"https://rrmacademy.org/connect","primarySourceURLs":["https://rrmacademy.org/connect/","https://rrmacademy.org/connect"],"id":"RWE-5951","relevance":{"id":"RWE-5951","decision":"Core","rationale":"Retain the documented evidence function: Primary connection page documents RRM Academy research library access. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Primary connection page documents RRM Academy research library access.","evidenceLevel":"published-card","evidenceRefs":["https://rrmacademy.org/connect","https://rrmacademy.org/connect/"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"skeletonarmytech/marrow-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Repository documents Marrow self-hosted Apple Health/diary mirror and read access.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"skeletonarmytech/marrow-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Repository documents Marrow self-hosted Apple Health/diary mirror and read access."],"limitation":"Repository documents Marrow self-hosted Apple Health/diary mirror and read access. Phone permissions/sync constrain data; local-only/privacy and series totals not audited.","url":"https://github.com/skeletonarmytech/marrow-mcp","primarySourceURLs":["https://github.com/skeletonarmytech/marrow-mcp"],"id":"RWE-5953","relevance":{"id":"RWE-5953","decision":"Core","rationale":"Repository documents Marrow self-hosted Apple Health/diary mirror and read access. The actual selected function retrieves or structures health measurements, clinical records, healthcare/provider references or food/ingredient observations; no clinical or causal conclusions are inferred.","relevanceBasis":"Repository documents Marrow self-hosted Apple Health/diary mirror and read access. Limits: Repository documents Marrow self-hosted Apple Health/diary mirror and read access. Phone permissions/sync constrain data; local-only/privacy and series totals not audited.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/skeletonarmytech/marrow-mcp"],"reviewGroup":"clinical-record-reference-measurements"}},{"name":"jackwentao/agentic-chemrag","kind":"Research tool","category":"RWE Data & Analytics","summary":"Local chemistry/materials PDF question answering through ordinary and streaming chat interfaces, returning answer, images and source fields.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jackwentao/agentic-chemrag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Local chemistry/materials PDF question answering through ordinary and streaming chat interfaces, returning answer, images and source fields."],"limitation":"Vertical literature retrieval prototype; source fields do not establish citation support or systematic search completeness. No clinical inference or synthesis-quality validation. Distinct repository from the linked v1 origin, no inferred authorship or implementation identity.","url":"https://github.com/jackwentao/agentic-chemrag","primarySourceURLs":["https://github.com/jackwentao/Agentic-ChemRAG/blob/main/README.md"],"id":"RWE-6616","relevance":{"id":"RWE-6616","decision":"Core","rationale":"Local chemistry/materials PDF question answering through ordinary and streaming chat interfaces, returning answer, images and source fields. The selected scholarly/clinical search, document extraction or dataset discovery workflow supplies research evidence access; source presence does not validate conclusions.","relevanceBasis":"Local chemistry/materials PDF question answering through ordinary and streaming chat interfaces, returning answer, images and source fields. Limits: Vertical literature retrieval prototype; source fields do not establish citation support or systematic search completeness. No clinical inference or synthesis-quality validation. Distinct repository from the linked v1 origin, no inferred authorship or implementation identity.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jackwentao/Agentic-ChemRAG/blob/main/README.md"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"akariasai/openscholar","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"OpenScholar retrieval-augmented scientific literature inference with passage retrieval, reranking, feedback and citation attribution configurations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"akariasai/openscholar","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenScholar retrieval-augmented scientific literature inference with passage retrieval, reranking, feedback and citation attribution configurations."],"limitation":"Narrow inference interface; training components are not approved capabilities. Retrieval indexes are large and API availability is separate. Automated citations and feedback require source verification and do not establish exhaustive systematic review or clinical validity.","url":"https://github.com/akariasai/openscholar","primarySourceURLs":["https://github.com/AkariAsai/OpenScholar/blob/main/README.md"],"id":"RWE-6617","relevance":{"id":"RWE-6617","decision":"Core","rationale":"Retain the documented evidence function: OpenScholar retrieval-augmented scientific literature inference with passage retrieval, reranking, feedback and citation attribution configurations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenScholar retrieval-augmented scientific literature inference with passage retrieval, reranking, feedback and citation attribution configurations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/akariasai/openscholar","https://github.com/AkariAsai/OpenScholar/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"poldrack/ai-peer-review","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Neuroscience-focused multi-model paper review CLI produces individual reviews, meta-review, model concerns table and structured exports; configurable scientific-validity-only profile.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"poldrack/ai-peer-review","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Neuroscience-focused multi-model paper review CLI produces individual reviews, meta-review, model concerns table and structured exports; configurable scientific-validity-only profile."],"limitation":"Simulated AI critique requires domain review; agreement between models is not independent verification. Extracted PDF text can omit information, and absence must not be treated as evidence an analysis was not done. Provider access and manuscript handling require local configuration; not runtime tested.","url":"https://github.com/poldrack/ai-peer-review","primarySourceURLs":["https://github.com/poldrack/ai-peer-review/blob/main/README.md"],"id":"RWE-6618","relevance":{"id":"RWE-6618","decision":"Core","rationale":"Retain the documented evidence function: Neuroscience-focused multi-model paper review CLI produces individual reviews, meta-review, model concerns table and structured exports; configurable scientific-validity-only profile. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Neuroscience-focused multi-model paper review CLI produces individual reviews, meta-review, model concerns table and structured exports; configurable scientific-validity-only profile.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/poldrack/ai-peer-review","https://github.com/poldrack/ai-peer-review/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"equinoxaifinance-rgb/civicdataforge-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"CivicDataForge MCP retrieves HHS-OIG LEIE healthcare exclusion records and EPA ECHO facility compliance/inspection/enforcement evidence with provenance.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"equinoxaifinance-rgb/civicdataforge-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CivicDataForge MCP retrieves HHS-OIG LEIE healthcare exclusion records and EPA ECHO facility compliance/inspection/enforcement evidence with provenance."],"limitation":"Scoped secondary-data retrieval; matching does not establish wrongdoing or environmental-safety verdict, Apify credentials needed.","url":"https://github.com/equinoxaifinance-rgb/civicdataforge-mcp","primarySourceURLs":["https://raw.githubusercontent.com/equinoxaifinance-rgb/civicdataforge-mcp/HEAD/README.md"],"id":"RWE-5955","relevance":{"id":"RWE-5955","decision":"Core","rationale":"Retain only explicit HHS-OIG healthcare exclusion record access; generic EPA compliance evidence does not independently qualify as health-exposure research.","relevanceBasis":"CivicDataForge MCP retrieves HHS-OIG LEIE healthcare exclusion records and EPA ECHO facility compliance/inspection/enforcement evidence with provenance. Limits: Scoped secondary-data retrieval; matching does not establish wrongdoing or environmental-safety verdict, Apify credentials needed.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/equinoxaifinance-rgb/civicdataforge-mcp/HEAD/README.md"],"reviewGroup":"healthcare-reference-subset"}},{"name":"Owkin K Pro","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Ask biological questions, synthesize source-linked literature and explore patient/omics data with visualizations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"hosted biological research assistant","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Ask biological questions, synthesize source-linked literature and explore patient/omics data with visualizations."],"limitation":"Public Free and proprietary Professional data/access differ. Target prioritization, hypothesis validity, performance and source completeness not independently verified; no blanket approval of every Owkin model or skill.","url":"https://owkin.com/k-os/k-pro","primarySourceURLs":["https://www.owkin.com/k-os/k-pro","https://docs.owkin.com/"],"id":"RWE-5958","relevance":{"id":"RWE-5958","decision":"Core","rationale":"Retain the documented evidence function: Source-linked scholarly literature retrieval and patient-data exploration only; omics and target discovery excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Source-linked scholarly literature retrieval and patient-data exploration only; omics and target discovery excluded.","evidenceLevel":"published-card","evidenceRefs":["https://owkin.com/k-os/k-pro","https://www.owkin.com/k-os/k-pro","https://docs.owkin.com/"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"Keiji TrialMind","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Conversational code generation for RWD cohort extraction and clinical evidence workflows, including literature-review and ADaM derivation demonstrations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"hosted clinical research workflow","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Conversational code generation for RWD cohort extraction and clinical evidence workflows, including literature-review and ADaM derivation demonstrations."],"limitation":"Commercial demo/request access; source code, proprietary MCP schema and model-output validity not audited. No approval of PTRS prediction or treatment matching decisions.","url":"https://keiji.ai/product","primarySourceURLs":["https://keiji.ai/product"],"id":"RWE-5959","relevance":{"id":"RWE-5959","decision":"Core","rationale":"Retain the documented evidence function: Conversational code generation for RWD cohort extraction and clinical evidence workflows, including literature-review and ADaM derivation demonstrations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Conversational code generation for RWD cohort extraction and clinical evidence workflows, including literature-review and ADaM derivation demonstrations.","evidenceLevel":"published-card","evidenceRefs":["https://keiji.ai/product"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"Yila AI research workspace","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Scholarly search/review and supplied-table research analysis with reusable files and code outputs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"hosted research search and analysis","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholarly search/review and supplied-table research analysis with reusable files and code outputs."],"limitation":"Search completeness, automatic method choice and analytical validity untested; marketing source-verification guarantees and paper counts not established. Only documented input/output workflow approved.","url":"https://yila.ai","primarySourceURLs":["https://yila.ai","https://yila.ai/"],"id":"RWE-5960","relevance":{"id":"RWE-5960","decision":"Core","rationale":"Retain the documented evidence function: Scholarly search/review and supplied-table research analysis with reusable files and code outputs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly search/review and supplied-table research analysis with reusable files and code outputs.","evidenceLevel":"published-card","evidenceRefs":["https://yila.ai","https://yila.ai/"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"Clarity MCP","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Retrieve ingredient citations, curated interaction references and product recall matches; inspect cited versus merely referenced evidence states.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"ingredient and recall evidence lookup","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve ingredient citations, curated interaction references and product recall matches; inspect cited versus merely referenced evidence states."],"limitation":"Only evidence/reference retrieval. Condition verdicts, safer-alternative ranking, product scores and health recommendations not independently validated. Current page names9tools despite portfolio12-tool claim; access/row/work limits apply.","url":"https://mcp.healthai.com","primarySourceURLs":["https://mcp.healthai.com","https://mcp.healthai.com/","https://lavinda.ai/"],"id":"RWE-5961","relevance":{"id":"RWE-5961","decision":"Core","rationale":"Retain the documented evidence function: Retrieve ingredient citations, curated interaction references and product recall matches; inspect cited versus merely referenced evidence states. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve ingredient citations, curated interaction references and product recall matches; inspect cited versus merely referenced evidence states.","evidenceLevel":"published-card","evidenceRefs":["https://mcp.healthai.com","https://mcp.healthai.com/","https://lavinda.ai/"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"Paperguide research agent and MCP","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Paper-grounded chat and literature investigation with extraction-backed reports; MCP scholarly search at mcp.paperguide.ai/mcp.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"hosted literature research and MCP search","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Paper-grounded chat and literature investigation with extraction-backed reports; MCP scholarly search at mcp.paperguide.ai/mcp."],"limitation":"Account/credit constraints apply; paper coverage, citation grounding and extraction accuracy untested. MCP scope is search; no approval of unseen library-write tools or synthesis algorithms.","url":"https://paperguide.ai/research-agent","primarySourceURLs":["https://paperguide.ai/research-agent"],"id":"RWE-5962","relevance":{"id":"RWE-5962","decision":"Core","rationale":"Retain the documented evidence function: Paper-grounded chat and literature investigation with extraction-backed reports; MCP scholarly search at mcp.paperguide.ai/mcp. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Paper-grounded chat and literature investigation with extraction-backed reports; MCP scholarly search at mcp.paperguide.ai/mcp.","evidenceLevel":"published-card","evidenceRefs":["https://paperguide.ai/research-agent"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"huacheng1985/psychometrics-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Psychometrics MCP provides constrained response-data inspection, item analysis, reliability summaries, ordinal correlations, CFA and measurement-invariance tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"huacheng1985/psychometrics-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Psychometrics MCP provides constrained response-data inspection, item analysis, reliability summaries, ordinal correlations, CFA and measurement-invariance tools."],"limitation":"Early prototype; estimator assumptions and score validity/fairness require independent review. Tool output is not automatic evidence of measurement validity.","url":"https://github.com/huacheng1985/psychometrics-mcp","primarySourceURLs":["https://github.com/huacheng1985/psychometrics-mcp/blob/main/README.md","https://github.com/huacheng1985/psychometrics-mcp"],"id":"RWE-5963","relevance":{"id":"RWE-5963","decision":"Core","rationale":"Psychometrics MCP provides constrained response-data inspection, item analysis, reliability summaries, ordinal correlations, CFA and measurement-invariance tools. The selected clinical signal analysis, healthcare cost/utilization data, psychometric/causal/meta-analysis or data-query method is identifiable, with applicability and validity limits retained.","relevanceBasis":"Psychometrics MCP provides constrained response-data inspection, item analysis, reliability summaries, ordinal correlations, CFA and measurement-invariance tools. Limits: Early prototype; estimator assumptions and score validity/fairness require independent review. Tool output is not automatic evidence of measurement validity.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/huacheng1985/psychometrics-mcp/blob/main/README.md","https://github.com/huacheng1985/psychometrics-mcp"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"emmanueltsallis/econ-r-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"econ-r-mcp supplies artifact-backed R analysis and local method guidance for IV, DiD, regression discontinuity and synthetic control.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"emmanueltsallis/econ-r-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["econ-r-mcp supplies artifact-backed R analysis and local method guidance for IV, DiD, regression discontinuity and synthetic control."],"limitation":"R execution and saved artifacts do not establish causal credibility; package and identification assumptions require verification.","url":"https://github.com/emmanueltsallis/econ-r-mcp","primarySourceURLs":["https://github.com/emmanueltsallis/econ-r-mcp/blob/main/README.md","https://github.com/emmanueltsallis/econ-r-mcp"],"id":"RWE-5965","relevance":{"id":"RWE-5965","decision":"Core","rationale":"econ-r-mcp supplies artifact-backed R analysis and local method guidance for IV, DiD, regression discontinuity and synthetic control. The selected clinical signal analysis, healthcare cost/utilization data, psychometric/causal/meta-analysis or data-query method is identifiable, with applicability and validity limits retained.","relevanceBasis":"econ-r-mcp supplies artifact-backed R analysis and local method guidance for IV, DiD, regression discontinuity and synthetic control. Limits: R execution and saved artifacts do not establish causal credibility; package and identification assumptions require verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/emmanueltsallis/econ-r-mcp/blob/main/README.md","https://github.com/emmanueltsallis/econ-r-mcp"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"aschenmo/termonline-mcp","kind":"MCP server","category":"OMOP & terminology","summary":"termonline-mcp retrieves MeSH hierarchies, ICD codes, bilingual medical terminology, medicine records and MSD source material.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aschenmo/termonline-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["termonline-mcp retrieves MeSH hierarchies, ICD codes, bilingual medical terminology, medicine records and MSD source material."],"limitation":"Scraping/API dependencies and source versions require verification; terminology matches and generated interpretations are not clinical validation.","url":"https://github.com/aschenmo/termonline-mcp","primarySourceURLs":["https://github.com/aschenmo/termonline-mcp/blob/main/README.md","https://github.com/aschenmo/termonline-mcp"],"id":"RWE-5968","relevance":{"id":"RWE-5968","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"termonline-mcp retrieves MeSH hierarchies, ICD codes, bilingual medical terminology, medicine records and MSD source material.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aschenmo/termonline-mcp/blob/main/README.md","https://github.com/aschenmo/termonline-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"ahmedcoolprojects/colab-ai-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"ColabAI MCP searches scholarly indexes, resolves citation metadata and formats references.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ahmedcoolprojects/colab-ai-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ColabAI MCP searches scholarly indexes, resolves citation metadata and formats references."],"limitation":"The advertised confidence score does not establish paper support, peer-review status or authenticity; database misses are not proof of fabrication.","url":"https://github.com/ahmedcoolprojects/colab-ai-mcp","primarySourceURLs":["https://github.com/AhmedCoolProjects/colab-ai-mcp/blob/main/README.md","https://github.com/AhmedCoolProjects/colab-ai-mcp"],"id":"RWE-5969","relevance":{"id":"RWE-5969","decision":"Core","rationale":"Retain the documented evidence function: ColabAI MCP searches scholarly indexes, resolves citation metadata and formats references. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ColabAI MCP searches scholarly indexes, resolves citation metadata and formats references.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ahmedcoolprojects/colab-ai-mcp","https://github.com/AhmedCoolProjects/colab-ai-mcp/blob/main/README.md","https://github.com/AhmedCoolProjects/colab-ai-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"mabaam/maibaamcrawler","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Maibaamcrawler mcp-research resolves DOI/arXiv/PubMed records, ingests research documents and supports cited search synthesis.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mabaam/maibaamcrawler","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Maibaamcrawler mcp-research resolves DOI/arXiv/PubMed records, ingests research documents and supports cited search synthesis."],"limitation":"Full-text access depends on credentials and source terms; retrieval and synthesis completeness are not independently validated.","url":"https://github.com/mabaam/maibaamcrawler","primarySourceURLs":["https://github.com/MABAAM/Maibaamcrawler/blob/main/README.md","https://github.com/MABAAM/Maibaamcrawler"],"id":"RWE-5970","relevance":{"id":"RWE-5970","decision":"Core","rationale":"Retain the documented evidence function: Maibaamcrawler mcp-research resolves DOI/arXiv/PubMed records, ingests research documents and supports cited search synthesis. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Maibaamcrawler mcp-research resolves DOI/arXiv/PubMed records, ingests research documents and supports cited search synthesis.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mabaam/maibaamcrawler","https://github.com/MABAAM/Maibaamcrawler/blob/main/README.md","https://github.com/MABAAM/Maibaamcrawler"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"yoloshii/gigaxity-deep-research","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Gigaxity Deep Research provides academic search routing and citation-linked synthesis through an MCP/REST orchestrator.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yoloshii/gigaxity-deep-research","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Gigaxity Deep Research provides academic search routing and citation-linked synthesis through an MCP/REST orchestrator."],"limitation":"Qualify documented academic retrieval/synthesis only; seven-server setup dependencies, contradiction labels and benchmark claims are not independently validated.","url":"https://github.com/yoloshii/gigaxity-deep-research","primarySourceURLs":["https://github.com/yoloshii/gigaxity-deep-research/blob/main/README.md","https://github.com/yoloshii/gigaxity-deep-research"],"id":"RWE-5971","relevance":{"id":"RWE-5971","decision":"Core","rationale":"Retain the documented evidence function: Gigaxity Deep Research provides academic search routing and citation-linked synthesis through an MCP/REST orchestrator. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Gigaxity Deep Research provides academic search routing and citation-linked synthesis through an MCP/REST orchestrator.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yoloshii/gigaxity-deep-research","https://github.com/yoloshii/gigaxity-deep-research/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"infinit3labs/web-research-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"infinit3labs Web Research MCP searches arXiv and Crossref and retrieves page content for agent research.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"infinit3labs/web-research-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["infinit3labs Web Research MCP searches arXiv and Crossref and retrieves page content for agent research."],"limitation":"Qualify scholarly retrieval components only; generic social/developer search does not inherit research eligibility and source completeness is untested.","url":"https://github.com/infinit3labs/web-research-mcp","primarySourceURLs":["https://github.com/infinit3labs/web-research-mcp/blob/main/README.md","https://github.com/infinit3labs/web-research-mcp"],"id":"RWE-5972","relevance":{"id":"RWE-5972","decision":"Core","rationale":"infinit3labs Web Research MCP searches arXiv and Crossref and retrieves page content for agent research. The selected scholarly/clinical search, document extraction or dataset discovery workflow supplies research evidence access; source presence does not validate conclusions.","relevanceBasis":"infinit3labs Web Research MCP searches arXiv and Crossref and retrieves page content for agent research. Limits: Qualify scholarly retrieval components only; generic social/developer search does not inherit research eligibility and source completeness is untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/infinit3labs/web-research-mcp/blob/main/README.md","https://github.com/infinit3labs/web-research-mcp"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"inkyunp/investment-research-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Investment Research MCP includes a separate biomed_raw_mcp adapter for ClinicalTrials.gov, PubMed and openFDA source snapshots.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"inkyunp/investment-research-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Investment Research MCP includes a separate biomed_raw_mcp adapter for ClinicalTrials.gov, PubMed and openFDA source snapshots."],"limitation":"Include biomedical source retrieval only. Live validation was not run; the investment control plane is blocked and MFDS/CRIS adapters are absent.","url":"https://github.com/inkyunp/investment-research-mcp","primarySourceURLs":["https://github.com/inkyunp/investment-research-mcp/blob/initial/import-research-stack/README.md","https://github.com/inkyunp/investment-research-mcp"],"id":"RWE-5973","relevance":{"id":"RWE-5973","decision":"Core","rationale":"Retain the documented evidence function: Investment Research MCP includes a separate biomed_raw_mcp adapter for ClinicalTrials.gov, PubMed and openFDA source snapshots. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Investment Research MCP includes a separate biomed_raw_mcp adapter for ClinicalTrials.gov, PubMed and openFDA source snapshots.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/inkyunp/investment-research-mcp","https://github.com/inkyunp/investment-research-mcp/blob/initial/import-research-stack/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"shaiksameer667ss-prog/biomedical-ai-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Biomedical AI MCP indexes local research PDFs and experiment records, retrieves page-linked evidence and produces structured source-bearing answers.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"shaiksameer667ss-prog/biomedical-ai-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Biomedical AI MCP indexes local research PDFs and experiment records, retrieves page-linked evidence and produces structured source-bearing answers."],"limitation":"Local prototype with deterministic planning and limited corpus; does not establish evidence completeness, clinical validity or secure multi-user deployment.","url":"https://github.com/shaiksameer667ss-prog/biomedical-ai-mcp","primarySourceURLs":["https://github.com/shaiksameer667ss-prog/biomedical-ai-mcp/blob/main/README.md","https://github.com/shaiksameer667ss-prog/biomedical-ai-mcp"],"id":"RWE-5974","relevance":{"id":"RWE-5974","decision":"Core","rationale":"Biomedical AI MCP indexes local research PDFs and experiment records, retrieves page-linked evidence and produces structured source-bearing answers. The selected scholarly/clinical search, document extraction or dataset discovery workflow supplies research evidence access; source presence does not validate conclusions.","relevanceBasis":"Biomedical AI MCP indexes local research PDFs and experiment records, retrieves page-linked evidence and produces structured source-bearing answers. Limits: Local prototype with deterministic planning and limited corpus; does not establish evidence completeness, clinical validity or secure multi-user deployment.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/shaiksameer667ss-prog/biomedical-ai-mcp/blob/main/README.md","https://github.com/shaiksameer667ss-prog/biomedical-ai-mcp"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"mark-aronson/niaid-data-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"NIAID Data MCP searches biomedical datasets, studies, publications and repositories through the NIAID Data Ecosystem API.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mark-aronson/niaid-data-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["NIAID Data MCP searches biomedical datasets, studies, publications and repositories through the NIAID Data Ecosystem API."],"limitation":"Metadata discovery only; source access conditions, query syntax, pagination and completeness require checking.","url":"https://github.com/mark-aronson/niaid-data-mcp-server","primarySourceURLs":["https://github.com/mark-aronson/niaid-data-mcp-server/blob/main/README.md","https://github.com/mark-aronson/niaid-data-mcp-server"],"id":"RWE-5975","relevance":{"id":"RWE-5975","decision":"Core","rationale":"NIAID Data MCP searches biomedical datasets, studies, publications and repositories through the NIAID Data Ecosystem API. The selected scholarly/clinical search, document extraction or dataset discovery workflow supplies research evidence access; source presence does not validate conclusions.","relevanceBasis":"NIAID Data MCP searches biomedical datasets, studies, publications and repositories through the NIAID Data Ecosystem API. Limits: Metadata discovery only; source access conditions, query syntax, pagination and completeness require checking.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mark-aronson/niaid-data-mcp-server/blob/main/README.md","https://github.com/mark-aronson/niaid-data-mcp-server"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"matheus-rech/meta-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Meta MCP imports RevMan data and invokes packaged R meta-analysis routines with forest-plot and reporting tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"matheus-rech/meta-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Meta MCP imports RevMan data and invokes packaged R meta-analysis routines with forest-plot and reporting tools."],"limitation":"Selected adapter inspected; automatic I-squared interpretations and model recommendations do not establish appropriate synthesis, Cochrane compliance or evidence certainty.","url":"https://github.com/matheus-rech/meta-mcp","primarySourceURLs":["https://github.com/matheus-rech/meta-mcp/blob/main/README.md","https://github.com/matheus-rech/meta-mcp/blob/main/src/tools/meta_analysis.ts","https://github.com/matheus-rech/meta-mcp"],"id":"RWE-5977","relevance":{"id":"RWE-5977","decision":"Core","rationale":"Meta MCP imports RevMan data and invokes packaged R meta-analysis routines with forest-plot and reporting tools. The selected clinical signal analysis, healthcare cost/utilization data, psychometric/causal/meta-analysis or data-query method is identifiable, with applicability and validity limits retained.","relevanceBasis":"Meta MCP imports RevMan data and invokes packaged R meta-analysis routines with forest-plot and reporting tools. Limits: Selected adapter inspected; automatic I-squared interpretations and model recommendations do not establish appropriate synthesis, Cochrane compliance or evidence certainty.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/matheus-rech/meta-mcp/blob/main/README.md","https://github.com/matheus-rech/meta-mcp/blob/main/src/tools/meta_analysis.ts","https://github.com/matheus-rech/meta-mcp"],"reviewGroup":"clinical-statistical-research-method"}},{"name":"reutavidan/zetesis","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Zetesis retrieves identified publications, trial and grant records for scientific claim review with historical-date filtering.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"reutavidan/zetesis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Zetesis retrieves identified publications, trial and grant records for scientific claim review with historical-date filtering."],"limitation":"Qualify source retrieval and structured review prompts; claim grades and optional attestations are not independent scientific validation.","url":"https://github.com/reutavidan/zetesis","primarySourceURLs":["https://github.com/reutavidan/zetesis/blob/main/README.md","https://github.com/reutavidan/zetesis"],"id":"RWE-5978","relevance":{"id":"RWE-5978","decision":"Core","rationale":"Retain the documented evidence function: Zetesis retrieves identified publications, trial and grant records for scientific claim review with historical-date filtering. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Zetesis retrieves identified publications, trial and grant records for scientific claim review with historical-date filtering.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/reutavidan/zetesis","https://github.com/reutavidan/zetesis/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jush-website/traceable-research-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Traceable Research MCP searches OpenAlex and Europe PMC, resolves DOI metadata, finds open full text and exports claim-to-evidence reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jush-website/traceable-research-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Traceable Research MCP searches OpenAlex and Europe PMC, resolves DOI metadata, finds open full text and exports claim-to-evidence reports."],"limitation":"An explicitly attributed adaptation of CYC2002tommy/Deep-Research-Agent; citation links do not establish evidentiary support or review completeness.","url":"https://github.com/jush-website/traceable-research-mcp","primarySourceURLs":["https://github.com/jush-website/traceable-research-mcp/blob/main/README.md","https://github.com/jush-website/traceable-research-mcp"],"id":"RWE-5979","relevance":{"id":"RWE-5979","decision":"Core","rationale":"Traceable Research MCP searches OpenAlex and Europe PMC, resolves DOI metadata, finds open full text and exports claim-to-evidence reports. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"Traceable Research MCP searches OpenAlex and Europe PMC, resolves DOI metadata, finds open full text and exports claim-to-evidence reports. Limits: An explicitly attributed adaptation of CYC2002tommy/Deep-Research-Agent; citation links do not establish evidentiary support or review completeness.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jush-website/traceable-research-mcp/blob/main/README.md","https://github.com/jush-website/traceable-research-mcp"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"benzsevern/goldenmatch","kind":"MCP server","category":"RWE Data & Analytics","summary":"GoldenPipe component in benzsevern/goldenmatch orchestrates data-quality inspection, standardization and record matching through four MCP tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"benzsevern/goldenmatch","website":"GitHub","packages":"packages/python/goldenpipe","workflowFit":["RWE Data & Analytics"],"capabilities":["GoldenPipe component in benzsevern/goldenmatch orchestrates data-quality inspection, standardization and record matching through four MCP tools."],"limitation":"Former repository explicitly moved to packages/python/goldenpipe in the monorepo. Include this component only; matching accuracy and privacy-preserving claims need validation.","url":"https://github.com/benzsevern/goldenmatch","primarySourceURLs":["https://github.com/benzsevern/goldenmatch/tree/main/packages/python/goldenpipe","https://github.com/benseverndev-oss/goldenpipe/blob/main/README.md","https://github.com/benseverndev-oss/goldenmatch/blob/main/packages/python/goldenpipe/README.md","https://github.com/benseverndev-oss/goldenpipe"],"id":"RWE-5980","relevance":{"id":"RWE-5980","decision":"Core","rationale":"GoldenPipe component in benzsevern/goldenmatch orchestrates data-quality inspection, standardization and record matching through four MCP tools. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"GoldenPipe component in benzsevern/goldenmatch orchestrates data-quality inspection, standardization and record matching through four MCP tools. Limits: Former repository explicitly moved to packages/python/goldenpipe in the monorepo. Include this component only; matching accuracy and privacy-preserving claims need validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/benzsevern/goldenmatch/tree/main/packages/python/goldenpipe","https://github.com/benseverndev-oss/goldenpipe/blob/main/README.md","https://github.com/benseverndev-oss/goldenmatch/blob/main/packages/python/goldenpipe/README.md","https://github.com/benseverndev-oss/goldenpipe"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"simthw/opensourse-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Open Source Literature MCP searches scholarly indexes and returns ranked selected papers, with related-paper expansion and Zotero export.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"simthw/opensourse-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Open Source Literature MCP searches scholarly indexes and returns ranked selected papers, with related-paper expansion and Zotero export."],"limitation":"Raw candidate tables are hidden and ranking incorporates citations/recency. Useful for discovery, not a reproducible complete systematic search or validated novelty appraisal.","url":"https://github.com/simthw/opensourse-mcp","primarySourceURLs":["https://github.com/simthw/opensourse-mcp/blob/main/README.md","https://github.com/simthw/opensourse-mcp"],"id":"RWE-5981","relevance":{"id":"RWE-5981","decision":"Core","rationale":"Retain the documented evidence function: Open Source Literature MCP searches scholarly indexes and returns ranked selected papers, with related-paper expansion and Zotero export. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Open Source Literature MCP searches scholarly indexes and returns ranked selected papers, with related-paper expansion and Zotero export.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/simthw/opensourse-mcp","https://github.com/simthw/opensourse-mcp/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ythalorossy/openfda","kind":"MCP server","category":"Pharmacovigilance & safety","summary":"ythalorossy openFDA MCP retrieves labels, adverse-event records, manufacturer information and NDC representations.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ythalorossy/openfda","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["ythalorossy openFDA MCP retrieves labels, adverse-event records, manufacturer information and NDC representations."],"limitation":"Reports are not incidence or causality; normalization and completeness require source verification and API configuration.","url":"https://github.com/ythalorossy/openfda","primarySourceURLs":["https://github.com/ythalorossy/openfda/blob/main/README.md","https://github.com/ythalorossy/openfda"],"id":"RWE-5984","relevance":{"id":"RWE-5984","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"ythalorossy openFDA MCP retrieves labels, adverse-event records, manufacturer information and NDC representations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ythalorossy/openfda/blob/main/README.md","https://github.com/ythalorossy/openfda"],"reviewGroup":"health-product-and-safety-data"}},{"name":"themroats/mcp-data-detective","kind":"MCP server","category":"RWE Data & Analytics","summary":"Data Detective MCP profiles tabular data, inspects missingness/duplicates and exports query results from SQLite, CSV and Parquet.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"themroats/mcp-data-detective","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Data Detective MCP profiles tabular data, inspects missingness/duplicates and exports query results from SQLite, CSV and Parquet."],"limitation":"General analytical-data quality enabler; anomaly heuristics are not validated errors and data cleaning may change analytic populations.","url":"https://github.com/themroats/mcp-data-detective","primarySourceURLs":["https://github.com/themroats/mcp-data-detective/blob/main/README.md","https://github.com/themroats/mcp-data-detective"],"id":"RWE-5985","relevance":{"id":"RWE-5985","decision":"Core","rationale":"Data Detective MCP profiles tabular data, inspects missingness/duplicates and exports query results from SQLite, CSV and Parquet. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"Data Detective MCP profiles tabular data, inspects missingness/duplicates and exports query results from SQLite, CSV and Parquet. Limits: General analytical-data quality enabler; anomaly heuristics are not validated errors and data cleaning may change analytic populations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/themroats/mcp-data-detective/blob/main/README.md","https://github.com/themroats/mcp-data-detective"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"martinfrasch/researchtwin","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"ResearchTwin exposes scholarly publication, dataset and code discovery through agent APIs and a conversational interface.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"martinfrasch/researchtwin","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["ResearchTwin exposes scholarly publication, dataset and code discovery through agent APIs and a conversational interface."],"limitation":"Qualify source discovery only; S-Index/QIC and BGNO labels are not validated research-quality measurements. Lab hub tier remains planned.","url":"https://github.com/martinfrasch/researchtwin","primarySourceURLs":["https://github.com/martinfrasch/researchtwin/blob/master/README.md","https://github.com/martinfrasch/researchtwin"],"id":"RWE-5986","relevance":{"id":"RWE-5986","decision":"Core","rationale":"Retain the documented evidence function: ResearchTwin exposes scholarly publication, dataset and code discovery through agent APIs and a conversational interface. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ResearchTwin exposes scholarly publication, dataset and code discovery through agent APIs and a conversational interface.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/martinfrasch/researchtwin","https://github.com/martinfrasch/researchtwin/blob/master/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"a-i-m-a-n/mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"CSV Insight MCP reports tabular missingness and duplicates and exposes deterministic cleaning and export tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"a-i-m-a-n/mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CSV Insight MCP reports tabular missingness and duplicates and exposes deterministic cleaning and export tools."],"limitation":"General analytical-data preparation enabler. Removing duplicates or empty rows can change analysis populations; reported missingness is not a missing-data method.","url":"https://github.com/a-i-m-a-n/mcp","primarySourceURLs":["https://github.com/a-i-m-a-n/mcp/blob/main/README.md","https://github.com/a-i-m-a-n/mcp"],"id":"RWE-5991","relevance":{"id":"RWE-5991","decision":"Core","rationale":"CSV Insight MCP reports tabular missingness and duplicates and exposes deterministic cleaning and export tools. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"CSV Insight MCP reports tabular missingness and duplicates and exposes deterministic cleaning and export tools. Limits: General analytical-data preparation enabler. Removing duplicates or empty rows can change analysis populations; reported missingness is not a missing-data method.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/a-i-m-a-n/mcp/blob/main/README.md","https://github.com/a-i-m-a-n/mcp"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"The Stall — original research tools","kind":"MCP component collection","category":"Literature & Evidence Synthesis","summary":"The Stall exposes specific clinical-trial search, NPI lookup, arXiv retrieval and academic-source synthesis tools.","tags":["Clinical trials","Provider records","Literature"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thebrierfox/the-stall","website":"GitHub","packages":"clinical-trials; npi-lookup; arxiv-intel; research-synthesis","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["The Stall exposes specific clinical-trial search, NPI lookup, arXiv retrieval and academic-source synthesis tools."],"limitation":"Qualify these research/provider-record components only. Paid access was not exercised; financial and composite consumer/trading scores are outside scope and synthesis completeness is unvalidated.","url":"https://github.com/thebrierfox/the-stall","primarySourceURLs":["https://github.com/thebrierfox/the-stall/blob/main/README.md"],"id":"RWE-5992","relevance":{"id":"RWE-5992","decision":"Core","rationale":"Retain the documented evidence function: Clinical-trial and scholarly retrieval; general NPI administration and other trading/consumer tools excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Clinical-trial and scholarly retrieval; general NPI administration and other trading/consumer tools excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/thebrierfox/the-stall","https://github.com/thebrierfox/the-stall/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"achillesrasquinha/life-science-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Life Science MCP discovers and calls declarative API adapters; selected PubMed and ClinicalTrials.gov adapters expose search and record retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"achillesrasquinha/life-science-mcp","website":"GitHub","packages":"PubMed and ClinicalTrials.gov adapters","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Life Science MCP discovers and calls declarative API adapters; selected PubMed and ClinicalTrials.gov adapters expose search and record retrieval."],"limitation":"Only these two provider definitions and MCP entry were reviewed. Default searches return small subsets without exposed pagination tokens in the selected schemas; field projection may omit needed evidence. No approval of the full provider catalogue.","url":"https://github.com/achillesrasquinha/life-science-mcp","primarySourceURLs":["https://github.com/achillesrasquinha/life-science-mcp/blob/main/README.md","https://github.com/achillesrasquinha/life-science-mcp/blob/main/src/providers/pubmed.yaml","https://github.com/achillesrasquinha/life-science-mcp/blob/main/src/providers/clinicaltrials.yaml","https://github.com/achillesrasquinha/life-science-mcp/blob/main/src/index.js","https://github.com/achillesrasquinha/life-science-mcp"],"id":"RWE-5994","relevance":{"id":"RWE-5994","decision":"Core","rationale":"Retain the documented evidence function: Life Science MCP discovers and calls declarative API adapters; selected PubMed and ClinicalTrials.gov adapters expose search and record retrieval. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Life Science MCP discovers and calls declarative API adapters; selected PubMed and ClinicalTrials.gov adapters expose search and record retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/achillesrasquinha/life-science-mcp","https://github.com/achillesrasquinha/life-science-mcp/blob/main/README.md","https://github.com/achillesrasquinha/life-science-mcp/blob/main/src/providers/pubmed.yaml","https://github.com/achillesrasquinha/life-science-mcp/blob/main/src/providers/clinicaltrials.yaml","https://github.com/achillesrasquinha/life-science-mcp/blob/main/src/index.js"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ToolCall PubChem hazard annotations","kind":"MCP component","category":"Biomedical & Bioinformatics","summary":"chem-safety /t/chem/safety retrieves chemical identifiers and attributed GHS hazard/source annotations for chemical literature and toxicology context.","tags":["Chemical reference data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"beneistvan/toolcall-mcp","website":"GitHub","packages":"chem-safety PubChem annotation retrieval only","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["chem-safety /t/chem/safety retrieves chemical identifiers and attributed GHS hazard/source annotations for chemical literature and toxicology context."],"limitation":"Documentation-level retrieval approval only; no runtime/payment performed. Do not use as validated laboratory safety advice. chem-compat mixture verdict/confidence explicitly unapproved. README advertises30tools including FDA drug/device, but current22path OpenAPI lacks those endpoints; no FDA/wholetoolbox approval.","url":"https://github.com/beneistvan/toolcall-mcp","primarySourceURLs":["https://toolcall.click/openapi.json","https://toolcall.click/mcp","https://github.com/BeneIstvan/toolcall-mcp/blob/main/README.md","https://glama.ai/mcp/connectors/click.toolcall/toolcall"],"id":"RWE-6798","relevance":{"id":"RWE-6798","decision":"Core","rationale":"Attributed chemical hazard and toxicology annotations support health exposure screening; mixture verdicts and laboratory safety decisions remain excluded.","relevanceBasis":"chem-safety /t/chem/safety retrieves chemical identifiers and attributed GHS hazard/source annotations for chemical literature and toxicology context.","evidenceLevel":"published-card","evidenceRefs":["https://toolcall.click/openapi.json","https://toolcall.click/mcp","https://github.com/BeneIstvan/toolcall-mcp/blob/main/README.md","https://glama.ai/mcp/connectors/click.toolcall/toolcall"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"Infobroker scholarly retrieval and citations","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"search_web across academic providers, fetch_page with Wikipedia/Archive renderers, and get_citations scholarly BibTeX retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"flukeatzerocool/infobroker","website":"GitHub","packages":"search_web academic providers; fetch_page Wikipedia/Archive extraction; get_citations BibTeX","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["search_web across academic providers, fetch_page with Wikipedia/Archive renderers, and get_citations scholarly BibTeX retrieval."],"limitation":"Only retrieval/citation formatting approved. verify_claims authority/confidence/consensus scoring and claimed truth-finding are not validated or approved; silent fallback and caching complicate provenance and completeness.","url":"https://github.com/flukeatzerocool/infobroker","primarySourceURLs":["https://github.com/flukeatzerocool/infobroker/blob/main/README.md","https://github.com/flukeatzerocool/infobroker","https://glama.ai/mcp/servers/flukeatzerocool/infobroker"],"id":"RWE-6799","relevance":{"id":"RWE-6799","decision":"Core","rationale":"Retain only the documented evidence function: Academic-provider search and scholarly citation retrieval only; generic Wikipedia fetching and truth-verdict scoring excluded. Coverage and validation limitations remain in force.","relevanceBasis":"Academic-provider search and scholarly citation retrieval only; generic Wikipedia fetching and truth-verdict scoring excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/flukeatzerocool/infobroker","https://github.com/flukeatzerocool/infobroker/blob/main/README.md","https://glama.ai/mcp/servers/flukeatzerocool/infobroker"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"Meta-data MCP selected reference providers","kind":"MCP component collection","category":"Literature & Evidence Synthesis","summary":"meta_data_mcp/providers/global_wikipedia.py summary/HTML access; global_europepmc.py europepmc-search with cursor and result type.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"derekslinz/meta-data-mcp","website":"GitHub","packages":"Documented provider routing; meta_data_mcp/providers/global_wikipedia.py; meta_data_mcp/providers/global_europepmc.py","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["meta_data_mcp/providers/global_wikipedia.py summary/HTML access; global_europepmc.py europepmc-search with cursor and result type.","Canonical meta-data-mcp README identifies one routed MCP server with bundled open-data plugins."],"limitation":"Only these selected handlers approved, not90-provider gateway. Wikipedia HTML truncates20kcharacters; Europe PMC shaped abstracts truncate500characters. No full-text/supplementary API-path approval or statistical validity; preserve attribution and verify pagination. Canonical meta-data-mcp README identifies one routed MCP server with bundled open-data plugins. Record a collection-level card limited to reviewed health/contextual data plugins; dynamic plugin generation may execute unreviewed code and does not establish validated results.","url":"https://github.com/derekslinz/meta-data-mcp","primarySourceURLs":["https://github.com/derekslinz/meta-data-mcp/blob/main/README.md","https://github.com/derekslinz/meta-data-mcp/blob/main/meta_data_mcp/providers/global_wikipedia.py","https://github.com/derekslinz/meta-data-mcp/blob/main/meta_data_mcp/providers/global_europepmc.py","https://www.linzalytics.com/meta-data-mcp.html","https://github.com/derekslinz/meta-data-mcp"],"id":"RWE-6130","relevance":{"id":"RWE-6130","decision":"Core","rationale":"Retain the documented evidence function: Europe PMC scholarly search only; generic Wikipedia and other provider catalogues excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Europe PMC scholarly search only; generic Wikipedia and other provider catalogues excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/derekslinz/meta-data-mcp","https://github.com/derekslinz/meta-data-mcp/blob/main/README.md","https://github.com/derekslinz/meta-data-mcp/blob/main/meta_data_mcp/providers/global_wikipedia.py","https://github.com/derekslinz/meta-data-mcp/blob/main/meta_data_mcp/providers/global_europepmc.py","https://www.linzalytics.com/meta-data-mcp.html"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"Local SearXNG scholarly source retrieval","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"web_search / web_search_advanced select engines, dates/domains, page and1–50results; web_fetch returns text or query-ranked excerpts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dduartee/mcp-searxng-local","website":"GitHub","packages":"web_search; web_search_advanced selected arXiv/Wikipedia engines; web_fetch","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["web_search / web_search_advanced select engines, dates/domains, page and1–50results; web_fetch returns text or query-ranked excerpts."],"limitation":"Relies on configured SearXNG or public fallback; server/privacy claims not independently tested. Date filters client-side, highlights omit context; no search coverage or quality guarantee.","url":"https://github.com/dduartee/mcp-searxng-local","primarySourceURLs":["https://github.com/dduartee/mcp-searxng-local/blob/master/README.md","https://github.com/dduartee/mcp-searxng-local","https://glama.ai/mcp/servers/dduartee/mcp-searxng-local"],"id":"RWE-6801","relevance":{"id":"RWE-6801","decision":"Core","rationale":"Retain the documented evidence function: Configured scholarly-engine source retrieval only; generic web search and fetching excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Configured scholarly-engine source retrieval only; generic web search and fetching excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dduartee/mcp-searxng-local","https://github.com/dduartee/mcp-searxng-local/blob/master/README.md","https://glama.ai/mcp/servers/dduartee/mcp-searxng-local"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"Engram scholarly feeds and Wikipedia","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"subscribe/check_feeds/search_feeds/get_feed_items for arXiv records and wikipedia article summaries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"engram-ae/noapi-google-search-mcp","website":"GitHub","packages":"arXiv subscribe/check_feeds/search_feeds/get_feed_items; wikipedia summaries","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["subscribe/check_feeds/search_feeds/get_feed_items for arXiv records and wikipedia article summaries."],"limitation":"Only scholarly feed/reference components; no browser, mail, cloud-write, vision or entire38tool approval. Feeds cached locally; retrieval and summaries need primary verification.","url":"https://github.com/engram-ae/noapi-google-search-mcp","primarySourceURLs":["https://github.com/engram-ae/noapi-google-search-mcp/blob/main/README.md","https://github.com/engram-ae/noapi-google-search-mcp","https://glama.ai/mcp/servers/engram-ae/noapi-google-search-mcp"],"id":"RWE-6802","relevance":{"id":"RWE-6802","decision":"Core","rationale":"Retain only the documented evidence function: arXiv scholarly feed subscription and record retrieval only; generic Wikipedia summaries excluded. Coverage and validation limitations remain in force.","relevanceBasis":"arXiv scholarly feed subscription and record retrieval only; generic Wikipedia summaries excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/engram-ae/noapi-google-search-mcp","https://github.com/engram-ae/noapi-google-search-mcp/blob/main/README.md","https://glama.ai/mcp/servers/engram-ae/noapi-google-search-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"x402tools document parsing and OCR","kind":"MCP component","category":"RWE Data & Analytics","summary":"document.parse: public HTML/PDF URL plus output_schema and include_raw_text forwarded to document service.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"acrylicfiddle/x402tools-mcp","website":"GitHub","packages":"document.parse and image.ocr passthrough wrappers only","workflowFit":["RWE Data & Analytics"],"capabilities":["document.parse: public HTML/PDF URL plus output_schema and include_raw_text forwarded to document service.","image.ocr: public image URL/base64 plus language/format forwarded to OCR service; raw service result preserved in structuredContent and serialized text."],"limitation":"No OCR or paid parsing execution, numerical/text fidelity validation, provider-model audit or payload-cap verification. OCR schema permits both/neither url and image despite prose saying either; upstream response schema is untyped and error envelopes are not necessarily MCP isError. The parser result may be generated or inaccurate: research schema is not validated study extraction. Only these two handlers approved, not other curated utilities, prospect enrichment or dynamically discovered community services. Public registry metadata retrieval timed out; its contents remain unavailable and unapproved. Payment amounts are advertised values, not live quoted prices.","url":"https://github.com/acrylicfiddle/x402tools-mcp","primarySourceURLs":["https://raw.githubusercontent.com/acrylicfiddle/x402tools-mcp/HEAD/README.md","https://raw.githubusercontent.com/acrylicfiddle/x402tools-mcp/HEAD/src/server.ts","https://github.com/acrylicfiddle/x402tools-mcp"],"id":"RWE-6803","relevance":{"id":"RWE-6803","decision":"Core","rationale":"document.parse: public HTML/PDF URL plus output_schema and include_raw_text forwarded to document service. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"document.parse: public HTML/PDF URL plus output_schema and include_raw_text forwarded to document service. Limits: No OCR or paid parsing execution, numerical/text fidelity validation, provider-model audit or payload-cap verification. OCR schema permits both/neither url and image despite prose saying either; upstream response schema is untyped and error envelopes are not necessarily MCP isError. The parser result may be generated or inaccurate: research schema is not validated study extraction. Only these two handlers approved, not other curated utilities, prospect enrichment or dynamically discovered community services. Public registry metadata retrieval timed out; its contents remain unavailable and unapproved. Payment amounts are advertised values, not live quoted prices.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/acrylicfiddle/x402tools-mcp/HEAD/README.md","https://raw.githubusercontent.com/acrylicfiddle/x402tools-mcp/HEAD/src/server.ts","https://github.com/acrylicfiddle/x402tools-mcp"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"motherduckdb/mcp-server-motherduck","kind":"MCP server","category":"RWE Data & Analytics","summary":"Run supplied DuckDB SQL reads and enumerate databases, tables and column metadata through local MCP tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"motherduckdb/mcp-server-motherduck","website":"GitHub","packages":"execute_query and database/table/column discovery in read-only local adapter","workflowFit":["RWE Data & Analytics"],"capabilities":["Run supplied DuckDB SQL reads and enumerate databases, tables and column metadata through local MCP tools."],"limitation":"Read-only default does not isolate filesystem or DuckDB settings; switching databases requires separate flag. Defaults 1024 rows/50000 characters, query timeout disabled. MotherDuck read-only needs read-scaling token. No write, switching, isolation or analytical validity approval; unexecuted.","url":"https://github.com/motherduckdb/mcp-server-motherduck","primarySourceURLs":["https://github.com/motherduckdb/mcp-server-motherduck/blob/main/README.md"],"id":"RWE-6816","relevance":{"id":"RWE-6816","decision":"Core","rationale":"Run supplied DuckDB SQL reads and enumerate databases, tables and column metadata through local MCP tools. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"Run supplied DuckDB SQL reads and enumerate databases, tables and column metadata through local MCP tools. Limits: Read-only default does not isolate filesystem or DuckDB settings; switching databases requires separate flag. Defaults 1024 rows/50000 characters, query timeout disabled. MotherDuck read-only needs read-scaling token. No write, switching, isolation or analytical validity approval; unexecuted.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/motherduckdb/mcp-server-motherduck/blob/main/README.md"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"clickhouse/agent-skills","kind":"Research tool","category":"RWE Data & Analytics","summary":"Guide an agent to load tabular files, select/filter columns and compute grouped descriptive summaries using chDB DataStore, and inspect generated SQL.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"clickhouse/agent-skills","website":"GitHub","packages":"skills/chdb-datastore/SKILL.md selected file filtering and grouped aggregation","workflowFit":["RWE Data & Analytics"],"capabilities":["Guide an agent to load tabular files, select/filter columns and compute grouped descriptive summaries using chDB DataStore, and inspect generated SQL."],"limitation":"Selected instruction source only; mixed datastore/chdb.datastore imports and broad pandas-compatibility/speed claims unvalidated. Excludes cross-source joins, writes, 209-method blanket approval and scientific/statistical validity. Other catalogue skills remain discovered or general engineering scope, not approved.","url":"https://github.com/clickhouse/agent-skills","primarySourceURLs":["https://github.com/ClickHouse/agent-skills/blob/main/skills/chdb-datastore/SKILL.md","https://github.com/ClickHouse/agent-skills/blob/main/README.md"],"id":"RWE-6817","relevance":{"id":"RWE-6817","decision":"Core","rationale":"Guide an agent to load tabular files, select/filter columns and compute grouped descriptive summaries using chDB DataStore, and inspect generated SQL. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"Guide an agent to load tabular files, select/filter columns and compute grouped descriptive summaries using chDB DataStore, and inspect generated SQL. Limits: Selected instruction source only; mixed datastore/chdb.datastore imports and broad pandas-compatibility/speed claims unvalidated. Excludes cross-source joins, writes, 209-method blanket approval and scientific/statistical validity. Other catalogue skills remain discovered or general engineering scope, not approved.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ClickHouse/agent-skills/blob/main/skills/chdb-datastore/SKILL.md","https://github.com/ClickHouse/agent-skills/blob/main/README.md"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"minia2auk/minia2a-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reviewed components: x402-markdown-table — Markdown Table: Accept Markdown in md and document extraction to a list of tables with headers and row objects.; x402-pdf — x402-pdf: Documented public PDF URL parsing into text, page count and metadata through pdf-parse, exposed via the selected marketplace component.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"minia2auk/minia2a-mcp","website":"GitHub","packages":"x402-markdown-table — Markdown Table; x402-pdf — x402-pdf","workflowFit":["RWE Data & Analytics"],"capabilities":["x402-markdown-table — Markdown Table: Accept Markdown in md and document extraction to a list of tables with headers and row objects.","x402-pdf — x402-pdf: Documented public PDF URL parsing into text, page count and metadata through pdf-parse, exposed via the selected marketplace component."],"limitation":"x402-markdown-table — Markdown Table: Documentation/contract review only; no service calls, payment, registration or runtime claims. Marketplace reliability and usage counters are not validation. The response schema is generic rather than machine-typed; malformed Markdown, escaped separators, multiline cells and alignment handling are not demonstrated. No PDF extraction or semantic evidence validation is implied. x402-pdf — x402-pdf: Documentation/contract review only; no service calls, payment, registration or runtime claims. Marketplace reliability and usage counters are not validation. String aliases file/pdf and maxText are weakly specified, with no declared maximum size/pages or numeric truncation validation. Text layer only, no OCR or extraction accuracy proof. Description says free while payment metadata quotes a charge; do not assume price or runtime availability. Other discovered, held or excluded components are outside this approval. Excluded from approval — github:minia2auk/minia2a-mcp::component:x402-web-scrape — web scrape: The declared text-scrape alias has no actual payload fields or structured output documented in either GET or POST contract. The endpoint label does not establish a usable source-reading contract. Excluded from approval — github:minia2auk/minia2a-mcp::component:x402-pdf-text — pdf text: The PDF field is an unconstrained string without defined URL/base64/file semantics, limits, or extracted-text response shape; current generic response description does not resolve the input ambiguity. Excluded from approval — github:minia2auk/minia2a-mcp::component:x402-text-scrape — text scrape: URL text extraction is advertised but neither GET nor POST contract supplies the URL/input field, and response shape is unspecified. Excluded from approval — github:minia2auk/minia2a-mcp::component:x402-web2md — web2md: Web-to-Markdown advertises a generic input string but does not define whether URL or HTML is accepted, output fields, or failure/truncation semantics; no implementation was available in the routing wrapper. Excluded from approval — github:minia2auk/minia2a-mcp::component:x402-ai-cite — ai cite: Citation generation from content/style is advertised without bibliographic inputs, source lookup, supported formats or output validation; no grounded citation contract or implementation is available. Excluded from approval — github:minia2auk/minia2a-mcp::component:x402-inflation-adj — inflation adj: Inflation adjustment has no input or output/method contract beyond its name. Excluded from approval — github:minia2auk/minia2a-mcp::component:x402-inflation-adjust — inflation adjust: Inflation-adjust fields are unconstrained strings and do not define rate units, base years, index source or calculation; the formula and output remain unspecified.","url":"https://github.com/minia2auk/minia2a-mcp","primarySourceURLs":["https://minia2a.uk","https://minia2a.uk/api/services","https://minia2a.uk/openapi.json","https://raw.githubusercontent.com/minia2auk/minia2a-mcp/6b7b847ca9580ff7e076116dbf1ecb5b6ae7a34f/src/index.ts"],"id":"RWE-6820","relevance":{"id":"RWE-6820","decision":"Core","rationale":"x402-markdown-table — Markdown Table: Accept Markdown in md and document extraction to a list of tables with headers and row objects.; x402-pdf — x402-pdf: Documented…. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"Reviewed components: x402-markdown-table — Markdown Table: Accept Markdown in md and document extraction to a list of tables with headers and row objects.; x402-pdf — x402-pdf: Documented public PDF URL parsing into text, page count and metadata through pdf-parse, exposed via the selected marketplace component. Limits: x402-markdown-table — Markdown Table: Documentation/contract review only; no service calls, payment, registration or runtime claims. Marketplace reliability and usage counters are not validation. The response schema is generic rather than machine-typed; malformed Markdown, escaped separators, multiline cells and alignment handling are not demonstrated. No PDF extraction or semantic evidence validation is implied. x402-pdf — x402-pdf: Documentation/contract review only; no service calls, payment, registration or runtime claims. Marketplace reliability and usage counters are not validation. String aliases file/pdf and maxText are weakly specified, with no declared maximum size/pages or numeric truncation validation. Text layer only, no OCR or extraction accuracy proof. Description says free while payment metadata quotes a charge; do not assume price or runtime availability. Other discovered, held or excluded components are outside this approval. Excluded from approval — github:minia2auk/minia2a-mcp::component:x402-web-scrape — web scrape: The declared text-scrape alias has no actual payload fields or structured output documented in either GET or POST contract. The endpoint label does not establish a usable source-reading contract. Excluded from approval — github:minia2auk/minia2a-mcp::component:x402-pdf-text — pdf text: The PDF field is an unconstrained string without defined URL/base64/file semantics, limits, or extracted-text response shape; current generic response description does not resolve the input ambiguity. Excluded from approval — github:minia2auk/minia2a-mcp::component:x402-text-scrape — text scrape: URL text extraction is advertised but neither GET nor POST contract supplies the URL/input field, and response shape is unspecified. Excluded from approval — github:minia2auk/minia2a-mcp::component:x402-web2md — web2md: Web-to-Markdown advertises a generic input string but does not define whether URL or HTML is accepted, output fields, or failure/truncation semantics; no implementation was available in the routing wrapper. Excluded from approval — github:minia2auk/minia2a-mcp::component:x402-ai-cite — ai cite: Citation generation from content/style is advertised without bibliographic inputs, source lookup, supported formats or output validation; no grounded citation contract or implementation is available. Excluded from approval — github:minia2auk/minia2a-mcp::component:x402-inflation-adj — inflation adj: Inflation adjustment has no input or output/method contract beyond its name. Excluded from approval — github:minia2auk/minia2a-mcp::component:x402-inflation-adjust — inflation adjust: Inflation-adjust fields are unconstrained strings and do not define rate units, base years, index source or calculation; the formula and output remain unspecified.","evidenceLevel":"published-card","evidenceRefs":["https://minia2a.uk","https://minia2a.uk/api/services","https://minia2a.uk/openapi.json","https://raw.githubusercontent.com/minia2auk/minia2a-mcp/6b7b847ca9580ff7e076116dbf1ecb5b6ae7a34f/src/index.ts"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"youdotcom-oss/agent-skills — you-research","kind":"Skill","category":"RWE Data & Analytics","summary":"Template decomposes a question into 3–5 research items, gathers/read sources, refines queries or authoritative domains, compares key claims across two sources where possible and produces cited output with conflicts/gaps.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"youdotcom-oss/agent-skills","website":"GitHub","packages":"skills/you-research/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["Template decomposes a question into 3–5 research items, gathers/read sources, refines queries or authoritative domains, compares key claims across two sources where possible and produces cited output with conflicts/gaps."],"limitation":"Static full instruction review; no installation, API/paid calls or candidate execution. No wider skills repository approval. This is an adaptable instruction template requiring functioning search/read tools and a host agent, not a tested autonomous implementation or systematic-review protocol. A fixed budget and non-empty partial-answer requirement do not establish completeness or factual validity. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/youdotcom-oss/agent-skills","primarySourceURLs":["https://raw.githubusercontent.com/youdotcom-oss/agent-skills/HEAD/skills/you-research/SKILL.md","https://raw.githubusercontent.com/youdotcom-oss/agent-skills/HEAD/skills/you-research/references/agent-led-deep-search.md"],"id":"RWE-6821","relevance":{"id":"RWE-6821","decision":"Core","rationale":"Template decomposes a question into 3–5 research items, gathers/read sources, refines queries or authoritative domains, compares key claims across two sources where…. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"Template decomposes a question into 3–5 research items, gathers/read sources, refines queries or authoritative domains, compares key claims across two sources where possible and produces cited output with conflicts/gaps. Limits: Static full instruction review; no installation, API/paid calls or candidate execution. No wider skills repository approval. This is an adaptable instruction template requiring functioning search/read tools and a host agent, not a tested autonomous implementation or systematic-review protocol. A fixed budget and non-empty partial-answer requirement do not establish completeness or factual validity. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/youdotcom-oss/agent-skills/HEAD/skills/you-research/SKILL.md","https://raw.githubusercontent.com/youdotcom-oss/agent-skills/HEAD/skills/you-research/references/agent-led-deep-search.md"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"World Bank recent indicator lookup","kind":"Research tool","category":"Public health & surveillance","summary":"Retrieve an explicit World Bank indicator including population/life expectancy for selected ISO3 countries and recent years, returning country/indicator names,codes,year,value.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"World Bank recent indicator lookup","workflowFit":["Public health & surveillance"],"capabilities":["Retrieve an explicit World Bank indicator including population/life expectancy for selected ISO3 countries and recent years, returning country/indicator names,codes,year,value."],"limitation":"At most20 recent years; missing observations skipped. Null omission must not be read as zero or continuous annual coverage; no independent data/method validation. No runtime testing.","url":"https://apify.com/m_ctim/economic-indicator-lookup","primarySourceURLs":["https://apify.com/m_ctim/economic-indicator-lookup"],"id":"RWE-6826","relevance":{"id":"RWE-6826","decision":"Core","rationale":"The selected interface explicitly retrieves life-expectancy observations, a population-health outcome; generic population/economic indicators do not independently qualify.","relevanceBasis":"Retrieve an explicit World Bank indicator including population/life expectancy for selected ISO3 countries and recent years, returning country/indicator names,codes,year,value.","evidenceLevel":"published-card","evidenceRefs":["https://apify.com/m_ctim/economic-indicator-lookup"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"EMA medicine-status records","kind":"Research tool","category":"Regulatory & Product Data","summary":"Retrieve category/status-filtered EMA medicine spreadsheet records with product IDs,substances,ATC,authorisation holder,regulatory flags and published status dates.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"EMA medicine-status records","workflowFit":["Regulatory & Product Data"],"capabilities":["Retrieve category/status-filtered EMA medicine spreadsheet records with product IDs,substances,ATC,authorisation holder,regulatory flags and published status dates."],"limitation":"Centrally published EMA report only,excluding nationally authorised-only products; caps truncate. Status is not proof of market availability,safety or efficacy. Snapshot dates are not a complete transition history; no full assessment reports or labels. No runtime testing.","url":"https://apify.com/nexgensignal/ema-medicine-status-records","primarySourceURLs":["https://apify.com/nexgensignal/ema-medicine-status-records"],"id":"RWE-6833","relevance":{"id":"RWE-6833","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Retrieve category/status-filtered EMA medicine spreadsheet records with product IDs,substances,ATC,authorisation holder,regulatory flags and published status dates.","evidenceLevel":"published-card","evidenceRefs":["https://apify.com/nexgensignal/ema-medicine-status-records"],"reviewGroup":"health-product-and-safety-data"}},{"name":"timmkal01/global-health-indicator-lookup","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieve selected GHO indicators by ISO3 countries and recent distinct years,retaining sex/other dimensional rows,numeric values and source display interval text.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"timmkal01/global-health-indicator-lookup","website":"GitHub","packages":"WHO GHO country-year-dimension lookup","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve selected GHO indicators by ISO3 countries and recent distinct years,retaining sex/other dimensional rows,numeric values and source display interval text."],"limitation":"At most20recent years; multiple dimensions must not be summed or treated as duplicates. Unrecognised country and true no-data can both yield zero rows. Interval text is source-provided,not independently computed; no validated population comparisons. No runtime testing.","url":"https://github.com/timmkal01/global-health-indicator-lookup","primarySourceURLs":["https://github.com/timmKal01/global-health-indicator-lookup/blob/master/README.md","https://github.com/timmKal01/global-health-indicator-lookup"],"id":"RWE-6834","relevance":{"id":"RWE-6834","decision":"Core","rationale":"Retrieve selected GHO indicators by ISO3 countries and recent distinct years,retaining sex/other dimensional rows,numeric values and source display interval text. The selected source explicitly concerns global-health indicators or vaccine-compensation policy records; neither aggregate values nor petitions establish causal risk.","relevanceBasis":"Retrieve selected GHO indicators by ISO3 countries and recent distinct years,retaining sex/other dimensional rows,numeric values and source display interval text. Limits: At most20recent years; multiple dimensions must not be summed or treated as duplicates. Unrecognised country and true no-data can both yield zero rows. Interval text is source-provided,not independently computed; no validated population comparisons. No runtime testing.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/timmKal01/global-health-indicator-lookup/blob/master/README.md","https://github.com/timmKal01/global-health-indicator-lookup"],"reviewGroup":"population-health-policy-source"}},{"name":"openFDA recall records","kind":"Research tool","category":"Regulatory & Product Data","summary":"Retrieve date/classification-bounded food,drug,device enforcement records with product,firm,recall reason,status and source classification.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"openFDA recall records","workflowFit":["Regulatory & Product Data"],"capabilities":["Retrieve date/classification-bounded food,drug,device enforcement records with product,firm,recall reason,status and source classification."],"limitation":"Source results are unvalidated; informational recall records only,not risk estimates,adverse-event rates or clinical safety advice. Item/rate/paging bounds apply; no independent error or completeness testing. No runtime testing.","url":"https://apify.com/nexgensignal/fda-recall-risk-records","primarySourceURLs":["https://apify.com/nexgensignal/fda-recall-risk-records"],"id":"RWE-6836","relevance":{"id":"RWE-6836","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Retrieve date/classification-bounded food,drug,device enforcement records with product,firm,recall reason,status and source classification.","evidenceLevel":"published-card","evidenceRefs":["https://apify.com/nexgensignal/fda-recall-risk-records"],"reviewGroup":"health-product-and-safety-data"}},{"name":"DailyMed SPL version metadata","kind":"Research tool","category":"Regulatory & Product Data","summary":"Retrieve drug-name-filtered SPL set IDs,titles,parsed product/labeler,version,published date and optional NDC package codes.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"DailyMed SPL version metadata","workflowFit":["Regulatory & Product Data"],"capabilities":["Retrieve drug-name-filtered SPL set IDs,titles,parsed product/labeler,version,published date and optional NDC package codes."],"limitation":"Metadata only; no label body or field-level change analysis. Version increase does not establish a safety change or approval. Title parsing can misidentify product/labeler; caps limit newest-first retrieval and comparison completeness. No runtime testing.","url":"https://apify.com/nexgensignal/drug-label-change-records","primarySourceURLs":["https://apify.com/nexgensignal/drug-label-change-records"],"id":"RWE-6838","relevance":{"id":"RWE-6838","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Retrieve drug-name-filtered SPL set IDs,titles,parsed product/labeler,version,published date and optional NDC package codes.","evidenceLevel":"published-card","evidenceRefs":["https://apify.com/nexgensignal/drug-label-change-records"],"reviewGroup":"health-product-and-safety-data"}},{"name":"openFDA 510(k) decision records","kind":"Research tool","category":"Regulatory & Product Data","summary":"Retrieve product-code/date-filtered 510(k) records with applicant,device,decision code/date,class,specialty and source link.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"openFDA 510(k) decision records","workflowFit":["Regulatory & Product Data"],"capabilities":["Retrieve product-code/date-filtered 510(k) records with applicant,device,decision code/date,class,specialty and source link."],"limitation":"Bounded API window and item cap; no predicate graph or summary PDFs. Clearance is not FDA approval/endorsement, and not every returned decision must be favorable. Source data unvalidated; no clinical interpretation or safety approval. No runtime testing.","url":"https://apify.com/nexgensignal/fda-device-clearance-records","primarySourceURLs":["https://apify.com/nexgensignal/fda-device-clearance-records"],"id":"RWE-6839","relevance":{"id":"RWE-6839","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Retrieve product-code/date-filtered 510(k) records with applicant,device,decision code/date,class,specialty and source link.","evidenceLevel":"published-card","evidenceRefs":["https://apify.com/nexgensignal/fda-device-clearance-records"],"reviewGroup":"health-product-and-safety-data"}},{"name":"Parallel Search MCP","kind":"MCP component","category":"RWE Data & Analytics","summary":"Objective/keyword-query web search plus extraction from up to 20 URLs, optionally complete page Markdown; default excerpts are capped at roughly 25,000 characters per call.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"web_search and web_fetch","workflowFit":["RWE Data & Analytics"],"capabilities":["Objective/keyword-query web search plus extraction from up to 20 URLs, optionally complete page Markdown; default excerpts are capped at roughly 25,000 characters per call."],"limitation":"Anonymous fast-mode behavior differs from authenticated overrides; full-content mode can exceed client limits. No search completeness, publication-date accuracy, fact verification, research-agent orchestration or unrelated Parallel APIs approved. Static documentation review only; no tools, paid requests, account connections or runtime tests.","url":"https://search.parallel.ai/mcp","primarySourceURLs":["https://search.parallel.ai/mcp","https://docs.parallel.ai/integrations/mcp/search-mcp.md"],"id":"RWE-6843","relevance":{"id":"RWE-6843","decision":"Core","rationale":"Objective/keyword-query web search plus extraction from up to 20 URLs, optionally complete page Markdown; default excerpts are capped at roughly 25,000 characters per…. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"Objective/keyword-query web search plus extraction from up to 20 URLs, optionally complete page Markdown; default excerpts are capped at roughly 25,000 characters per call. Limits: Anonymous fast-mode behavior differs from authenticated overrides; full-content mode can exceed client limits. No search completeness, publication-date accuracy, fact verification, research-agent orchestration or unrelated Parallel APIs approved. Static documentation review only; no tools, paid requests, account connections or runtime tests.","evidenceLevel":"published-card","evidenceRefs":["https://search.parallel.ai/mcp","https://docs.parallel.ai/integrations/mcp/search-mcp.md"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"jina-ai/mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Retrieve source-page Markdown; search arXiv/SSRN and request DBLP/Semantic Scholar BibTeX; documented array/parallel inputs are capped at five entries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jina-ai/mcp","website":"GitHub","packages":"read_url, search_arxiv, search_ssrn, search_bibtex and corresponding parallel search/read variants","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve source-page Markdown; search arXiv/SSRN and request DBLP/Semantic Scholar BibTeX; documented array/parallel inputs are capped at five entries."],"limitation":"Only source retrieval/citation formatting is approved. No screenshot/location/key-disclosure tools, inferred publication dates, semantic labels/deduplication, confidence validity or PDF-layout extraction approval. API keys are required for scholarly search; Reader can be rate limited. Client token guardrails can cut a prefix and omit later documents, with notices. Model reranking is not evidence quality. Static documentation review only; no tools, paid requests, account connections or runtime tests.","url":"https://github.com/jina-ai/mcp","primarySourceURLs":["https://mcp.jina.ai/v1","https://mcp.jina.ai","https://raw.githubusercontent.com/jina-ai/MCP/HEAD/README.md"],"id":"RWE-6844","relevance":{"id":"RWE-6844","decision":"Core","rationale":"Retain the documented evidence function: Retrieve source-page Markdown; search arXiv/SSRN and request DBLP/Semantic Scholar BibTeX; documented array/parallel inputs are capped at five entries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve source-page Markdown; search arXiv/SSRN and request DBLP/Semantic Scholar BibTeX; documented array/parallel inputs are capped at five entries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jina-ai/mcp","https://mcp.jina.ai/v1","https://mcp.jina.ai","https://raw.githubusercontent.com/jina-ai/MCP/HEAD/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"Nimble source search and extraction","kind":"MCP server","category":"RWE Data & Analytics","summary":"Documented MCP bridge exposes multiengine web search and URL content extraction with synchronous/asynchronous task polling, enabling source gathering and preparation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"nimble_ Search and Extract API tool subset","workflowFit":["RWE Data & Analytics"],"capabilities":["Documented MCP bridge exposes multiengine web search and URL content extraction with synchronous/asynchronous task polling, enabling source gathering and preparation."],"limitation":"Only Search/Extract is approved; map/crawl, marketplace extraction templates and Web Search Agent creation are discovered but not separately approved. The docs describe product families rather than listing every concrete generated tool name. Web extraction and search ranking, freshness, pages blocked by providers and output consistency were not independently tested; no health-specific validity. Static documentation review only; no tools, paid requests, account connections or runtime tests.","url":"https://mcp.nimbleway.com/mcp","primarySourceURLs":["https://mcp.nimbleway.com/mcp","https://docs.nimbleway.com/integrations/mcp-server/mcp-server.md","https://docs.nimbleway.com/nimble-sdk/web-tools/search.md","https://docs.nimbleway.com/nimble-sdk/web-tools/extract/quickstart.md"],"id":"RWE-6845","relevance":{"id":"RWE-6845","decision":"Core","rationale":"Documented MCP bridge exposes multiengine web search and URL content extraction with synchronous/asynchronous task polling, enabling source gathering and preparation. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"Documented MCP bridge exposes multiengine web search and URL content extraction with synchronous/asynchronous task polling, enabling source gathering and preparation. Limits: Only Search/Extract is approved; map/crawl, marketplace extraction templates and Web Search Agent creation are discovered but not separately approved. The docs describe product families rather than listing every concrete generated tool name. Web extraction and search ranking, freshness, pages blocked by providers and output consistency were not independently tested; no health-specific validity. Static documentation review only; no tools, paid requests, account connections or runtime tests.","evidenceLevel":"published-card","evidenceRefs":["https://mcp.nimbleway.com/mcp","https://docs.nimbleway.com/integrations/mcp-server/mcp-server.md","https://docs.nimbleway.com/nimble-sdk/web-tools/search.md","https://docs.nimbleway.com/nimble-sdk/web-tools/extract/quickstart.md"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"pdfdotco/pdfco-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"Submit a source document URL, optional page/rectangle selection and OCR language to PDF.co conversion endpoints; receive asynchronous job metadata for JSON, text or CSV extraction.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pdfdotco/pdfco-mcp","website":"GitHub","packages":"pdf_to_json, pdf_to_text and pdf_to_csv only","workflowFit":["RWE Data & Analytics"],"capabilities":["Submit a source document URL, optional page/rectangle selection and OCR language to PDF.co conversion endpoints; receive asynchronous job metadata for JSON, text or CSV extraction."],"limitation":"The wrapper starts asynchronous jobs rather than returning verified completed extraction. It labels any parsed API JSON as working without checking HTTP success or provider error flags; completion and output fidelity need separate verification. CSV/text per-call api_key is put in a model that does not declare that field instead of passed to the client, so use the environment credential for those selected handlers. JSON passes the credential explicitly. Payload logging can include document URLs and supplied source/PDF passwords. Remote document processing, OCR/table fidelity, reading order, job completion, retention and security are not validated. No clinical extraction accuracy, compliance or full-tool-suite approval.","url":"https://github.com/pdfdotco/pdfco-mcp","primarySourceURLs":["https://raw.githubusercontent.com/pdfdotco/pdfco-mcp/HEAD/README.md","https://raw.githubusercontent.com/pdfdotco/pdfco-mcp/HEAD/pdfco/mcp/server.py","https://raw.githubusercontent.com/pdfdotco/pdfco-mcp/HEAD/pdfco/mcp/__init__.py","https://raw.githubusercontent.com/pdfdotco/pdfco-mcp/HEAD/pdfco/mcp/tools/apis/conversion.py","https://raw.githubusercontent.com/pdfdotco/pdfco-mcp/HEAD/pdfco/mcp/services/pdf.py"],"id":"RWE-6846","relevance":{"id":"RWE-6846","decision":"Core","rationale":"Submit a source document URL, optional page/rectangle selection and OCR language to PDF.co conversion endpoints; receive asynchronous job metadata for JSON, text or…. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"Submit a source document URL, optional page/rectangle selection and OCR language to PDF.co conversion endpoints; receive asynchronous job metadata for JSON, text or CSV extraction. Limits: The wrapper starts asynchronous jobs rather than returning verified completed extraction. It labels any parsed API JSON as working without checking HTTP success or provider error flags; completion and output fidelity need separate verification. CSV/text per-call api_key is put in a model that does not declare that field instead of passed to the client, so use the environment credential for those selected handlers. JSON passes the credential explicitly. Payload logging can include document URLs and supplied source/PDF passwords. Remote document processing, OCR/table fidelity, reading order, job completion, retention and security are not validated. No clinical extraction accuracy, compliance or full-tool-suite approval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pdfdotco/pdfco-mcp/HEAD/README.md","https://raw.githubusercontent.com/pdfdotco/pdfco-mcp/HEAD/pdfco/mcp/server.py","https://raw.githubusercontent.com/pdfdotco/pdfco-mcp/HEAD/pdfco/mcp/__init__.py","https://raw.githubusercontent.com/pdfdotco/pdfco-mcp/HEAD/pdfco/mcp/tools/apis/conversion.py","https://raw.githubusercontent.com/pdfdotco/pdfco-mcp/HEAD/pdfco/mcp/services/pdf.py"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"olostep/olostep-mcp-server","kind":"Research tool","category":"RWE Data & Analytics","summary":"Search live public web results, retrieve specified pages as Markdown/text, and discover site URLs for evidence gathering.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"olostep/olostep-mcp-server","website":"GitHub","packages":"search_web, scrape_website, and URL mapping","workflowFit":["RWE Data & Analytics"],"capabilities":["Search live public web results, retrieve specified pages as Markdown/text, and discover site URLs for evidence gathering."],"limitation":"API key and provider quotas; country routing and rendering affect results. Excludes generated Answers, commercial entity workflows, autonomous batch/crawl scope, and truth/completeness claims. Documentation only; no live data, endpoint invocation, installation or payment. Other discovered, held or excluded components are outside this approval.","url":"https://github.com/olostep/olostep-mcp-server","primarySourceURLs":["https://www.olostep.com/integrations/mcp-server","https://github.com/olostep/olostep-mcp-server/blob/main/README.md"],"id":"RWE-6850","relevance":{"id":"RWE-6850","decision":"Core","rationale":"Search live public web results, retrieve specified pages as Markdown/text, and discover site URLs for evidence gathering. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"Search live public web results, retrieve specified pages as Markdown/text, and discover site URLs for evidence gathering. Limits: API key and provider quotas; country routing and rendering affect results. Excludes generated Answers, commercial entity workflows, autonomous batch/crawl scope, and truth/completeness claims. Documentation only; no live data, endpoint invocation, installation or payment. Other discovered, held or excluded components are outside this approval.","evidenceLevel":"published-card","evidenceRefs":["https://www.olostep.com/integrations/mcp-server","https://github.com/olostep/olostep-mcp-server/blob/main/README.md"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"Geoapify","kind":"Research tool","category":"RWE Data & Analytics","summary":"Geocode addresses, reverse-geocode coordinates, list healthcare place categories and retrieve nearby pharmacies/facilities; calculate routes and travel-time/distance matrices as access-analysis inputs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"geocoding, healthcare place search and route matrices","workflowFit":["RWE Data & Analytics"],"capabilities":["Geocode addresses, reverse-geocode coordinates, list healthcare place categories and retrieve nearby pharmacies/facilities; calculate routes and travel-time/distance matrices as access-analysis inputs."],"limitation":"API key/underlying quotas; coverage, geocoding uncertainty and routing assumptions need independent checking. Travel estimates do not establish health access, service capacity or equity. Documentation only; no live data, endpoint invocation, installation or payment.","url":"https://geoapify.com/mcp","primarySourceURLs":["https://www.geoapify.com/mcp/"],"id":"RWE-6852","relevance":{"id":"RWE-6852","decision":"Core","rationale":"Geocode addresses, reverse-geocode coordinates, list healthcare place categories and retrieve nearby pharmacies/facilities; calculate routes and travel-time/distance…. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"Geocode addresses, reverse-geocode coordinates, list healthcare place categories and retrieve nearby pharmacies/facilities; calculate routes and travel-time/distance matrices as access-analysis inputs. Limits: API key/underlying quotas; coverage, geocoding uncertainty and routing assumptions need independent checking. Travel estimates do not establish health access, service capacity or equity. Documentation only; no live data, endpoint invocation, installation or payment.","evidenceLevel":"published-card","evidenceRefs":["https://www.geoapify.com/mcp/"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"MotherDuck","kind":"Research tool","category":"RWE Data & Analytics","summary":"Explore authorized database catalogues and run read-only analytical SQL through the hosted query tool.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"MotherDuck hosted read-only query","workflowFit":["RWE Data & Analytics"],"capabilities":["Explore authorized database catalogues and run read-only analytical SQL through the hosted query tool."],"limitation":"Hosted account/OAuth or token required; query_rw exists separately and is excluded. Database correctness, study design, permission configuration and complete output untested. Local DuckDB adapter is separately reviewed. Documentation only; no live data, endpoint invocation, installation or payment.","url":"https://motherduck.com/docs/key-tasks/ai-and-motherduck/mcp-setup","primarySourceURLs":["https://motherduck.com/docs/key-tasks/ai-and-motherduck/mcp-setup"],"id":"RWE-6853","relevance":{"id":"RWE-6853","decision":"Core","rationale":"Explore authorized database catalogues and run read-only analytical SQL through the hosted query tool. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"Explore authorized database catalogues and run read-only analytical SQL through the hosted query tool. Limits: Hosted account/OAuth or token required; query_rw exists separately and is excluded. Database correctness, study design, permission configuration and complete output untested. Local DuckDB adapter is separately reviewed. Documentation only; no live data, endpoint invocation, installation or payment.","evidenceLevel":"published-card","evidenceRefs":["https://motherduck.com/docs/key-tasks/ai-and-motherduck/mcp-setup"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"ClickHouse Cloud","kind":"Research tool","category":"RWE Data & Analytics","summary":"Discover tables and run SELECT-only analytical queries over authorized ClickHouse Cloud data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"ClickHouse Cloud list_databases, list_tables and run_select_query","workflowFit":["RWE Data & Analytics"],"capabilities":["Discover tables and run SELECT-only analytical queries over authorized ClickHouse Cloud data."],"limitation":"Requires enabled Cloud service/OAuth; excludes service administration and other tools. SQL/data/model validity and exhaustive retrieval untested. Documentation only; no live data, endpoint invocation, installation or payment.","url":"https://clickhouse.com/docs/products/cloud/features/ai-ml/mcp/remote-mcp","primarySourceURLs":["https://clickhouse.com/docs/products/cloud/features/ai-ml/mcp/remote-mcp"],"id":"RWE-6854","relevance":{"id":"RWE-6854","decision":"Core","rationale":"Discover tables and run SELECT-only analytical queries over authorized ClickHouse Cloud data. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"Discover tables and run SELECT-only analytical queries over authorized ClickHouse Cloud data. Limits: Requires enabled Cloud service/OAuth; excludes service administration and other tools. SQL/data/model validity and exhaustive retrieval untested. Documentation only; no live data, endpoint invocation, installation or payment.","evidenceLevel":"published-card","evidenceRefs":["https://clickhouse.com/docs/products/cloud/features/ai-ml/mcp/remote-mcp"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"Mixedbread","kind":"Research tool","category":"RWE Data & Analytics","summary":"Retrieve relevant document chunks and files from specified user stores with query, store identifiers, file filters and top-k controls.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Mixedbread Store Search and Store File Search","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve relevant document chunks and files from specified user stores with query, store identifiers, file filters and top-k controls."],"limitation":"Search default5 and chunk maximum100; retrieval limited to supplied stores/indexing and can omit relevant evidence. No store deletion/creation, ranking validity or answer correctness approval. Documentation only; no live data, endpoint invocation, installation or payment.","url":"https://mixedbread.com/mcp/tools.md","primarySourceURLs":["https://www.mixedbread.com/mcp/tools.md"],"id":"RWE-6855","relevance":{"id":"RWE-6855","decision":"Core","rationale":"Retrieve relevant document chunks and files from specified user stores with query, store identifiers, file filters and top-k controls. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"Retrieve relevant document chunks and files from specified user stores with query, store identifiers, file filters and top-k controls. Limits: Search default5 and chunk maximum100; retrieval limited to supplied stores/indexing and can omit relevant evidence. No store deletion/creation, ranking validity or answer correctness approval. Documentation only; no live data, endpoint invocation, installation or payment.","evidenceLevel":"published-card","evidenceRefs":["https://www.mixedbread.com/mcp/tools.md"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"Databricks","kind":"MCP server","category":"RWE Data & Analytics","summary":"Execute an explicit SQL query over authorized Unity Catalog tables using the managed SQL MCP endpoint and warehouse selection.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Databricks SQL execute_sql selected reads","workflowFit":["RWE Data & Analytics"],"capabilities":["Execute an explicit SQL query over authorized Unity Catalog tables using the managed SQL MCP endpoint and warehouse selection."],"limitation":"Public Preview; server also permits writes by default, excluded here. Async polling required and large results truncated. No semantic interpretation or scientific/clinical validity; no Genie/AI Search/whole platform approval. Documentation only; no live data, endpoint invocation, installation or payment.","url":"https://docs.databricks.com/aws/en/agents/mcp-tools/databricks-sql","primarySourceURLs":["https://docs.databricks.com/aws/en/agents/mcp-tools/databricks-sql"],"id":"RWE-6858","relevance":{"id":"RWE-6858","decision":"Core","rationale":"Execute an explicit SQL query over authorized Unity Catalog tables using the managed SQL MCP endpoint and warehouse selection. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"Execute an explicit SQL query over authorized Unity Catalog tables using the managed SQL MCP endpoint and warehouse selection. Limits: Public Preview; server also permits writes by default, excluded here. Async polling required and large results truncated. No semantic interpretation or scientific/clinical validity; no Genie/AI Search/whole platform approval. Documentation only; no live data, endpoint invocation, installation or payment.","evidenceLevel":"published-card","evidenceRefs":["https://docs.databricks.com/aws/en/agents/mcp-tools/databricks-sql"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"LlamaIndex","kind":"MCP server","category":"RWE Data & Analytics","summary":"Parse supplied documents to text/Markdown, read indexed files, pattern-search them and retrieve indexed document passages through MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"LlamaParse parseFile, parseWithLiteParse and read/search index tools","workflowFit":["RWE Data & Analytics"],"capabilities":["Parse supplied documents to text/Markdown, read indexed files, pattern-search them and retrieve indexed document passages through MCP."],"limitation":"NA/EU account regions differ; LiteParse PDF-only and suited to simple text layouts; index readiness and explicit synchronization matter. Excludes document classification, generated extraction schemas, page complexity judgments and whole platform approval. Documentation only; no live data, endpoint invocation, installation or payment.","url":"https://developers.llamaindex.ai/llamaparse/for-agents/mcp","primarySourceURLs":["https://developers.llamaindex.ai/llamaparse/for-agents/mcp/"],"id":"RWE-6859","relevance":{"id":"RWE-6859","decision":"Core","rationale":"Parse supplied documents to text/Markdown, read indexed files, pattern-search them and retrieve indexed document passages through MCP. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"Parse supplied documents to text/Markdown, read indexed files, pattern-search them and retrieve indexed document passages through MCP. Limits: NA/EU account regions differ; LiteParse PDF-only and suited to simple text layouts; index readiness and explicit synchronization matter. Excludes document classification, generated extraction schemas, page complexity judgments and whole platform approval. Documentation only; no live data, endpoint invocation, installation or payment.","evidenceLevel":"published-card","evidenceRefs":["https://developers.llamaindex.ai/llamaparse/for-agents/mcp/"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"Snowflake","kind":"Research tool","category":"RWE Data & Analytics","summary":"Expose a configured read-only SQL execution tool over authorized Snowflake data with warehouse and timeout options.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Snowflake SYSTEM_EXECUTE_SQL configured read_only","workflowFit":["RWE Data & Analytics"],"capabilities":["Expose a configured read-only SQL execution tool over authorized Snowflake data with warehouse and timeout options."],"limitation":"Requires account/server configuration and grants; read_only defaults true but can be changed. Excludes Cortex-generated answers, generic UDFs/stored procedures and write SQL. No scientific validity; unavailable in China/government regions per docs. Documentation only; no live data, endpoint invocation, installation or payment.","url":"https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-agents-mcp.md","primarySourceURLs":["https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-agents-mcp.md"],"id":"RWE-6860","relevance":{"id":"RWE-6860","decision":"Core","rationale":"Expose a configured read-only SQL execution tool over authorized Snowflake data with warehouse and timeout options. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"Expose a configured read-only SQL execution tool over authorized Snowflake data with warehouse and timeout options. Limits: Requires account/server configuration and grants; read_only defaults true but can be changed. Excludes Cortex-generated answers, generic UDFs/stored procedures and write SQL. No scientific validity; unavailable in China/government regions per docs. Documentation only; no live data, endpoint invocation, installation or payment.","evidenceLevel":"published-card","evidenceRefs":["https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-agents-mcp.md"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"serpapi/serpapi-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Retrieve structured Google Scholar search results through the documented MCP search tool and per-engine parameters.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"serpapi/serpapi-mcp","website":"GitHub","packages":"search with engine google_scholar","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Retrieve structured Google Scholar search results through the documented MCP search tool and per-engine parameters."],"limitation":"SerpApi key/subscription and engine quotas; search coverage/indexing and citations not validated. Excludes commercial/shopping/finance engines and generated truth claims; compact output may omit metadata. Documentation only; no live data, endpoint invocation, installation or payment.","url":"https://github.com/serpapi/serpapi-mcp","primarySourceURLs":["https://serpapi.com/integrations/mcp","https://github.com/serpapi/serpapi-mcp/blob/main/README.md"],"id":"RWE-6861","relevance":{"id":"RWE-6861","decision":"Core","rationale":"Retain the documented evidence function: Retrieve structured Google Scholar search results through the documented MCP search tool and per-engine parameters. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve structured Google Scholar search results through the documented MCP search tool and per-engine parameters.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/serpapi/serpapi-mcp","https://serpapi.com/integrations/mcp","https://github.com/serpapi/serpapi-mcp/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"Zinin trial, FDA and regulatory document records","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Reviewed components: clinical-trials-monitor — registry metadata retrieval: Query up to 25 condition, drug or sponsor terms for 1–100 most-recently-updated ClinicalTrials.gov studies per query, optionally last-updated within 1–3,650 days; documented NCT ID, status, phase, sponsor, dates and source links.; fda-approval-feed — approval/recall source observations: Retrieve documented openFDA approval/recall observations for up to 25 drug/company queries with dataset selection and 1–50 results per query/source. Current actor README describes sponsor/product matching, application/recall identities and primary citations.; official-gazette-regulatory-action-router — document identity/title/link retrieval only: Match literal Turkish title keywords and allowed publication classes within a bounded Gazette issue; current actor output examples preserve issue/date, official document ID/title/URL and matched keywords, usable for health/environment policy document discovery.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"clinical-trials-monitor — registry metadata retrieval; fda-approval-feed — approval/recall source observations; official-gazette-regulatory-action-router — document identity/title/link retrieval only","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["clinical-trials-monitor — registry metadata retrieval: Query up to 25 condition, drug or sponsor terms for 1–100 most-recently-updated ClinicalTrials.gov studies per query, optionally last-updated within 1–3,650 days; documented NCT ID, status, phase, sponsor, dates and source links.","fda-approval-feed — approval/recall source observations: Retrieve documented openFDA approval/recall observations for up to 25 drug/company queries with dataset selection and 1–50 results per query/source. Current actor README describes sponsor/product matching, application/recall identities and primary citations.","official-gazette-regulatory-action-router — document identity/title/link retrieval only: Match literal Turkish title keywords and allowed publication classes within a bounded Gazette issue; current actor output examples preserve issue/date, official document ID/title/URL and matched keywords, usable for health/environment policy document discovery."],"limitation":"clinical-trials-monitor — registry metadata retrieval: Only bounded public registry observations are approved; no efficacy, approval, eligibility or causal interpretation, no exhaustive pagination, no independently validated confidence or recommended actions. Current publisher README corroborates the retrieval inputs and fields; its richer delivery metadata is not assumed identical to the gateway envelope. Documentation-only; no MCP invocations, actor runs, paid requests or runtime validation. Gateway and direct actor payment models differ; billing, delivery, confidence and recommended-action claims are publisher assertions, not independent validation. No whole Zinin bundle approval. fda-approval-feed — approval/recall source observations: Current actor approval definition is bounded original-approval ORIG/AP/180-day observations, not all regulatory events. Full-text matches may be unrelated to the named company/product; current README distinguishes them. No automatic drug safety/efficacy verdict, proof that an event is new, comprehensive recall surveillance or validated confidence. Current actor delivery/attribution details are supporting scope evidence, not byte-equivalent gateway output. Documentation-only; no MCP invocations, actor runs, paid requests or runtime validation. Gateway and direct actor payment models differ; billing, delivery, confidence and recommended-action claims are publisher assertions, not independent validation. No whole Zinin bundle approval. official-gazette-regulatory-action-router — document identity/title/link retrieval only: Only cited publication discovery is approved. No legal effect, review deadline, priorityScore, professional recommendation or compliance action validation. PDF handling is container/index-title checking, not text interpretation; effectiveDate may be null. At most 20 matched documents and 100 signals; lookback is a missing-issue fallback up to seven days, not an exhaustive corpus search. Gateway and direct actor versions are not asserted equivalent. Documentation-only; no MCP invocations, actor runs, paid requests or runtime validation. Gateway and direct actor payment models differ; billing, delivery, confidence and recommended-action claims are publisher assertions, not independent validation. No whole Zinin bundle approval.","url":"https://api.timzinin.com/mcp/market-data","primarySourceURLs":["https://api.timzinin.com/mcp/market-data","https://api.timzinin.com/openapi.json","https://api.timzinin.com/.well-known/x402","https://apify.com/zinin/clinical-trials-monitor","https://apify.com/zinin/fda-approval-feed"],"id":"RWE-6862","relevance":{"id":"RWE-6862","decision":"Core","rationale":"Retain the documented evidence function: ClinicalTrials.gov registry and FDA approval/recall observations only; general Gazette keyword routing excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"ClinicalTrials.gov registry and FDA approval/recall observations only; general Gazette keyword routing excluded.","evidenceLevel":"published-card","evidenceRefs":["https://api.timzinin.com/mcp/market-data","https://api.timzinin.com/openapi.json","https://api.timzinin.com/.well-known/x402","https://apify.com/zinin/clinical-trials-monitor","https://apify.com/zinin/fda-approval-feed"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"Zinin structured source-page extraction","kind":"Research tool","category":"RWE Data & Analytics","summary":"Reviewed components: structured-extract — evidence-source preparation only: Extract selected title/description/canonical URL/JSON-LD/headings/links from up to 100 public static HTML URLs with one documented row per URL.; sitemap-to-knowledge — evidence-source preparation only: Discover conventional sitemaps and prepare source-linked text chunks for retrieval; current actor docs cap each site at ten child sitemaps, 25 pages and 200 chunks.; url-to-markdown — evidence-source preparation only: Fetch up to 100 specified public HTML URLs and return readable Markdown with source identity; optional preservation of links, documented parallelism 1–30.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"structured-extract — evidence-source preparation only; sitemap-to-knowledge — evidence-source preparation only; url-to-markdown — evidence-source preparation only","workflowFit":["RWE Data & Analytics"],"capabilities":["structured-extract — evidence-source preparation only: Extract selected title/description/canonical URL/JSON-LD/headings/links from up to 100 public static HTML URLs with one documented row per URL.","sitemap-to-knowledge — evidence-source preparation only: Discover conventional sitemaps and prepare source-linked text chunks for retrieval; current actor docs cap each site at ten child sitemaps, 25 pages and 200 chunks.","url-to-markdown — evidence-source preparation only: Fetch up to 100 specified public HTML URLs and return readable Markdown with source identity; optional preservation of links, documented parallelism 1–30."],"limitation":"structured-extract — evidence-source preparation only: Only source-page metadata/text preparation; no email/price lead generation, semantic fact verification or independent confidence scoring. Deterministic regex extraction can misparse HTML; no browser/rendered content or schema-specific health extraction validation. Documentation-only; no MCP invocations, actor runs, paid requests or runtime validation. Gateway and direct actor payment models differ; billing, delivery, confidence and recommended-action claims are publisher assertions, not independent validation. No whole Zinin bundle approval. sitemap-to-knowledge — evidence-source preparation only: This is incomplete corpus preparation, not exhaustive search or evidence synthesis. Homepage fallback, failed/skipped pages and truncation are documented gaps; no embeddings, semantic validity or independently verified confidence. Gateway description says roughly 1,000-character chunks; current actor richer hash/gap outputs are not asserted identically deployed. Documentation-only; no MCP invocations, actor runs, paid requests or runtime validation. Gateway and direct actor payment models differ; billing, delivery, confidence and recommended-action claims are publisher assertions, not independent validation. No whole Zinin bundle approval. url-to-markdown — evidence-source preparation only: Static HTML only; no PDF/OCR/browser coverage or extraction fidelity validation. Current actor describes normalized deduplication and completeness warnings; only readable source retrieval is approved, not confidence/action judgments or SEO marketing workflows. Documentation-only; no MCP invocations, actor runs, paid requests or runtime validation. Gateway and direct actor payment models differ; billing, delivery, confidence and recommended-action claims are publisher assertions, not independent validation. No whole Zinin bundle approval.","url":"https://api.timzinin.com/mcp/web-intel","primarySourceURLs":["https://api.timzinin.com/mcp/web-intel","https://api.timzinin.com/openapi.json","https://api.timzinin.com/.well-known/x402","https://apify.com/zinin/structured-extract","https://apify.com/zinin/sitemap-to-knowledge"],"id":"RWE-6863","relevance":{"id":"RWE-6863","decision":"Core","rationale":"structured-extract — evidence-source preparation only: Extract selected title/description/canonical URL/JSON-LD/headings/links from up to 100 public static HTML URLs…. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"Reviewed components: structured-extract — evidence-source preparation only: Extract selected title/description/canonical URL/JSON-LD/headings/links from up to 100 public static HTML URLs with one documented row per URL.; sitemap-to-knowledge — evidence-source preparation only: Discover conventional sitemaps and prepare source-linked text chunks for retrieval; current actor docs cap each site at ten child sitemaps, 25 pages and 200 chunks.; url-to-markdown — evidence-source preparation only: Fetch up to 100 specified public HTML URLs and return readable Markdown with source identity; optional preservation of links, documented parallelism 1–30. Limits: structured-extract — evidence-source preparation only: Only source-page metadata/text preparation; no email/price lead generation, semantic fact verification or independent confidence scoring. Deterministic regex extraction can misparse HTML; no browser/rendered content or schema-specific health extraction validation. Documentation-only; no MCP invocations, actor runs, paid requests or runtime validation. Gateway and direct actor payment models differ; billing, delivery, confidence and recommended-action claims are publisher assertions, not independent validation. No whole Zinin bundle approval. sitemap-to-knowledge — evidence-source preparation only: This is incomplete corpus preparation, not exhaustive search or evidence synthesis. Homepage fallback, failed/skipped pages and truncation are documented gaps; no embeddings, semantic validity or independently verified confidence. Gateway description says roughly 1,000-character chunks; current actor richer hash/gap outputs are not asserted identically deployed. Documentation-only; no MCP invocations, actor runs, paid requests or runtime validation. Gateway and direct actor payment models differ; billing, delivery, confidence and recommended-action claims are publisher assertions, not independent validation. No whole Zinin bundle approval. url-to-markdown — evidence-source preparation only: Static HTML only; no PDF/OCR/browser coverage or extraction fidelity validation. Current actor describes normalized deduplication and completeness warnings; only readable source retrieval is approved, not confidence/action judgments or SEO marketing workflows. Documentation-only; no MCP invocations, actor runs, paid requests or runtime validation. Gateway and direct actor payment models differ; billing, delivery, confidence and recommended-action claims are publisher assertions, not independent validation. No whole Zinin bundle approval.","evidenceLevel":"published-card","evidenceRefs":["https://api.timzinin.com/mcp/web-intel","https://api.timzinin.com/openapi.json","https://api.timzinin.com/.well-known/x402","https://apify.com/zinin/structured-extract","https://apify.com/zinin/sitemap-to-knowledge"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"Kinetic preference-study preparation and data access","kind":"MCP component","category":"Trials & Study Design","summary":"Prepare and preview MaxDiff or conjoint preference studies, then retrieve account-owned stored results and response exports for independent review.","tags":["Preference study design","Research data access"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"kinetic.study_create, study_get, study_list, survey_preview, results_get and results_export_csv — MaxDiff/conjoint study preparation and fieldwork data/result retrieval only","workflowFit":["Trials & Study Design"],"capabilities":["Create and inspect draft MaxDiff/conjoint study setup using explicit methodology, product/segment context and server-stamped method version; preview respondent task payloads.","Retrieve account-owned stored analysis results and export per-respondent responses or computed-result tables for independent review."],"limitation":"Static documentation and selected OpenAPI review only; no account creation, survey launch, tool invocation, payment or respondent data access. MCP requires OAuth/user or workspace authority; REST tokens are not MCP credentials. Evidence belongs to the account study and comes from recruited fieldwork; the documented API cannot manufacture or import respondent answers. Method configuration and result 200 schemas are incomplete/untyped, and estimation algorithms, uncertainty and response-quality logic were not independently verified. Results-get thresholds are 30 valid responses for MaxDiff and 50 for conjoint, whereas export documentation says at least five for computed results; these provider gates are not statistical-validity guarantees. Inline CSV beyond about 2 MB is null and requires website download. Stored utilities/importances are retrieved outputs, not validated health-state utilities, population preference estimates or treatment effects. Excludes inferred purchase/revenue forecasts, general pricing/scenario/billing workflows and AI narrative accuracy. No blanket 100-tool approval.","url":"https://mcp.kineticpricing.com/mcp","primarySourceURLs":["https://mcp.kineticpricing.com/mcp","https://kineticpricing.com/","https://kineticpricing.com/developers/","https://api.kineticpricing.com/v1/openapi.json","https://kineticpricing.com/llms.txt"],"id":"RWE-6879","relevance":{"id":"RWE-6879","decision":"Core","rationale":"Conjoint/MaxDiff study preparation and respondent/result exports provide a reusable preference-study method; market context does not validate health utilities or estimator correctness.","relevanceBasis":"Create and inspect draft MaxDiff/conjoint study setup using explicit methodology, product/segment context and server-stamped method version; preview respondent task payloads.; Retrieve account-owned stored analysis results and export per-respondent responses or computed-result tables for independent review.","evidenceLevel":"published-card","evidenceRefs":["https://mcp.kineticpricing.com/mcp","https://kineticpricing.com/","https://kineticpricing.com/developers/","https://api.kineticpricing.com/v1/openapi.json","https://kineticpricing.com/llms.txt"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"Principia — construct and instrument metadata","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Look up named constructs, instruments and their published metadata through selected registry retrieval tools.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"people-analyst/principia","website":"Hosted documentation","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["principia.constructs.list/lookup/search: retrieve named constructs and search names, definitions, aliases and codes.","principia.instruments.list/lookup: retrieve instrument metadata and construct-linked records; principia.citations.lookup/search: retrieve citation records or search title, reference, DOI and authors."],"limitation":"No runtime test or public implementation audit; declared repository returned 404. Current descriptor permits unkeyed single lookups/capped searches with limit <=5 and no cursor; keyed scope/rate limits apply. Older llms inventory and generated MCP reference disagree on counts, so only exact current named retrieval subset is approved. Registry coverage is incomplete; absent/withheld values are not zero, copyrighted item wording is withheld, and PENDING owned-scale psychometrics are predicted design values rather than measured reliability. No approval of scoring, adaptive assessment, scale validity, clinical use, synthesis/priors, interventions, deployment, or all 76 tools.","url":"https://peopleprincipia.com","primarySourceURLs":["https://peopleprincipia.com/.well-known/mcp.json","https://peopleprincipia.com","https://peopleprincipia.com/registry/about","https://peopleanalyst.com/research/principia","https://peopleanalyst.com/research/principia/engineering"],"id":"RWE-6908","relevance":{"id":"RWE-6908","decision":"Core","rationale":"Retain the documented evidence function: Look up named constructs, instruments and their published metadata through selected registry retrieval tools. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Look up named constructs, instruments and their published metadata through selected registry retrieval tools.","evidenceLevel":"published-card","evidenceRefs":["https://peopleprincipia.com","https://peopleprincipia.com/.well-known/mcp.json","https://peopleprincipia.com/registry/about","https://peopleanalyst.com/research/principia","https://peopleanalyst.com/research/principia/engineering"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://vicp-registry.org/mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Read-only MCP searches/fetches published vaccine-compensation court records and source text, with dataset-level compensation/outcome summaries for policy/legal-context research.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Read-only MCP searches/fetches published vaccine-compensation court records and source text, with dataset-level compensation/outcome summaries for policy/legal-context research."],"limitation":"Filed/published petitions are a selected incomplete corpus, not safety incidence or evidence that vaccination caused an alleged injury. AI-extracted fields/summaries and regex-derived judge names can err; award-unit corrections and missing historical cases are documented. Source documents require checking; attorney ranking and causal inference not approved.","url":"https://vicp-registry.org/mcp","primarySourceURLs":["https://vicp-registry.org/mcp","https://vicp-registry.org/mcp-setup","https://vicp-registry.org/about","https://vicp-registry.org/methodology"],"id":"RWE-6299","relevance":{"id":"RWE-6299","decision":"Core","rationale":"Read-only MCP searches/fetches published vaccine-compensation court records and source text, with dataset-level compensation/outcome summaries for…. The selected source explicitly concerns global-health indicators or vaccine-compensation policy records; neither aggregate values nor petitions establish causal risk.","relevanceBasis":"Read-only MCP searches/fetches published vaccine-compensation court records and source text, with dataset-level compensation/outcome summaries for policy/legal-context research. Limits: Filed/published petitions are a selected incomplete corpus, not safety incidence or evidence that vaccination caused an alleged injury. AI-extracted fields/summaries and regex-derived judge names can err; award-unit corrections and missing historical cases are documented. Source documents require checking; attorney ranking and causal inference not approved.","evidenceLevel":"published-card","evidenceRefs":["https://vicp-registry.org/mcp","https://vicp-registry.org/mcp-setup","https://vicp-registry.org/about","https://vicp-registry.org/methodology"],"reviewGroup":"population-health-policy-source"}},{"name":"Statistician documented interface","kind":"MCP server","category":"RWE Data & Analytics","summary":"Statistical MCP for dataset inspection, group comparisons, power/sample-size calculation and regression using SciPy/statsmodels.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bmewing/statistician_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Statistical MCP for dataset inspection, group comparisons, power/sample-size calculation and regression using SciPy/statsmodels."],"limitation":"Two source repositories publish identical README documentation; this does not establish identical implementation or common authorship. Research analysis enabler; method selection, assumptions and generated interpretations require independent checking. Manufacturing SPC tools are not separately approved. README is text-identical to ypotheto/statistician-mcp; preserve observed repository identity until publisher/copy relationship is established. Documentation-only, no independent method or interpretation validation.","url":"https://github.com/bmewing/statistician_mcp","primarySourceURLs":["https://github.com/ypotheto/statistician-mcp/blob/main/README.md","https://github.com/bmewing/statistician_mcp/blob/main/README.md","https://github.com/ypotheto/statistician-mcp","https://github.com/bmewing/statistician_mcp"],"id":"RWE-6302","relevance":{"id":"RWE-6302","decision":"Core","rationale":"Statistical MCP for dataset inspection, group comparisons, power/sample-size calculation and regression using SciPy/statsmodels. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"Statistical MCP for dataset inspection, group comparisons, power/sample-size calculation and regression using SciPy/statsmodels. Limits: Two source repositories publish identical README documentation; this does not establish identical implementation or common authorship. Research analysis enabler; method selection, assumptions and generated interpretations require independent checking. Manufacturing SPC tools are not separately approved. README is text-identical to ypotheto/statistician-mcp; preserve observed repository identity until publisher/copy relationship is established. Documentation-only, no independent method or interpretation validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ypotheto/statistician-mcp/blob/main/README.md","https://github.com/bmewing/statistician_mcp/blob/main/README.md","https://github.com/ypotheto/statistician-mcp","https://github.com/bmewing/statistician_mcp"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"codenolimits/agent-veille","kind":"Research tool","category":"RWE Data & Analytics","summary":"AgentVeille chercher retrieves dated, sourced results across arXiv, Hacker News and GitHub, with daily topic scanning.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"codenolimits/agent-veille","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["AgentVeille chercher retrieves dated, sourced results across arXiv, Hacker News and GitHub, with daily topic scanning."],"limitation":"Only scholarly source-discovery component; the client judges and normalizes results. Hugging Face, Reddit and YouTube are planned, and general AI trend monitoring is not a research method.","url":"https://github.com/codenolimits/agent-veille","primarySourceURLs":["https://github.com/CodeNoLimits/agent-veille/blob/main/README.md","https://github.com/CodeNoLimits/agent-veille"],"id":"RWE-6301","relevance":{"id":"RWE-6301","decision":"Core","rationale":"AgentVeille chercher retrieves dated, sourced results across arXiv, Hacker News and GitHub, with daily topic scanning. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"AgentVeille chercher retrieves dated, sourced results across arXiv, Hacker News and GitHub, with daily topic scanning. Limits: Only scholarly source-discovery component; the client judges and normalizes results. Hugging Face, Reddit and YouTube are planned, and general AI trend monitoring is not a research method.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/CodeNoLimits/agent-veille/blob/main/README.md","https://github.com/CodeNoLimits/agent-veille"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"nso-india/esankhyiki-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"MoSPI sequential dataset/indicator/metadata/data tools expose NFHS health/nutrition, disability, sanitation and household-health-expenditure survey indicators.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nso-india/esankhyiki-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MoSPI sequential dataset/indicator/metadata/data tools expose NFHS health/nutrition, disability, sanitation and household-health-expenditure survey indicators."],"limitation":"Choose valid metadata filters and verify survey definitions/years. NSS subparts use parent-round routing; no causal interpretation or all-dataset method validation.","url":"https://github.com/nso-india/esankhyiki-mcp","primarySourceURLs":["https://github.com/nso-india/esankhyiki-mcp/blob/main/README.md","https://github.com/nso-india/esankhyiki-mcp"],"id":"RWE-6303","relevance":{"id":"RWE-6303","decision":"Core","rationale":"MoSPI sequential dataset/indicator/metadata/data tools expose NFHS health/nutrition, disability, sanitation and household-health-expenditure survey indicators. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"MoSPI sequential dataset/indicator/metadata/data tools expose NFHS health/nutrition, disability, sanitation and household-health-expenditure survey indicators. Limits: Choose valid metadata filters and verify survey definitions/years. NSS subparts use parent-round routing; no causal interpretation or all-dataset method validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/nso-india/esankhyiki-mcp/blob/main/README.md","https://github.com/nso-india/esankhyiki-mcp"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"hlucent/seoul-uncomfort-report-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Seoul complaints MCP retrieves aggregate counts by sector, district and year/month including health, sanitation and environmental complaints.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hlucent/seoul-uncomfort-report-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Seoul complaints MCP retrieves aggregate counts by sector, district and year/month including health, sanitation and environmental complaints."],"limitation":"Fly.io service ended2026-08-23; source/local workflow only. Missing future-month fields arrive as0, not observed zero complaints; reporting propensity prevents direct morbidity inference.","url":"https://github.com/hlucent/seoul-uncomfort-report-mcp","primarySourceURLs":["https://github.com/hlucent/seoul-uncomfort-report-mcp/blob/master/README.md","https://github.com/hlucent/seoul-uncomfort-report-mcp"],"id":"RWE-6307","relevance":{"id":"RWE-6307","decision":"Core","rationale":"Seoul complaints MCP retrieves aggregate counts by sector, district and year/month including health, sanitation and environmental complaints. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"Seoul complaints MCP retrieves aggregate counts by sector, district and year/month including health, sanitation and environmental complaints. Limits: Fly.io service ended2026-08-23; source/local workflow only. Missing future-month fields arrive as0, not observed zero complaints; reporting propensity prevents direct morbidity inference.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hlucent/seoul-uncomfort-report-mcp/blob/master/README.md","https://github.com/hlucent/seoul-uncomfort-report-mcp"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"andermc66/enaho-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"INEI ENAHO/ENDES MCP locates/downloads survey modules, exposes join/weight metadata, computes design-aware aggregate estimates and generates reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"andermc66/enaho-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["INEI ENAHO/ENDES MCP locates/downloads survey modules, exposes join/weight metadata, computes design-aware aggregate estimates and generates reports."],"limitation":"Author validation claims not independently tested. Other profiles are inferred; variable index covers16/67 surveys, panel expansion weights are unresolved, PDF conversion lacks OCR/table reconstruction and cached catalog can be stale.","url":"https://github.com/andermc66/enaho-mcp","primarySourceURLs":["https://github.com/AnderMC66/enaho-mcp/blob/master/README.md","https://github.com/AnderMC66/enaho-mcp"],"id":"RWE-6308","relevance":{"id":"RWE-6308","decision":"Core","rationale":"INEI ENAHO/ENDES MCP locates/downloads survey modules, exposes join/weight metadata, computes design-aware aggregate estimates and generates reports. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"INEI ENAHO/ENDES MCP locates/downloads survey modules, exposes join/weight metadata, computes design-aware aggregate estimates and generates reports. Limits: Author validation claims not independently tested. Other profiles are inferred; variable index covers16/67 surveys, panel expansion weights are unresolved, PDF conversion lacks OCR/table reconstruction and cached catalog can be stale.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/AnderMC66/enaho-mcp/blob/master/README.md","https://github.com/AnderMC66/enaho-mcp"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"rasitnarcicek/spss-mcp-extended","kind":"Research tool","category":"RWE Data & Analytics","summary":"SPSS bridge translates data preparation, hypothesis tests/regression and report requests into SPSS syntax and returns engine output.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rasitnarcicek/spss-mcp-extended","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["SPSS bridge translates data preparation, hypothesis tests/regression and report requests into SPSS syntax and returns engine output."],"limitation":"Requires licensed Windows SPSS; maintainer69/69 testing is not our runtime validation. Model assumptions and procedure compatibility require checks; no blanket methodological certification.","url":"https://github.com/rasitnarcicek/spss-mcp-extended","primarySourceURLs":["https://github.com/rasitnarcicek/spss-mcp-extended/blob/main/README.md","https://github.com/rasitnarcicek/spss-mcp-extended"],"id":"RWE-6310","relevance":{"id":"RWE-6310","decision":"Core","rationale":"SPSS bridge translates data preparation, hypothesis tests/regression and report requests into SPSS syntax and returns engine output. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"SPSS bridge translates data preparation, hypothesis tests/regression and report requests into SPSS syntax and returns engine output. Limits: Requires licensed Windows SPSS; maintainer69/69 testing is not our runtime validation. Model assumptions and procedure compatibility require checks; no blanket methodological certification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rasitnarcicek/spss-mcp-extended/blob/main/README.md","https://github.com/rasitnarcicek/spss-mcp-extended"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"robackab/novelty-research-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Novelty Research MCP records scientific-publication/patent/web retrieval and evidence access levels in SQLite sessions before rendering source-linked prior-art reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"robackab/novelty-research-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Novelty Research MCP records scientific-publication/patent/web retrieval and evidence access levels in SQLite sessions before rendering source-linked prior-art reports."],"limitation":"Only literature/prior-art retrieval and traceable reporting approved. claim_verified means text accessed, not claim truth; novelty/patentability judgments and deterministic relevance heuristics are not validated.","url":"https://github.com/robackab/novelty-research-mcp","primarySourceURLs":["https://github.com/RobackaB/novelty-research-mcp/blob/main/README.md","https://github.com/RobackaB/novelty-research-mcp"],"id":"RWE-6311","relevance":{"id":"RWE-6311","decision":"Core","rationale":"Novelty Research MCP records scientific-publication/patent/web retrieval and evidence access levels in SQLite sessions before rendering source-linked prior-art reports. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"Novelty Research MCP records scientific-publication/patent/web retrieval and evidence access levels in SQLite sessions before rendering source-linked prior-art reports. Limits: Only literature/prior-art retrieval and traceable reporting approved. claim_verified means text accessed, not claim truth; novelty/patentability judgments and deterministic relevance heuristics are not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/RobackaB/novelty-research-mcp/blob/main/README.md","https://github.com/RobackaB/novelty-research-mcp"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"lihongwen/deepresearch-mcpserver","kind":"Research tool","category":"RWE Data & Analytics","summary":"start_deep_research supplies a structured question/subquestion, source-search, synthesis and report workflow to the host assistant.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lihongwen/deepresearch-mcpserver","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["start_deep_research supplies a structured question/subquestion, source-search, synthesis and report workflow to the host assistant."],"limitation":"Instructional research scaffold relying on Claude search, not an independent search index or validated evidence-grading engine; publication-quality guarantees not established.","url":"https://github.com/lihongwen/deepresearch-mcpserver","primarySourceURLs":["https://github.com/lihongwen/deepresearch-mcpserver/blob/main/README.md","https://github.com/lihongwen/deepresearch-mcpserver"],"id":"RWE-6312","relevance":{"id":"RWE-6312","decision":"Core","rationale":"start_deep_research supplies a structured question/subquestion, source-search, synthesis and report workflow to the host assistant. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"start_deep_research supplies a structured question/subquestion, source-search, synthesis and report workflow to the host assistant. Limits: Instructional research scaffold relying on Claude search, not an independent search index or validated evidence-grading engine; publication-quality guarantees not established.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lihongwen/deepresearch-mcpserver/blob/main/README.md","https://github.com/lihongwen/deepresearch-mcpserver"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"markchiang/gpt-researcher-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"get_report MCP handler passes a query/report_type to GPTResearcher conduct_research and write_report, returning report, context and sources.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"markchiang/gpt-researcher-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["get_report MCP handler passes a query/report_type to GPTResearcher conduct_research and write_report, returning report, context and sources."],"limitation":"Wrapper component attributed to markchiang with Assaf Elovic upstream; Python implementation conflicts with README npx invocation. Packaging route must be checked and retrieval/synthesis correctness untested.","url":"https://github.com/markchiang/gpt-researcher-mcp","primarySourceURLs":["https://github.com/markchiang/gpt-researcher-mcp/blob/main/README.md","https://raw.githubusercontent.com/markchiang/gpt-researcher-mcp/4e9ea11dc23c3437589573c0133706b2998467fd/src/gpt_researcher_mcp/server.py","https://github.com/markchiang/gpt-researcher-mcp"],"id":"RWE-6313","relevance":{"id":"RWE-6313","decision":"Core","rationale":"get_report MCP handler passes a query/report_type to GPTResearcher conduct_research and write_report, returning report, context and sources. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"get_report MCP handler passes a query/report_type to GPTResearcher conduct_research and write_report, returning report, context and sources. Limits: Wrapper component attributed to markchiang with Assaf Elovic upstream; Python implementation conflicts with README npx invocation. Packaging route must be checked and retrieval/synthesis correctness untested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/markchiang/gpt-researcher-mcp/blob/main/README.md","https://raw.githubusercontent.com/markchiang/gpt-researcher-mcp/4e9ea11dc23c3437589573c0133706b2998467fd/src/gpt_researcher_mcp/server.py","https://github.com/markchiang/gpt-researcher-mcp"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"wrecks1997/koha-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Koha MCP searches library catalog by title, author, ISBN or subject and checks item availability.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wrecks1997/koha-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Koha MCP searches library catalog by title, author, ISBN or subject and checks item availability."],"limitation":"Bibliographic resource-discovery enabler only; configured GBS library credentials and holdings constrain access. No full text or evidence appraisal.","url":"https://github.com/wrecks1997/koha-mcp-server","primarySourceURLs":["https://github.com/wrecks1997/koha-mcp-server/blob/main/README.md","https://github.com/wrecks1997/koha-mcp-server"],"id":"RWE-6315","relevance":{"id":"RWE-6315","decision":"Core","rationale":"Koha MCP searches library catalog by title, author, ISBN or subject and checks item availability. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"Koha MCP searches library catalog by title, author, ISBN or subject and checks item availability. Limits: Bibliographic resource-discovery enabler only; configured GBS library credentials and holdings constrain access. No full text or evidence appraisal.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wrecks1997/koha-mcp-server/blob/main/README.md","https://github.com/wrecks1997/koha-mcp-server"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"opencodice-research/openreview-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"OpenReview MCP retrieves submissions, reviews, decisions and rebuttals; optional TF-IDF clustering returns recurrent weakness terms with source snippets.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"opencodice-research/openreview-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenReview MCP retrieves submissions, reviews, decisions and rebuttals; optional TF-IDF clustering returns recurrent weakness terms with source snippets."],"limitation":"Scholarly evidence and peer-review research enabler; restricted venues need credentials. Clusters are descriptive and client-labeled, not objective quality/acceptance predictors.","url":"https://github.com/opencodice-research/openreview-mcp","primarySourceURLs":["https://github.com/OpenCodice-Research/openreview-mcp/blob/main/README.md","https://github.com/OpenCodice-Research/openreview-mcp"],"id":"RWE-6318","relevance":{"id":"RWE-6318","decision":"Core","rationale":"Retain the documented evidence function: OpenReview MCP retrieves submissions, reviews, decisions and rebuttals; optional TF-IDF clustering returns recurrent weakness terms with source snippets. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenReview MCP retrieves submissions, reviews, decisions and rebuttals; optional TF-IDF clustering returns recurrent weakness terms with source snippets.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/opencodice-research/openreview-mcp","https://github.com/OpenCodice-Research/openreview-mcp/blob/main/README.md","https://github.com/OpenCodice-Research/openreview-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"reading-plus-ai/mcp-server-deep-research","kind":"MCP server","category":"RWE Data & Analytics","summary":"deep-research MCP prompt structures question elaboration, subquestions, host web search and cited synthesis.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"reading-plus-ai/mcp-server-deep-research","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["deep-research MCP prompt structures question elaboration, subquestions, host web search and cited synthesis."],"limitation":"Prompt/instruction component only, dependent on client search and reasoning; no independent retrieval engine or guaranteed comprehensive coverage.","url":"https://github.com/reading-plus-ai/mcp-server-deep-research","primarySourceURLs":["https://github.com/reading-plus-ai/mcp-server-deep-research/blob/main/README.md","https://github.com/reading-plus-ai/mcp-server-deep-research"],"id":"RWE-6320","relevance":{"id":"RWE-6320","decision":"Core","rationale":"deep-research MCP prompt structures question elaboration, subquestions, host web search and cited synthesis. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"deep-research MCP prompt structures question elaboration, subquestions, host web search and cited synthesis. Limits: Prompt/instruction component only, dependent on client search and reasoning; no independent retrieval engine or guaranteed comprehensive coverage.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/reading-plus-ai/mcp-server-deep-research/blob/main/README.md","https://github.com/reading-plus-ai/mcp-server-deep-research"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"teelaitila/deep-research-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Open Deep Research MCP iterates search/scraping with depth/breadth controls and produces source-linked reports.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"teelaitila/deep-research-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Open Deep Research MCP iterates search/scraping with depth/breadth controls and produces source-linked reports."],"limitation":"Experimental LLM-written implementation; source-reliability scores are heuristic and unvalidated. MCP does not ask CLI followup questions; API keys and retrieval service needed.","url":"https://github.com/teelaitila/deep-research-mcp","primarySourceURLs":["https://github.com/teelaitila/deep-research-mcp/blob/main/README.md","https://github.com/teelaitila/deep-research-mcp"],"id":"RWE-6321","relevance":{"id":"RWE-6321","decision":"Core","rationale":"Open Deep Research MCP iterates search/scraping with depth/breadth controls and produces source-linked reports. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"Open Deep Research MCP iterates search/scraping with depth/breadth controls and produces source-linked reports. Limits: Experimental LLM-written implementation; source-reliability scores are heuristic and unvalidated. MCP does not ask CLI followup questions; API keys and retrieval service needed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/teelaitila/deep-research-mcp/blob/main/README.md","https://github.com/teelaitila/deep-research-mcp"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"ameeralns/deepresearchmcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"DeepResearch MCP exposes research-session initialization, iterative search steps and report generation backed by Firecrawl/OpenAI.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ameeralns/deepresearchmcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["DeepResearch MCP exposes research-session initialization, iterative search steps and report generation backed by Firecrawl/OpenAI."],"limitation":"Token/rate limits can cause partial reports. Scholarly report formatting and numbered sources do not validate synthesis or search completeness.","url":"https://github.com/ameeralns/deepresearchmcp","primarySourceURLs":["https://github.com/ameeralns/DeepResearchMCP/blob/main/README.md","https://github.com/ameeralns/DeepResearchMCP"],"id":"RWE-6322","relevance":{"id":"RWE-6322","decision":"Core","rationale":"DeepResearch MCP exposes research-session initialization, iterative search steps and report generation backed by Firecrawl/OpenAI. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"DeepResearch MCP exposes research-session initialization, iterative search steps and report generation backed by Firecrawl/OpenAI. Limits: Token/rate limits can cause partial reports. Scholarly report formatting and numbered sources do not validate synthesis or search completeness.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ameeralns/DeepResearchMCP/blob/main/README.md","https://github.com/ameeralns/DeepResearchMCP"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"quanticsoul4772/analytical-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Analytical MCP documents descriptive statistics, regression, standard hypothesis tests, preprocessing and prediction-evaluation metrics.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"quanticsoul4772/analytical-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Analytical MCP documents descriptive statistics, regression, standard hypothesis tests, preprocessing and prediction-evaluation metrics."],"limitation":"Approve statistical analysis component only; assumptions and implementation accuracy untested. Exa confidence thresholds and logical-fallacy/decision scores are not independent evidence-validity assessments.","url":"https://github.com/quanticsoul4772/analytical-mcp","primarySourceURLs":["https://github.com/quanticsoul4772/analytical-mcp/blob/main/README.md","https://github.com/quanticsoul4772/analytical-mcp"],"id":"RWE-6323","relevance":{"id":"RWE-6323","decision":"Core","rationale":"Analytical MCP documents descriptive statistics, regression, standard hypothesis tests, preprocessing and prediction-evaluation metrics. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"Analytical MCP documents descriptive statistics, regression, standard hypothesis tests, preprocessing and prediction-evaluation metrics. Limits: Approve statistical analysis component only; assumptions and implementation accuracy untested. Exa confidence thresholds and logical-fallacy/decision scores are not independent evidence-validity assessments.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/quanticsoul4772/analytical-mcp/blob/main/README.md","https://github.com/quanticsoul4772/analytical-mcp"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"k02d/mcp-tabular","kind":"MCP server","category":"RWE Data & Analytics","summary":"Tabular MCP supports dataset summaries, missingness/outlier checks, correlations, group tests and CSV/SQLite transformations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"k02d/mcp-tabular","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Tabular MCP supports dataset summaries, missingness/outlier checks, correlations, group tests and CSV/SQLite transformations."],"limitation":"Research data preparation/analysis enabler; example sales data is illustrative. Automated insights/quality scores and time-series recommendations are not independent validity or causal checks.","url":"https://github.com/k02d/mcp-tabular","primarySourceURLs":["https://github.com/K02D/mcp-tabular/blob/main/README.md","https://github.com/K02D/mcp-tabular"],"id":"RWE-6324","relevance":{"id":"RWE-6324","decision":"Core","rationale":"Tabular MCP supports dataset summaries, missingness/outlier checks, correlations, group tests and CSV/SQLite transformations. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"Tabular MCP supports dataset summaries, missingness/outlier checks, correlations, group tests and CSV/SQLite transformations. Limits: Research data preparation/analysis enabler; example sales data is illustrative. Automated insights/quality scores and time-series recommendations are not independent validity or causal checks.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/K02D/mcp-tabular/blob/main/README.md","https://github.com/K02D/mcp-tabular"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"arman1o1/mcp-arxiv-analyzer","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"arXiv MCP searches papers, downloads/parses PDFs and retrieves cached sections/context for client-side findings summaries.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"arman1o1/mcp-arxiv-analyzer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["arXiv MCP searches papers, downloads/parses PDFs and retrieves cached sections/context for client-side findings summaries."],"limitation":"Sampling-capable client needed for summaries; fallback returns context. Layout extraction and synthesis can omit information; preprints are not validated evidence.","url":"https://github.com/arman1o1/mcp-arxiv-analyzer","primarySourceURLs":["https://github.com/arman1o1/mcp-arxiv-analyzer/blob/main/README.md","https://github.com/arman1o1/mcp-arxiv-analyzer"],"id":"RWE-6325","relevance":{"id":"RWE-6325","decision":"Core","rationale":"Retain the documented evidence function: arXiv MCP searches papers, downloads/parses PDFs and retrieves cached sections/context for client-side findings summaries. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"arXiv MCP searches papers, downloads/parses PDFs and retrieves cached sections/context for client-side findings summaries.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/arman1o1/mcp-arxiv-analyzer","https://github.com/arman1o1/mcp-arxiv-analyzer/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ouchinikaeru/mcp-data-analyzer","kind":"MCP server","category":"RWE Data & Analytics","summary":"Data-analysis MCP provides a concrete EDA prompt, CSV/XLSX loading and Python-based statistical/plotting tool execution with retained analysis notes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ouchinikaeru/mcp-data-analyzer","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Data-analysis MCP provides a concrete EDA prompt, CSV/XLSX loading and Python-based statistical/plotting tool execution with retained analysis notes."],"limitation":"Static source shows unrestricted exec with scientific libraries; safe_eval is not a sandbox or enforced preservation guarantee. Default sheet_name None can return all sheets, contrary to first-sheet wording; methods remain user/client supplied and unvalidated.","url":"https://github.com/ouchinikaeru/mcp-data-analyzer","primarySourceURLs":["https://github.com/OuchiniKaeru/mcp-data-analyzer/blob/main/README.md","https://raw.githubusercontent.com/OuchiniKaeru/mcp-data-analyzer/e89d7fe8b43d0dc0256d91415f397f68ea428aab/src/mcp_data_analyzer/server.py","https://github.com/OuchiniKaeru/mcp-data-analyzer"],"id":"RWE-6327","relevance":{"id":"RWE-6327","decision":"Core","rationale":"Data-analysis MCP provides a concrete EDA prompt, CSV/XLSX loading and Python-based statistical/plotting tool execution with retained analysis notes. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"Data-analysis MCP provides a concrete EDA prompt, CSV/XLSX loading and Python-based statistical/plotting tool execution with retained analysis notes. Limits: Static source shows unrestricted exec with scientific libraries; safe_eval is not a sandbox or enforced preservation guarantee. Default sheet_name None can return all sheets, contrary to first-sheet wording; methods remain user/client supplied and unvalidated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/OuchiniKaeru/mcp-data-analyzer/blob/main/README.md","https://raw.githubusercontent.com/OuchiniKaeru/mcp-data-analyzer/e89d7fe8b43d0dc0256d91415f397f68ea428aab/src/mcp_data_analyzer/server.py","https://github.com/OuchiniKaeru/mcp-data-analyzer"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"aki894/mcp-openfda","kind":"Research tool","category":"Regulatory & Product Data","summary":"Retrieve openFDA drug-label adverse reactions, warnings and indications with search and paging parameters.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aki894/mcp-openfda","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Retrieve openFDA drug-label adverse reactions, warnings and indications with search and paging parameters."],"limitation":"Label text is not spontaneous-report incidence or a comparative risk estimate. API limits and label currency apply; network transport examples require additional implementation.","url":"https://github.com/aki894/mcp-openfda","primarySourceURLs":["https://github.com/Aki894/mcp-openfda/blob/main/README.md","https://github.com/Aki894/mcp-openfda"],"id":"RWE-6329","relevance":{"id":"RWE-6329","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Retrieve openFDA drug-label adverse reactions, warnings and indications with search and paging parameters.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Aki894/mcp-openfda/blob/main/README.md","https://github.com/Aki894/mcp-openfda"],"reviewGroup":"health-product-and-safety-data"}},{"name":"nslc7779/dk-korea-health-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Retrieve Korean public hospital, noncovered-service price, medicine and aggregate disease-statistics data through MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"nslc7779/dk-korea-health-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve Korean public hospital, noncovered-service price, medicine and aggregate disease-statistics data through MCP."],"limitation":"No person-level claims access. Separate API approvals and year/code filters apply; hidden medicine-use endpoint has unresolved request guidance. Publisher live-test claims were not independently repeated.","url":"https://github.com/nslc7779/dk-korea-health-mcp","primarySourceURLs":["https://github.com/NSLC7779/dk-korea-health-mcp/blob/main/README.md","https://github.com/NSLC7779/dk-korea-health-mcp"],"id":"RWE-6330","relevance":{"id":"RWE-6330","decision":"Core","rationale":"Retrieve Korean public hospital, noncovered-service price, medicine and aggregate disease-statistics data through MCP. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"Retrieve Korean public hospital, noncovered-service price, medicine and aggregate disease-statistics data through MCP. Limits: No person-level claims access. Separate API approvals and year/code filters apply; hidden medicine-use endpoint has unresolved request guidance. Publisher live-test claims were not independently repeated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/NSLC7779/dk-korea-health-mcp/blob/main/README.md","https://github.com/NSLC7779/dk-korea-health-mcp"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"trionnemesis/healthcare-opendata-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Synchronize Taiwan NHI clinic listings and expose dataset metadata, source freshness and bounded row queries through MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"trionnemesis/healthcare-opendata-mcp","website":"GitHub","packages":"NHI clinic dataset and source-query tools","workflowFit":["RWE Data & Analytics"],"capabilities":["Synchronize Taiwan NHI clinic listings and expose dataset metadata, source freshness and bounded row queries through MCP."],"limitation":"Eligible NHI clinic/source-query component only; default procurement scope is health-ministry IT tenders, not clinical outcomes. Disabled hospital/bed datasets are unverified; query rows cap at400 and HTTP has no built-in authentication.","url":"https://github.com/trionnemesis/healthcare-opendata-mcp","primarySourceURLs":["https://github.com/trionnemesis/healthcare-opendata-mcp/blob/master/README.md","https://github.com/trionnemesis/healthcare-opendata-mcp"],"id":"RWE-6332","relevance":{"id":"RWE-6332","decision":"Core","rationale":"Synchronize Taiwan NHI clinic listings and expose dataset metadata, source freshness and bounded row queries through MCP. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"Synchronize Taiwan NHI clinic listings and expose dataset metadata, source freshness and bounded row queries through MCP. Limits: Eligible NHI clinic/source-query component only; default procurement scope is health-ministry IT tenders, not clinical outcomes. Disabled hospital/bed datasets are unverified; query rows cap at400 and HTTP has no built-in authentication.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/trionnemesis/healthcare-opendata-mcp/blob/master/README.md","https://github.com/trionnemesis/healthcare-opendata-mcp"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"chakri01/research-assistant-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Semantic search, document summaries and related-paper retrieval across a supplied personal research library.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"chakri01/research-assistant-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Semantic search, document summaries and related-paper retrieval across a supplied personal research library."],"limitation":"Prototype setup retains placeholder author/repository examples. Accuracy/latency claims unverified; citation graphs and reranking are planned, not included.","url":"https://github.com/chakri01/research-assistant-mcp","primarySourceURLs":["https://github.com/chakri01/research-assistant-mcp/blob/main/README.md","https://github.com/chakri01/research-assistant-mcp"],"id":"RWE-6333","relevance":{"id":"RWE-6333","decision":"Core","rationale":"Retain the documented evidence function: Semantic search, document summaries and related-paper retrieval across a supplied personal research library. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Semantic search, document summaries and related-paper retrieval across a supplied personal research library.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/chakri01/research-assistant-mcp","https://github.com/chakri01/research-assistant-mcp/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"jbdamask/mcp-nih-reporter","kind":"Research tool","category":"RWE Data & Analytics","summary":"Search NIH-funded projects and associated publications by research, organization, funding and date criteria.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jbdamask/mcp-nih-reporter","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search NIH-funded projects and associated publications by research, organization, funding and date criteria."],"limitation":"NIH RePORTER scope and result limits constrain coverage; funded projects and linked publications do not establish study quality or complete literature retrieval.","url":"https://github.com/jbdamask/mcp-nih-reporter","primarySourceURLs":["https://github.com/jbdamask/mcp-nih-reporter/blob/main/README.md","https://github.com/jbdamask/mcp-nih-reporter"],"id":"RWE-6334","relevance":{"id":"RWE-6334","decision":"Core","rationale":"Search NIH-funded projects and associated publications by research, organization, funding and date criteria. The selected function searches/reads scholarly or public sources, extracts documents/tables or structures a genuine research search workflow; no correctness or exhaustive coverage is inferred.","relevanceBasis":"Search NIH-funded projects and associated publications by research, organization, funding and date criteria. Limits: NIH RePORTER scope and result limits constrain coverage; funded projects and linked publications do not establish study quality or complete literature retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jbdamask/mcp-nih-reporter/blob/main/README.md","https://github.com/jbdamask/mcp-nih-reporter"],"reviewGroup":"evidence-search-document-extraction"}},{"name":"anassijassi/safetyops-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Search and aggregate supplied workplace-incident records by hazard, severity and industry through MCP.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anassijassi/safetyops-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search and aggregate supplied workplace-incident records by hazard, severity and industry through MCP."],"limitation":"Scope to occupational incident source retrieval and descriptive aggregation. Corrective-action recommendations, causal explanations and production-ready claims unvalidated; counts describe the indexed corpus, not injury rates.","url":"https://github.com/anassijassi/safetyops-mcp-server","primarySourceURLs":["https://github.com/ANASSIJASSI/safetyops-mcp-server/blob/main/README.md","https://github.com/ANASSIJASSI/safetyops-mcp-server"],"id":"RWE-6335","relevance":{"id":"RWE-6335","decision":"Core","rationale":"Search and aggregate supplied workplace-incident records by hazard, severity and industry through MCP. The selected contract supplies identifiable data preparation/query/statistical methods or explicit health indicators/access/occupational records; assumptions, denominators and completeness remain limited.","relevanceBasis":"Search and aggregate supplied workplace-incident records by hazard, severity and industry through MCP. Limits: Scope to occupational incident source retrieval and descriptive aggregation. Corrective-action recommendations, causal explanations and production-ready claims unvalidated; counts describe the indexed corpus, not injury rates.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ANASSIJASSI/safetyops-mcp-server/blob/main/README.md","https://github.com/ANASSIJASSI/safetyops-mcp-server"],"reviewGroup":"clinical-statistical-data-method"}},{"name":"v-clinic/mcp-server","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Selected tools/medical_search_tools.py component searches PubMed and retrieves article metadata and abstracts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"v-clinic/mcp-server","website":"GitHub","packages":"tools/medical_search_tools.py","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Selected tools/medical_search_tools.py component searches PubMed and retrieves article metadata and abstracts."],"limitation":"Clinic records are explicitly synthetic and excluded. Literature search caps10results without paging and abstracts at400characters; guideline fallback broadens the query and does not verify guideline status.","url":"https://github.com/v-clinic/mcp-server","primarySourceURLs":["https://github.com/v-clinic/mcp-server/blob/main/README.md","https://github.com/v-clinic/mcp-server/blob/main/tools/medical_search_tools.py","https://github.com/v-clinic/mcp-server","https://api.github.com/repos/v-clinic/mcp-server/contents/tools/medical_search_tools.py?ref=main"],"id":"RWE-6336","relevance":{"id":"RWE-6336","decision":"Core","rationale":"Retain the documented evidence function: Selected tools/medical_search_tools.py component searches PubMed and retrieves article metadata and abstracts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Selected tools/medical_search_tools.py component searches PubMed and retrieves article metadata and abstracts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/v-clinic/mcp-server","https://github.com/v-clinic/mcp-server/blob/main/README.md","https://github.com/v-clinic/mcp-server/blob/main/tools/medical_search_tools.py","https://api.github.com/repos/v-clinic/mcp-server/contents/tools/medical_search_tools.py?ref=main"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"Hex MCP analytical workspace","kind":"MCP component","category":"RWE Data & Analytics","summary":"Search existing analytical projects; create, inspect and continue data-analysis conversations whose results include tables/charts and links to underlying notebook work.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Search existing analytical projects; create, inspect and continue data-analysis conversations whose results include tables/charts and links to underlying notebook work."],"limitation":"Research-analysis infrastructure only; direct RWE use not established. Team/Enterprise and Explorer role required; OAuth workspace access and non-sensitive connections bound availability. MCP accepts text only, not file uploads. Generated SQL, data selection and conclusions require independent review; no blanket approval of Hex CLI notebook editing or statistical methods.","url":"https://app.hex.tech/mcp","primarySourceURLs":["https://app.hex.tech/mcp","https://learn.hex.tech/docs/api-integrations/mcp-server","https://learn.hex.tech/docs/explore-data/threads"],"id":"RWE-6430","relevance":{"id":"RWE-6430","decision":"Core","rationale":"Search existing analytical projects; create, inspect and continue data-analysis conversations whose results include tables/charts and links to underlying notebook work. The selected data-query/quality, cohort, optimization, descriptive analysis, queueing or Weibull calculation is an identifiable necessary analytical method, with scope and validity limits.","relevanceBasis":"Search existing analytical projects; create, inspect and continue data-analysis conversations whose results include tables/charts and links to underlying notebook work. Limits: Research-analysis infrastructure only; direct RWE use not established. Team/Enterprise and Explorer role required; OAuth workspace access and non-sensitive connections bound availability. MCP accepts text only, not file uploads. Generated SQL, data selection and conclusions require independent review; no blanket approval of Hex CLI notebook editing or statistical methods.","evidenceLevel":"published-card","evidenceRefs":["https://app.hex.tech/mcp","https://learn.hex.tech/docs/api-integrations/mcp-server","https://learn.hex.tech/docs/explore-data/threads"],"reviewGroup":"statistical-clinical-data-method"}},{"name":"https://mcp.olyport.com/cdc-mmwr/mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Four first-party MCP schemas expose recent MMWR reports, PubMed topic search, PMID abstract/metadata detail, and disease-specific MMWR article discovery.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Four first-party MCP schemas expose recent MMWR reports, PubMed topic search, PMID abstract/metadata detail, and disease-specific MMWR article discovery."],"limitation":"Approval is bibliographic report retrieval only. The surveillance tool searches published articles, not a live incidence data feed. Returned result is a string without detailed machine-output fields; no data call or accuracy/runtime test performed. Other Olyport components remain held.","url":"https://mcp.olyport.com/cdc-mmwr/mcp","primarySourceURLs":["https://mcp.olyport.com/cdc-mmwr/mcp"],"id":"RWE-6431","relevance":{"id":"RWE-6431","decision":"Core","rationale":"Retain the documented evidence function: Four first-party MCP schemas expose recent MMWR reports, PubMed topic search, PMID abstract/metadata detail, and disease-specific MMWR article discovery. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Four first-party MCP schemas expose recent MMWR reports, PubMed topic search, PMID abstract/metadata detail, and disease-specific MMWR article discovery.","evidenceLevel":"published-card","evidenceRefs":["https://mcp.olyport.com/cdc-mmwr/mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fcggamou/autoicd-mcp","kind":"Research tool","category":"OMOP & terminology","summary":"AutoICD terminology search, code detail lookup and cross-standard reference mapping across ICD, ICF, LOINC, SNOMED, UMLS and RxNorm.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fcggamou/autoicd-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["AutoICD terminology search, code detail lookup and cross-standard reference mapping across ICD, ICF, LOINC, SNOMED, UMLS and RxNorm."],"limitation":"Narrow reference harmonization component only; AI coding accuracy, chart audit and HIPAA de-identification claims are not validated or approved. Requires provider API key and version checks.","url":"https://github.com/fcggamou/autoicd-mcp","primarySourceURLs":["https://github.com/fcggamou/autoicd-mcp/blob/main/README.md","https://github.com/fcggamou/autoicd-mcp"],"id":"RWE-6435","relevance":{"id":"RWE-6435","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"AutoICD terminology search, code detail lookup and cross-standard reference mapping across ICD, ICF, LOINC, SNOMED, UMLS and RxNorm.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fcggamou/autoicd-mcp/blob/main/README.md","https://github.com/fcggamou/autoicd-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"thrownlemon/medical-mcp","kind":"MCP server","category":"OMOP & terminology","summary":"Medical MCP retrieves PubMed/Scholar references, WHO indicators, FDA drug records, RxNorm terminology and Australian PBS schedules, fees and restrictions.","tags":["Terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thrownlemon/medical-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Medical MCP retrieves PubMed/Scholar references, WHO indicators, FDA drug records, RxNorm terminology and Australian PBS schedules, fees and restrictions."],"limitation":"Upstream coverage, quotas and schedule dates apply; source records are not medical recommendations or causal estimates. Scholar may require SerpAPI.","url":"https://github.com/thrownlemon/medical-mcp","primarySourceURLs":["https://github.com/ThrownLemon/medical-mcp/blob/main/README.md","https://github.com/ThrownLemon/medical-mcp"],"id":"RWE-6436","relevance":{"id":"RWE-6436","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Medical MCP retrieves PubMed/Scholar references, WHO indicators, FDA drug records, RxNorm terminology and Australian PBS schedules, fees and restrictions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ThrownLemon/medical-mcp/blob/main/README.md","https://github.com/ThrownLemon/medical-mcp"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"jasontitus/mcpzim","kind":"MCP component","category":"RWE Data & Analytics","summary":"mcpzim inventories, searches and retrieves offline ZIM medical reference articles from locally loaded mdwiki archives.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"jasontitus/mcpzim","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["mcpzim inventories, searches and retrieves offline ZIM medical reference articles from locally loaded mdwiki archives."],"limitation":"Approval limited to medical reference retrieval MCP kernel; archive age and search-index availability constrain coverage. General travel routing and consumer chat app are not separately approved.","url":"https://github.com/jasontitus/mcpzim","primarySourceURLs":["https://github.com/jasontitus/mcpzim/blob/main/README.md","https://github.com/jasontitus/mcpzim"],"id":"RWE-6438","relevance":{"id":"RWE-6438","decision":"Core","rationale":"mcpzim inventories, searches and retrieves offline ZIM medical reference articles from locally loaded mdwiki archives. The actual selected function retrieves scholarly/clinical records or extracts documents for source-based research; no model truth or completeness guarantee is inferred.","relevanceBasis":"mcpzim inventories, searches and retrieves offline ZIM medical reference articles from locally loaded mdwiki archives. Limits: Approval limited to medical reference retrieval MCP kernel; archive age and search-index availability constrain coverage. General travel routing and consumer chat app are not separately approved.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/jasontitus/mcpzim/blob/main/README.md","https://github.com/jasontitus/mcpzim"],"reviewGroup":"evidence-retrieval-extraction"}},{"name":"simonives/research_mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Research MCP provides scholarly search, paper retrieval, citation graphs and bibliography export plus documented research planning/appraisal prompts.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"simonives/research_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research MCP provides scholarly search, paper retrieval, citation graphs and bibliography export plus documented research planning/appraisal prompts."],"limitation":"Retrieval and planning support, not independently validated GRADE or reporting compliance judgments; no approval of generic HR management components.","url":"https://github.com/simonives/research_mcp","primarySourceURLs":["https://github.com/simonives/research_mcp/blob/main/README.md","https://github.com/simonives/research_mcp"],"id":"RWE-6439","relevance":{"id":"RWE-6439","decision":"Core","rationale":"Retain the documented evidence function: Research MCP provides scholarly search, paper retrieval, citation graphs and bibliography export plus documented research planning/appraisal prompts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research MCP provides scholarly search, paper retrieval, citation graphs and bibliography export plus documented research planning/appraisal prompts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/simonives/research_mcp","https://github.com/simonives/research_mcp/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dengls24/annota","kind":"MCP server","category":"RWE Data & Analytics","summary":"Annota searches Zotero, extracts PDF text/layout, writes highlights and structured reading notes through nine MCP tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dengls24/annota","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Annota searches Zotero, extracts PDF text/layout, writes highlights and structured reading notes through nine MCP tools."],"limitation":"PDF extraction and annotation support only; generated peer-review scores and explanations require review and are not validated scientific judgments. Roadmap backends excluded.","url":"https://github.com/dengls24/annota","primarySourceURLs":["https://github.com/dengls24/annota/blob/master/README.md","https://github.com/dengls24/annota"],"id":"RWE-6440","relevance":{"id":"RWE-6440","decision":"Core","rationale":"Annota searches Zotero, extracts PDF text/layout, writes highlights and structured reading notes through nine MCP tools. The actual selected function retrieves scholarly/clinical records or extracts documents for source-based research; no model truth or completeness guarantee is inferred.","relevanceBasis":"Annota searches Zotero, extracts PDF text/layout, writes highlights and structured reading notes through nine MCP tools. Limits: PDF extraction and annotation support only; generated peer-review scores and explanations require review and are not validated scientific judgments. Roadmap backends excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dengls24/annota/blob/master/README.md","https://github.com/dengls24/annota"],"reviewGroup":"evidence-retrieval-extraction"}},{"name":"orgmentem/papio","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Papio agent skill/MCP workflow acquires bibliographic PDFs from open or authorized sources, validates identity and stages library filing.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"orgmentem/papio","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Papio agent skill/MCP workflow acquires bibliographic PDFs from open or authorized sources, validates identity and stages library filing."],"limitation":"Institutional access requires human browser authorization; ambiguous PDFs wait for review and hooks are best effort. No universal full-text availability guarantee.","url":"https://github.com/orgmentem/papio","primarySourceURLs":["https://github.com/OrgMentem/papio/blob/main/README.md","https://github.com/orgmentem/papio"],"id":"RWE-6441","relevance":{"id":"RWE-6441","decision":"Core","rationale":"Retain the documented evidence function: Papio agent skill/MCP workflow acquires bibliographic PDFs from open or authorized sources, validates identity and stages library filing. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Papio agent skill/MCP workflow acquires bibliographic PDFs from open or authorized sources, validates identity and stages library filing.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/orgmentem/papio","https://github.com/OrgMentem/papio/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dhondta/zotero-cli","kind":"Research tool","category":"RWE Data & Analytics","summary":"Zotero CLI local GPT component ingests attached reference documents for model-grounded questions.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dhondta/zotero-cli","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Zotero CLI local GPT component ingests attached reference documents for model-grounded questions."],"limitation":"Only documented Local GPT scholarly Q&A component; bibliometric ranking is not evidence quality and model answers require source verification.","url":"https://github.com/dhondta/zotero-cli","primarySourceURLs":["https://github.com/dhondta/zotero-cli/blob/main/README.md","https://github.com/dhondta/zotero-cli"],"id":"RWE-6442","relevance":{"id":"RWE-6442","decision":"Core","rationale":"Zotero CLI local GPT component ingests attached reference documents for model-grounded questions. The actual selected function retrieves scholarly/clinical records or extracts documents for source-based research; no model truth or completeness guarantee is inferred.","relevanceBasis":"Zotero CLI local GPT component ingests attached reference documents for model-grounded questions. Limits: Only documented Local GPT scholarly Q&A component; bibliometric ranking is not evidence quality and model answers require source verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dhondta/zotero-cli/blob/main/README.md","https://github.com/dhondta/zotero-cli"],"reviewGroup":"evidence-retrieval-extraction"}},{"name":"birdinthetree/zotero-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Zotero Web API MCP searches references, resolves DOI metadata, imports BibTeX and manages collections and duplicates.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"birdinthetree/zotero-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Zotero Web API MCP searches references, resolves DOI metadata, imports BibTeX and manages collections and duplicates."],"limitation":"Requires account API access; duplicate merges and deletes change library contents, and DOI existence does not validate findings.","url":"https://github.com/birdinthetree/zotero-mcp","primarySourceURLs":["https://github.com/BirdInTheTree/zotero-mcp/blob/main/README.md","https://github.com/BirdInTheTree/zotero-mcp"],"id":"RWE-6443","relevance":{"id":"RWE-6443","decision":"Core","rationale":"Zotero Web API MCP searches references, resolves DOI metadata, imports BibTeX and manages collections and duplicates. The actual selected function retrieves scholarly/clinical records or extracts documents for source-based research; no model truth or completeness guarantee is inferred.","relevanceBasis":"Zotero Web API MCP searches references, resolves DOI metadata, imports BibTeX and manages collections and duplicates. Limits: Requires account API access; duplicate merges and deletes change library contents, and DOI existence does not validate findings.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/BirdInTheTree/zotero-mcp/blob/main/README.md","https://github.com/BirdInTheTree/zotero-mcp"],"reviewGroup":"evidence-retrieval-extraction"}},{"name":"masaki39/zotero-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Local Zotero MCP searches items, retrieves metadata and PDF text, confirms DOI metadata and adds references.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"masaki39/zotero-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Local Zotero MCP searches items, retrieves metadata and PDF text, confirms DOI metadata and adds references."],"limitation":"Search is capped at 30; local API and attachment availability required. Crossref confirmation is bibliographic identity, not scientific credibility.","url":"https://github.com/masaki39/zotero-mcp","primarySourceURLs":["https://github.com/masaki39/zotero-mcp/blob/main/README.md","https://github.com/masaki39/zotero-mcp"],"id":"RWE-6444","relevance":{"id":"RWE-6444","decision":"Core","rationale":"Local Zotero MCP searches items, retrieves metadata and PDF text, confirms DOI metadata and adds references. The actual selected function retrieves scholarly/clinical records or extracts documents for source-based research; no model truth or completeness guarantee is inferred.","relevanceBasis":"Local Zotero MCP searches items, retrieves metadata and PDF text, confirms DOI metadata and adds references. Limits: Search is capped at 30; local API and attachment availability required. Crossref confirmation is bibliographic identity, not scientific credibility.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/masaki39/zotero-mcp/blob/main/README.md","https://github.com/masaki39/zotero-mcp"],"reviewGroup":"evidence-retrieval-extraction"}},{"name":"pb-207/mcp-deep-research","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"McpDeepResearch searches Scholar with year/date filters and extracts paper/webpage text through a browser-backed MCP interface.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pb-207/mcp-deep-research","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["McpDeepResearch searches Scholar with year/date filters and extracts paper/webpage text through a browser-backed MCP interface."],"limitation":"README pip-install command is incomplete; source checkout and Chrome/CDP prerequisites must be resolved by users. Extraction and Scholar coverage are not exhaustive.","url":"https://github.com/pb-207/mcp-deep-research","primarySourceURLs":["https://github.com/Pb-207/mcp-deep-research/blob/main/README.md","https://github.com/Pb-207/mcp-deep-research"],"id":"RWE-6445","relevance":{"id":"RWE-6445","decision":"Core","rationale":"Retain the documented evidence function: McpDeepResearch searches Scholar with year/date filters and extracts paper/webpage text through a browser-backed MCP interface. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"McpDeepResearch searches Scholar with year/date filters and extracts paper/webpage text through a browser-backed MCP interface.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pb-207/mcp-deep-research","https://github.com/Pb-207/mcp-deep-research/blob/main/README.md","https://github.com/Pb-207/mcp-deep-research"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"fujishigetemma/semantic-scholar-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Semantic Scholar MCP searches papers, fetches details/authors and formats citations using selectable metadata fields.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"fujishigetemma/semantic-scholar-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Semantic Scholar MCP searches papers, fetches details/authors and formats citations using selectable metadata fields."],"limitation":"API quotas and bibliographic coverage apply; citation counts are not evidence quality. Linked agent CLI is a separate component lead.","url":"https://github.com/fujishigetemma/semantic-scholar-mcp","primarySourceURLs":["https://github.com/FujishigeTemma/semantic-scholar-mcp/blob/main/README.md","https://github.com/FujishigeTemma/semantic-scholar-mcp"],"id":"RWE-6446","relevance":{"id":"RWE-6446","decision":"Core","rationale":"Retain the documented evidence function: Semantic Scholar MCP searches papers, fetches details/authors and formats citations using selectable metadata fields. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Semantic Scholar MCP searches papers, fetches details/authors and formats citations using selectable metadata fields.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/fujishigetemma/semantic-scholar-mcp","https://github.com/FujishigeTemma/semantic-scholar-mcp/blob/main/README.md","https://github.com/FujishigeTemma/semantic-scholar-mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"xbghc/semanticscholar-mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Semantic Scholar MCP paper/author search, references/citations, batch metadata and related-paper recommendations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xbghc/semanticscholar-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Semantic Scholar MCP paper/author search, references/citations, batch metadata and related-paper recommendations."],"limitation":"Upstream API coverage and quotas apply; recommendations are discovery aids, not systematic-review completeness or quality assessments.","url":"https://github.com/xbghc/semanticscholar-mcp","primarySourceURLs":["https://github.com/xbghc/semanticscholar-mcp/blob/main/README.md","https://github.com/xbghc/semanticscholar-mcp"],"id":"RWE-6447","relevance":{"id":"RWE-6447","decision":"Core","rationale":"Retain the documented evidence function: Semantic Scholar MCP paper/author search, references/citations, batch metadata and related-paper recommendations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Semantic Scholar MCP paper/author search, references/citations, batch metadata and related-paper recommendations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/xbghc/semanticscholar-mcp","https://github.com/xbghc/semanticscholar-mcp/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"getgapup/gapup-mcp-public","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"research_paper_qa retrieves DOI-cited evidence from OpenAlex, Semantic Scholar and CORE.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"getgapup/gapup-mcp-public","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["research_paper_qa retrieves DOI-cited evidence from OpenAlex, Semantic Scholar and CORE."],"limitation":"Scope to this scholarly component; paid hosted service, business/compliance tools and board-ready claims not validated; tool counts inconsistent.","url":"https://github.com/getgapup/gapup-mcp-public","primarySourceURLs":["https://github.com/getgapup/gapup-mcp-public/blob/main/README.md","https://github.com/getgapup/gapup-mcp-public","https://api.github.com/repos/getgapup/gapup-mcp-public/readme"],"id":"RWE-6160","relevance":{"id":"RWE-6160","decision":"Core","rationale":"Retain the documented evidence function: research_paper_qa retrieves DOI-cited evidence from OpenAlex, Semantic Scholar and CORE. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"research_paper_qa retrieves DOI-cited evidence from OpenAlex, Semantic Scholar and CORE.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/getgapup/gapup-mcp-public","https://github.com/getgapup/gapup-mcp-public/blob/main/README.md","https://api.github.com/repos/getgapup/gapup-mcp-public/readme"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"spacefrontiers/mcp","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Space Frontiers MCP searches scholarly documents and retrieves bounded full text, references and matching passages with canonical URIs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"spacefrontiers/mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Space Frontiers MCP searches scholarly documents and retrieves bounded full text, references and matching passages with canonical URIs.","Canonical SpaceFrontiers/mcp README documents four read-only scholarly/document retrieval tools, bounded full text, passage search and canonical URIs."],"limitation":"Only scholarly document retrieval component approved; social feeds separate. Paid API, search caps and truncated document text limit coverage. Canonical SpaceFrontiers/mcp README documents four read-only scholarly/document retrieval tools, bounded full text, passage search and canonical URIs. Search ranking, result caps and paid access limit recall; retrieval is not evidence appraisal.","url":"https://github.com/spacefrontiers/mcp","primarySourceURLs":["https://github.com/SpaceFrontiers/mcp/blob/main/README.md","https://spacefrontiers.org","https://github.com/SpaceFrontiers/mcp"],"id":"RWE-6119","relevance":{"id":"RWE-6119","decision":"Core","rationale":"Retain the documented evidence function: Space Frontiers MCP searches scholarly documents and retrieves bounded full text, references and matching passages with canonical URIs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Space Frontiers MCP searches scholarly documents and retrieves bounded full text, references and matching passages with canonical URIs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/spacefrontiers/mcp","https://github.com/SpaceFrontiers/mcp/blob/main/README.md","https://spacefrontiers.org","https://github.com/SpaceFrontiers/mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sofya-co/sofya-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Sofya MCP research tool decomposes questions, retrieves sources and returns a cited report; fetch supports document extraction.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sofya-co/sofya-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Sofya MCP research tool decomposes questions, retrieves sources and returns a cited report; fetch supports document extraction."],"limitation":"General evidence-retrieval enabler, no established direct RWE specialization or systematic coverage. Requires paid API and independent citation verification.","url":"https://github.com/sofya-co/sofya-mcp","primarySourceURLs":["https://github.com/sofya-co/sofya-mcp/blob/main/README.md","https://github.com/sofya-co/sofya-mcp"],"id":"RWE-6448","relevance":{"id":"RWE-6448","decision":"Core","rationale":"Sofya MCP research tool decomposes questions, retrieves sources and returns a cited report; fetch supports document extraction. The actual selected function retrieves scholarly/clinical records or extracts documents for source-based research; no model truth or completeness guarantee is inferred.","relevanceBasis":"Sofya MCP research tool decomposes questions, retrieves sources and returns a cited report; fetch supports document extraction. Limits: General evidence-retrieval enabler, no established direct RWE specialization or systematic coverage. Requires paid API and independent citation verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sofya-co/sofya-mcp/blob/main/README.md","https://github.com/sofya-co/sofya-mcp"],"reviewGroup":"evidence-retrieval-extraction"}},{"name":"wedo911/citeguard","kind":"MCP server","category":"RWE Data & Analytics","summary":"Citeguard MCP checks Crossref metadata and title signals for retractions, corrections and expressions of concern.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"wedo911/citeguard","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Citeguard MCP checks Crossref metadata and title signals for retractions, corrections and expressions of concern."],"limitation":"No known signal is not proof of no retraction or sound findings; metadata incompleteness and heuristics remain. Named fixtures are author tests, not independent verification.","url":"https://github.com/wedo911/citeguard","primarySourceURLs":["https://github.com/wedo911/citeguard/blob/main/README.md","https://github.com/wedo911/citeguard"],"id":"RWE-6449","relevance":{"id":"RWE-6449","decision":"Core","rationale":"Citeguard MCP checks Crossref metadata and title signals for retractions, corrections and expressions of concern. The actual selected function retrieves scholarly/clinical records or extracts documents for source-based research; no model truth or completeness guarantee is inferred.","relevanceBasis":"Citeguard MCP checks Crossref metadata and title signals for retractions, corrections and expressions of concern. Limits: No known signal is not proof of no retraction or sound findings; metadata incompleteness and heuristics remain. Named fixtures are author tests, not independent verification.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/wedo911/citeguard/blob/main/README.md","https://github.com/wedo911/citeguard"],"reviewGroup":"evidence-retrieval-extraction"}},{"name":"clement8426/swiss-apis-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Swiss BAG health-dataset discovery component: search official CKAN catalogue entries and retrieve metadata and download URLs by dataset slug.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"clement8426/swiss-apis-mcp","website":"GitHub","packages":"src/tools/health.ts BAG catalogue discovery","workflowFit":["RWE Data & Analytics"],"capabilities":["Swiss BAG health-dataset discovery component: search official CKAN catalogue entries and retrieve metadata and download URLs by dataset slug."],"limitation":"The health-atlas tool repeats a BAG catalogue search with a five-result cap; it does not retrieve 100+ cantonal indicator values directly. Search descriptions are truncated to 300 characters and two resource URLs. Other Swiss API domains not individually verified.","url":"https://github.com/clement8426/swiss-apis-mcp","primarySourceURLs":["https://github.com/clement8426/swiss-apis-mcp/blob/main/README.md","https://github.com/clement8426/swiss-apis-mcp/blob/main/src/tools/health.ts","https://github.com/clement8426/swiss-apis-mcp","https://api.github.com/repos/clement8426/swiss-apis-mcp/contents/src/tools/health.ts?ref=main"],"id":"RWE-6451","relevance":{"id":"RWE-6451","decision":"Core","rationale":"Swiss BAG health-dataset discovery component: search official CKAN catalogue entries and retrieve metadata and download URLs by dataset slug. The actual selected function retrieves scholarly/clinical records or extracts documents for source-based research; no model truth or completeness guarantee is inferred.","relevanceBasis":"Swiss BAG health-dataset discovery component: search official CKAN catalogue entries and retrieve metadata and download URLs by dataset slug. Limits: The health-atlas tool repeats a BAG catalogue search with a five-result cap; it does not retrieve 100+ cantonal indicator values directly. Search descriptions are truncated to 300 characters and two resource URLs. Other Swiss API domains not individually verified.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/clement8426/swiss-apis-mcp/blob/main/README.md","https://github.com/clement8426/swiss-apis-mcp/blob/main/src/tools/health.ts","https://github.com/clement8426/swiss-apis-mcp","https://api.github.com/repos/clement8426/swiss-apis-mcp/contents/src/tools/health.ts?ref=main"],"reviewGroup":"evidence-retrieval-extraction"}},{"name":"mfiume/omics-ai-mcp","kind":"MCP server","category":"Biomedical & Bioinformatics","summary":"Omics AI Explorer MCP discovers genomic collections, tables and schemas, queries filtered paginated rows, counts records and submits Trino SQL across supported research networks.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mfiume/omics-ai-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Omics AI Explorer MCP discovers genomic collections, tables and schemas, queries filtered paginated rows, counts records and submits Trino SQL across supported research networks."],"limitation":"Access depends on each network and optional access token. Query rows default to 100; asynchronous SQL polling is bounded. Does not establish genomic study validity or unrestricted access to protected data.","url":"https://github.com/mfiume/omics-ai-mcp","primarySourceURLs":["https://github.com/mfiume/omics-ai-mcp/blob/main/README.md","https://github.com/mfiume/omics-ai-mcp"],"id":"RWE-6452","relevance":{"id":"RWE-6452","decision":"Core","rationale":"Retain the documented viral-surveillance data access through collection discovery, schema inspection and filtered queries. Other genomics networks do not establish clinical outcomes access merely through disease-specific names; access permissions and bounded query results still apply.","relevanceBasis":"Omics AI Explorer MCP discovers genomic collections, tables and schemas, queries filtered paginated rows, counts records and submits Trino SQL across supported research networks. Primary clarification: Full README names Viral AI as viral genomics and surveillance and supplies schema/query/count/SQL contracts across configured networks. Viral.ai landing HTML was also retained but provides no additional visible documentation; no new phenotype/outcome fields inferred from it.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/mfiume/omics-ai-mcp/blob/main/README.md","https://github.com/mfiume/omics-ai-mcp","https://raw.githubusercontent.com/mfiume/omics-ai-mcp/HEAD/README.md","https://viral.ai"],"reviewGroup":"pathogen-surveillance-data-access"}},{"name":"writesdavid/open-primitive-api","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Open Primitive get-health-evidence component searches PubMed title/abstract terms and returns five recent citation summaries plus a matched NIH supplement fact-sheet link.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"writesdavid/open-primitive-api","website":"GitHub","packages":"get-health-evidence citation discovery in mcp.js and sources/health.js","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Open Primitive get-health-evidence component searches PubMed title/abstract terms and returns five recent citation summaries plus a matched NIH supplement fact-sheet link."],"limitation":"Its strong/moderate evidence label is derived solely from hit-count thresholds, not quality appraisal, and must not be used as evidence certainty. No abstracts or systematic review are returned. Approval is restricted to citation discovery in this component; wider safety composites and advertised signed-response guarantees were not verified.","url":"https://github.com/writesdavid/open-primitive-api","primarySourceURLs":["https://github.com/writesdavid/open-primitive-api/blob/main/README.md","https://github.com/writesdavid/open-primitive-api/blob/main/mcp.js","https://github.com/writesdavid/open-primitive-api/blob/main/sources/health.js","https://github.com/writesdavid/open-primitive-api","https://api.github.com/repos/writesdavid/open-primitive-api/contents/mcp.js?ref=main"],"id":"RWE-6453","relevance":{"id":"RWE-6453","decision":"Core","rationale":"Retain the documented evidence function: Open Primitive get-health-evidence component searches PubMed title/abstract terms and returns five recent citation summaries plus a matched NIH supplement fact-sheet link. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Open Primitive get-health-evidence component searches PubMed title/abstract terms and returns five recent citation summaries plus a matched NIH supplement fact-sheet link.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/writesdavid/open-primitive-api","https://github.com/writesdavid/open-primitive-api/blob/main/README.md","https://github.com/writesdavid/open-primitive-api/blob/main/mcp.js","https://github.com/writesdavid/open-primitive-api/blob/main/sources/health.js","https://api.github.com/repos/writesdavid/open-primitive-api/contents/mcp.js?ref=main"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"dna-seq/just-prs-mcp","kind":"MCP server","category":"Biomedical & Bioinformatics","summary":"Just PRS MCP exposes PGS catalogue/model discovery, local genome scoring, reference comparison and result-quality context through typed tools.","tags":["Biomedical research"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dna-seq/just-prs-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["Just PRS MCP exposes PGS catalogue/model discovery, local genome scoring, reference comparison and result-quality context through typed tools."],"limitation":"Research use only. Scores and absolute-risk estimates depend on variant coverage, ancestry/reference matching, prevalence and effect-size availability; selected absolute-risk code fails if necessary data are unavailable. Local file and report writes occur, and optional extended tools can upload to Hugging Face. The underlying scoring engine and clinical calibration were not independently validated.","url":"https://github.com/dna-seq/just-prs-mcp","primarySourceURLs":["https://github.com/dna-seq/just-prs-mcp/blob/main/README.md","https://github.com/dna-seq/just-prs-mcp/blob/main/src/just_prs_mcp/tools/compute.py","https://github.com/dna-seq/just-prs-mcp","https://api.github.com/repos/dna-seq/just-prs-mcp/contents/src/just_prs_mcp/tools/compute.py?ref=main"],"id":"RWE-6455","relevance":{"id":"RWE-6455","decision":"Core","rationale":"Explicit polygenic scoring, reference comparison and quality context provide a genetic epidemiology method; individual absolute-risk and clinical calibration remain unvalidated.","relevanceBasis":"Just PRS MCP exposes PGS catalogue/model discovery, local genome scoring, reference comparison and result-quality context through typed tools.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dna-seq/just-prs-mcp/blob/main/README.md","https://github.com/dna-seq/just-prs-mcp/blob/main/src/just_prs_mcp/tools/compute.py","https://github.com/dna-seq/just-prs-mcp","https://api.github.com/repos/dna-seq/just-prs-mcp/contents/src/just_prs_mcp/tools/compute.py?ref=main"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"abhaymettu/cms-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"CMS inpatient MCP queries a prepared Medicare hospital-DRG DuckDB warehouse, inspects schemas and summarizes hospital profiles, DRGs, discharges and payments.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"abhaymettu/cms-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["CMS inpatient MCP queries a prepared Medicare hospital-DRG DuckDB warehouse, inspects schemas and summarizes hospital profiles, DRGs, discharges and payments."],"limitation":"Small-cell suppression excludes hospital-DRG cells below 11 discharges; published-cell totals cannot represent complete national volume or rare DRGs. Requires its separate warehouse, correct provider-version joins and weighted aggregation of payment amounts. Local stdio with query row/time limits; no runtime tests performed.","url":"https://github.com/abhaymettu/cms-mcp","primarySourceURLs":["https://github.com/abhaymettu/cms-mcp/blob/main/README.md","https://github.com/abhaymettu/cms-mcp"],"id":"RWE-6456","relevance":{"id":"RWE-6456","decision":"Core","rationale":"CMS inpatient MCP queries a prepared Medicare hospital-DRG DuckDB warehouse, inspects schemas and summarizes hospital profiles, DRGs, discharges and payments. The selected data-query/quality, cohort, optimization, descriptive analysis, queueing or Weibull calculation is an identifiable necessary analytical method, with scope and validity limits.","relevanceBasis":"CMS inpatient MCP queries a prepared Medicare hospital-DRG DuckDB warehouse, inspects schemas and summarizes hospital profiles, DRGs, discharges and payments. Limits: Small-cell suppression excludes hospital-DRG cells below 11 discharges; published-cell totals cannot represent complete national volume or rare DRGs. Requires its separate warehouse, correct provider-version joins and weighted aggregation of payment amounts. Local stdio with query row/time limits; no runtime tests performed.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/abhaymettu/cms-mcp/blob/main/README.md","https://github.com/abhaymettu/cms-mcp"],"reviewGroup":"statistical-clinical-data-method"}},{"name":"rafiattrach/physionet-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"PhysioNet MCP discovers accessible BigQuery datasets, schemas and table samples and executes investigator-supplied analytical queries.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"rafiattrach/physionet-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["PhysioNet MCP discovers accessible BigQuery datasets, schemas and table samples and executes investigator-supplied analytical queries."],"limitation":"Requires Google application credentials, project access and relevant PhysioNet authorization. Dataset allowlists, cost tracking and rate limiting are listed as future enhancements. No patient data were accessed or queries executed during review.","url":"https://github.com/rafiattrach/physionet-mcp","primarySourceURLs":["https://github.com/rafiattrach/physionet-mcp/blob/main/README.md","https://github.com/rafiattrach/physionet-mcp"],"id":"RWE-6457","relevance":{"id":"RWE-6457","decision":"Core","rationale":"PhysioNet MCP discovers accessible BigQuery datasets, schemas and table samples and executes investigator-supplied analytical queries. The selected data-query/quality, cohort, optimization, descriptive analysis, queueing or Weibull calculation is an identifiable necessary analytical method, with scope and validity limits.","relevanceBasis":"PhysioNet MCP discovers accessible BigQuery datasets, schemas and table samples and executes investigator-supplied analytical queries. Limits: Requires Google application credentials, project access and relevant PhysioNet authorization. Dataset allowlists, cost tracking and rate limiting are listed as future enhancements. No patient data were accessed or queries executed during review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/rafiattrach/physionet-mcp/blob/main/README.md","https://github.com/rafiattrach/physionet-mcp"],"reviewGroup":"statistical-clinical-data-method"}},{"name":"blottosicei/here-now-er-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Here Now ER MCP reads Korean public emergency-bed availability, hospital/pharmacy schedules, medicine information and pill-identification data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"blottosicei/here-now-er-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Here Now ER MCP reads Korean public emergency-bed availability, hospital/pharmacy schedules, medicine information and pill-identification data."],"limitation":"Public-source access component only; requires approved data.go.kr API access. Cached availability and institution-entered schedules may lag reality. This is not validated triage, prescribing, longitudinal utilization or outcome measurement.","url":"https://github.com/blottosicei/here-now-er-mcp","primarySourceURLs":["https://github.com/blottosicei/here-now-er-mcp/blob/main/README.md","https://github.com/blottosicei/here-now-er-mcp"],"id":"RWE-6459","relevance":{"id":"RWE-6459","decision":"Core","rationale":"Here Now ER MCP reads Korean public emergency-bed availability, hospital/pharmacy schedules, medicine information and pill-identification data. The selected function accesses health observations, clinical terminology/metadata or healthcare facilities; descriptive data does not establish clinical effects.","relevanceBasis":"Here Now ER MCP reads Korean public emergency-bed availability, hospital/pharmacy schedules, medicine information and pill-identification data. Limits: Public-source access component only; requires approved data.go.kr API access. Cached availability and institution-entered schedules may lag reality. This is not validated triage, prescribing, longitudinal utilization or outcome measurement.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/blottosicei/here-now-er-mcp/blob/main/README.md","https://github.com/blottosicei/here-now-er-mcp"],"reviewGroup":"health-record-reference-access"}},{"name":"https://pypi.org/project/bibsleuth","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Discovers TeX/BibTeX inputs and checks cited entries against six named scholarly databases; returns verified, likely or not-found statuses and JSON/Markdown reports.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"bibsleuth check CLI: citation existence and LLM-assisted citation-support triage","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Discovers TeX/BibTeX inputs and checks cited entries against six named scholarly databases; returns verified, likely or not-found statuses and JSON/Markdown reports.","Optional provider-backed LLM analysis flags abstract/claim mismatches and proposes candidate references or contradictory papers for database verification.","Maintains a searchable local BibTeX library."],"limitation":"Documentation-level package review only. Database existence is not proof of claim support; abstract-based LLM judgments, suggestions and contradictions are triage, not a validated systematic review or exhaustive search. Missing database records need human followup. Optional features require external LLM providers and credentials; installation and runtime were not tested.","url":"https://pypi.org/project/bibsleuth","primarySourceURLs":["https://pypi.org/project/bibsleuth/","https://pypi.org/pypi/bibsleuth/json"],"id":"RWE-6619","relevance":{"id":"RWE-6619","decision":"Core","rationale":"Retain the documented evidence function: Discovers TeX/BibTeX inputs and checks cited entries against six named scholarly databases; returns verified, likely or not-found statuses and JSON/Markdown reports. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Discovers TeX/BibTeX inputs and checks cited entries against six named scholarly databases; returns verified, likely or not-found statuses and JSON/Markdown reports.","evidenceLevel":"published-card","evidenceRefs":["https://pypi.org/project/bibsleuth","https://pypi.org/project/bibsleuth/","https://pypi.org/pypi/bibsleuth/json"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"lab1702/duck-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Query and profile tabular research files, inspect parsing, compare schemas and check join coverage.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lab1702/duck-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query and profile tabular research files, inspect parsing, compare schemas and check join coverage."],"limitation":"General data-analysis enabler; SQL is unrestricted and may write files. Row caps, sampling and parsing behavior limit output; no statistical inference validation.","url":"https://github.com/lab1702/duck-mcp","primarySourceURLs":["https://github.com/lab1702/duck-mcp/blob/main/README.md"],"id":"RWE-6620","relevance":{"id":"RWE-6620","decision":"Core","rationale":"Query and profile tabular research files, inspect parsing, compare schemas and check join coverage. The selected data-query/quality, cohort, optimization, descriptive analysis, queueing or Weibull calculation is an identifiable necessary analytical method, with scope and validity limits.","relevanceBasis":"Query and profile tabular research files, inspect parsing, compare schemas and check join coverage. Limits: General data-analysis enabler; SQL is unrestricted and may write files. Row caps, sampling and parsing behavior limit output; no statistical inference validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/lab1702/duck-mcp/blob/main/README.md"],"reviewGroup":"statistical-clinical-data-method"}},{"name":"protagolabs/netmind-parse-pdf-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Convert local or URL PDFs to structured JSON or Markdown through parse_pdf.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"protagolabs/netmind-parse-pdf-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Convert local or URL PDFs to structured JSON or Markdown through parse_pdf."],"limitation":"Hosted API token required; extraction fidelity and claimed verification/performance not independently tested.","url":"https://github.com/protagolabs/netmind-parse-pdf-mcp","primarySourceURLs":["https://github.com/protagolabs/Netmind-Parse-PDF-MCP/blob/main/README.md"],"id":"RWE-6621","relevance":{"id":"RWE-6621","decision":"Core","rationale":"Convert local or URL PDFs to structured JSON or Markdown through parse_pdf. The actual selected function retrieves scholarly/clinical records or extracts documents for source-based research; no model truth or completeness guarantee is inferred.","relevanceBasis":"Convert local or URL PDFs to structured JSON or Markdown through parse_pdf. Limits: Hosted API token required; extraction fidelity and claimed verification/performance not independently tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/protagolabs/Netmind-Parse-PDF-MCP/blob/main/README.md"],"reviewGroup":"evidence-retrieval-extraction"}},{"name":"ridadata/mcp-data-profiler","kind":"Research tool","category":"RWE Data & Analytics","summary":"Profile local tabular files for types, ranges, missingness and format-quality flags.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ridadata/mcp-data-profiler","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Profile local tabular files for types, ranges, missingness and format-quality flags."],"limitation":"Default first50000-row sample may be unrepresentative; no cross-column analysis and pandas missing-value parsing can misclassify strings.","url":"https://github.com/ridadata/mcp-data-profiler","primarySourceURLs":["https://github.com/Ridadata/mcp-data-profiler/blob/main/README.md"],"id":"RWE-6622","relevance":{"id":"RWE-6622","decision":"Core","rationale":"Profile local tabular files for types, ranges, missingness and format-quality flags. The selected data-query/quality, cohort, optimization, descriptive analysis, queueing or Weibull calculation is an identifiable necessary analytical method, with scope and validity limits.","relevanceBasis":"Profile local tabular files for types, ranges, missingness and format-quality flags. Limits: Default first50000-row sample may be unrepresentative; no cross-column analysis and pandas missing-value parsing can misclassify strings.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Ridadata/mcp-data-profiler/blob/main/README.md"],"reviewGroup":"statistical-clinical-data-method"}},{"name":"ibrtokmecheng/packforai-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Convert documents and spreadsheets to Markdown with optional OCR and full-output mode.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ibrtokmecheng/packforai-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Convert documents and spreadsheets to Markdown with optional OCR and full-output mode."],"limitation":"Hosted paid API key required; compact mode may omit content, and token savings do not establish extraction completeness.","url":"https://github.com/ibrtokmecheng/packforai-mcp","primarySourceURLs":["https://github.com/ibrtokmecheng/packforai-mcp/blob/main/README.md"],"id":"RWE-6623","relevance":{"id":"RWE-6623","decision":"Core","rationale":"Convert documents and spreadsheets to Markdown with optional OCR and full-output mode. The actual selected function retrieves scholarly/clinical records or extracts documents for source-based research; no model truth or completeness guarantee is inferred.","relevanceBasis":"Convert documents and spreadsheets to Markdown with optional OCR and full-output mode. Limits: Hosted paid API key required; compact mode may omit content, and token savings do not establish extraction completeness.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ibrtokmecheng/packforai-mcp/blob/main/README.md"],"reviewGroup":"evidence-retrieval-extraction"}},{"name":"suparse/suparse-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Extract structured document data, retrieve template-based results and export JSON/CSV/XLSX.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"suparse/suparse-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Extract structured document data, retrieve template-based results and export JSON/CSV/XLSX."],"limitation":"Hosted API required; automatic schema inference and extraction accuracy unvalidated. Cleanup deletes remote results and is separate from retrieval.","url":"https://github.com/suparse/suparse-mcp","primarySourceURLs":["https://github.com/suparse/suparse-mcp/blob/main/README.md"],"id":"RWE-6624","relevance":{"id":"RWE-6624","decision":"Core","rationale":"Extract structured document data, retrieve template-based results and export JSON/CSV/XLSX. The actual selected function retrieves scholarly/clinical records or extracts documents for source-based research; no model truth or completeness guarantee is inferred.","relevanceBasis":"Extract structured document data, retrieve template-based results and export JSON/CSV/XLSX. Limits: Hosted API required; automatic schema inference and extraction accuracy unvalidated. Cleanup deletes remote results and is separate from retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/suparse/suparse-mcp/blob/main/README.md"],"reviewGroup":"evidence-retrieval-extraction"}},{"name":"haiiibin/data-profiler-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Profile datasets, compare schema and null-rate changes, and return exploratory column summaries and correlations.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"haiiibin/data-profiler-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Profile datasets, compare schema and null-rate changes, and return exploratory column summaries and correlations."],"limitation":"Sampled or capped data can omit patterns; quality flags, dtype suggestions and correlations do not establish data validity or causal relationships.","url":"https://github.com/haiiibin/data-profiler-mcp","primarySourceURLs":["https://github.com/haiiibin/data-profiler-mcp/blob/main/README.md"],"id":"RWE-6625","relevance":{"id":"RWE-6625","decision":"Core","rationale":"Profile datasets, compare schema and null-rate changes, and return exploratory column summaries and correlations. The selected data-query/quality, cohort, optimization, descriptive analysis, queueing or Weibull calculation is an identifiable necessary analytical method, with scope and validity limits.","relevanceBasis":"Profile datasets, compare schema and null-rate changes, and return exploratory column summaries and correlations. Limits: Sampled or capped data can omit patterns; quality flags, dtype suggestions and correlations do not establish data validity or causal relationships.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/haiiibin/data-profiler-mcp/blob/main/README.md"],"reviewGroup":"statistical-clinical-data-method"}},{"name":"sidney/web-to-markdown-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Fetch source web pages as Markdown through HTTP extraction or rendered-browser fallback.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sidney/web-to-markdown-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Fetch source web pages as Markdown through HTTP extraction or rendered-browser fallback."],"limitation":"General literature/source retrieval enabler; extraction can omit layout/content and does not validate source claims. Browser dependencies required.","url":"https://github.com/sidney/web-to-markdown-mcp","primarySourceURLs":["https://github.com/sidney/web-to-markdown-mcp/blob/main/README.md"],"id":"RWE-6629","relevance":{"id":"RWE-6629","decision":"Core","rationale":"Fetch source web pages as Markdown through HTTP extraction or rendered-browser fallback. The actual selected function retrieves scholarly/clinical records or extracts documents for source-based research; no model truth or completeness guarantee is inferred.","relevanceBasis":"Fetch source web pages as Markdown through HTTP extraction or rendered-browser fallback. Limits: General literature/source retrieval enabler; extraction can omit layout/content and does not validate source claims. Browser dependencies required.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sidney/web-to-markdown-mcp/blob/main/README.md"],"reviewGroup":"evidence-retrieval-extraction"}},{"name":"yazkychristiannicolas/pdf-to-md-mcp-server","kind":"Research tool","category":"RWE Data & Analytics","summary":"Convert PDFs to page-labeled Markdown with embedded image references and OCR fallback.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yazkychristiannicolas/pdf-to-md-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Convert PDFs to page-labeled Markdown with embedded image references and OCR fallback."],"limitation":"Local extraction enabler; Tesseract and language packs required, and OCR/table fidelity not validated.","url":"https://github.com/yazkychristiannicolas/pdf-to-md-mcp-server","primarySourceURLs":["https://github.com/yazkyChristianNicolas/pdf-to-md-mcp-server/blob/main/README.md"],"id":"RWE-6630","relevance":{"id":"RWE-6630","decision":"Core","rationale":"Convert PDFs to page-labeled Markdown with embedded image references and OCR fallback. The actual selected function retrieves scholarly/clinical records or extracts documents for source-based research; no model truth or completeness guarantee is inferred.","relevanceBasis":"Convert PDFs to page-labeled Markdown with embedded image references and OCR fallback. Limits: Local extraction enabler; Tesseract and language packs required, and OCR/table fidelity not validated.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yazkyChristianNicolas/pdf-to-md-mcp-server/blob/main/README.md"],"reviewGroup":"evidence-retrieval-extraction"}},{"name":"x-t-e-r/nb-paper-search","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Search provider-backed literature, resolve identifiers and maintain resumable citation and extraction artifacts with provenance.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"x-t-e-r/nb-paper-search","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search provider-backed literature, resolve identifiers and maintain resumable citation and extraction artifacts with provenance."],"limitation":"Source-linked checkout requires separate providers; npm package unpublished and HTTP bridge is not full MCP HTTP/SSE. Stdio described; no search exhaustiveness or assessment validity established.","url":"https://github.com/x-t-e-r/nb-paper-search","primarySourceURLs":["https://github.com/X-T-E-R/nb-paper-search/blob/main/README.md"],"id":"RWE-6637","relevance":{"id":"RWE-6637","decision":"Core","rationale":"Retain the documented evidence function: Search provider-backed literature, resolve identifiers and maintain resumable citation and extraction artifacts with provenance. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search provider-backed literature, resolve identifiers and maintain resumable citation and extraction artifacts with provenance.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/x-t-e-r/nb-paper-search","https://github.com/X-T-E-R/nb-paper-search/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"xiaochengzi2048/find-a-book-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Look up book metadata by title or ISBN through Open Library.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"xiaochengzi2048/find-a-book-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Look up book metadata by title or ISBN through Open Library."],"limitation":"Only metadata retrieval reviewed for literature identification; download availability, provenance and completeness outside approval.","url":"https://github.com/xiaochengzi2048/find-a-book-mcp","primarySourceURLs":["https://github.com/Xiaochengzi2048/find-a-book-mcp/blob/main/README.md"],"id":"RWE-6638","relevance":{"id":"RWE-6638","decision":"Core","rationale":"Look up book metadata by title or ISBN through Open Library. The actual selected function retrieves scholarly/clinical records or extracts documents for source-based research; no model truth or completeness guarantee is inferred.","relevanceBasis":"Look up book metadata by title or ISBN through Open Library. Limits: Only metadata retrieval reviewed for literature identification; download availability, provenance and completeness outside approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Xiaochengzi2048/find-a-book-mcp/blob/main/README.md"],"reviewGroup":"evidence-retrieval-extraction"}},{"name":"sergiudanstan/r-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Run R analysis scripts, summarize tabular data and create plots through a local Rscript MCP bridge.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sergiudanstan/r-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Run R analysis scripts, summarize tabular data and create plots through a local Rscript MCP bridge."],"limitation":"Generic analytical interface only;62 listed tools not individually validated, assumptions and statistical calculations untested. Executes local code with process permissions.","url":"https://github.com/sergiudanstan/r-mcp","primarySourceURLs":["https://github.com/sergiudanstan/r-mcp/blob/main/README.md"],"id":"RWE-6640","relevance":{"id":"RWE-6640","decision":"Core","rationale":"Run R analysis scripts, summarize tabular data and create plots through a local Rscript MCP bridge. The selected data-query/quality, cohort, optimization, descriptive analysis, queueing or Weibull calculation is an identifiable necessary analytical method, with scope and validity limits.","relevanceBasis":"Run R analysis scripts, summarize tabular data and create plots through a local Rscript MCP bridge. Limits: Generic analytical interface only;62 listed tools not individually validated, assumptions and statistical calculations untested. Executes local code with process permissions.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sergiudanstan/r-mcp/blob/main/README.md"],"reviewGroup":"statistical-clinical-data-method"}},{"name":"x-t-e-r/material-providers — manifest","kind":"Skill","category":"RWE Data & Analytics","summary":"Resolve DOI identifiers to ordered open-access artifact locations through an Unpaywall provider.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"x-t-e-r/material-providers","website":"GitHub","packages":"src/providers/packages/unpaywall/manifest.json","workflowFit":["RWE Data & Analytics"],"capabilities":["Resolve DOI identifiers to ordered open-access artifact locations through an Unpaywall provider."],"limitation":"Metadata resolution only; does not download or verify document bytes. Contact email and separate provider installation required.","url":"https://github.com/x-t-e-r/material-providers","primarySourceURLs":["https://github.com/X-T-E-R/material-providers/blob/main/src/providers/packages/unpaywall/manifest.json"],"id":"RWE-6644","relevance":{"id":"RWE-6644","decision":"Core","rationale":"Resolve DOI identifiers to ordered open-access artifact locations through an Unpaywall provider. The actual selected function retrieves scholarly/clinical records or extracts documents for source-based research; no model truth or completeness guarantee is inferred.","relevanceBasis":"Resolve DOI identifiers to ordered open-access artifact locations through an Unpaywall provider. Limits: Metadata resolution only; does not download or verify document bytes. Contact email and separate provider installation required.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/X-T-E-R/material-providers/blob/main/src/providers/packages/unpaywall/manifest.json"],"reviewGroup":"evidence-retrieval-extraction"}},{"name":"x-t-e-r/resource-search-providers — manifest","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Search PubMed using author/year filters through the paper-search provider contract.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"x-t-e-r/resource-search-providers","website":"GitHub","packages":"src/providers/packages/pubmed/manifest.json","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search PubMed using author/year filters through the paper-search provider contract."],"limitation":"Manifest-level interface review only;100-result cap and query rewriting limit coverage, no exhaustive retrieval guarantee. Other23published search entries are discovered within this collection, not individually approved.","url":"https://github.com/x-t-e-r/resource-search-providers","primarySourceURLs":["https://github.com/X-T-E-R/resource-search-providers/blob/main/src/providers/packages/pubmed/manifest.json"],"id":"RWE-6645","relevance":{"id":"RWE-6645","decision":"Core","rationale":"Retain the documented evidence function: Search PubMed using author/year filters through the paper-search provider contract. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search PubMed using author/year filters through the paper-search provider contract.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/x-t-e-r/resource-search-providers","https://github.com/X-T-E-R/resource-search-providers/blob/main/src/providers/packages/pubmed/manifest.json"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sdiehl/usolver","kind":"Research tool","category":"RWE Data & Analytics","summary":"Archived FastMCP mathematical optimization interface exposes Z3 constraint satisfaction, HiGHS linear/mixed-integer programming, CVXPY and OR-Tools solver calls with structured result/status fields.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sdiehl/usolver","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Archived FastMCP mathematical optimization interface exposes Z3 constraint satisfaction, HiGHS linear/mixed-integer programming, CVXPY and OR-Tools solver calls with structured result/status fields."],"limitation":"No longer maintained according to the current primary README. Selected server registration and wrappers reviewed, not solver correctness or expression sandboxing; user-supplied expression strings require a controlled local environment. Optimization does not validate health models or clinical recommendations.","url":"https://github.com/sdiehl/usolver","primarySourceURLs":["https://github.com/sdiehl/usolver/blob/main/README.md","https://github.com/sdiehl/usolver/blob/main/usolver_mcp/server/main.py","https://github.com/sdiehl/usolver"],"id":"RWE-6647","relevance":{"id":"RWE-6647","decision":"Core","rationale":"Archived FastMCP mathematical optimization interface exposes Z3 constraint satisfaction, HiGHS linear/mixed-integer programming, CVXPY and OR-Tools solver calls with…. The selected data-query/quality, cohort, optimization, descriptive analysis, queueing or Weibull calculation is an identifiable necessary analytical method, with scope and validity limits.","relevanceBasis":"Archived FastMCP mathematical optimization interface exposes Z3 constraint satisfaction, HiGHS linear/mixed-integer programming, CVXPY and OR-Tools solver calls with structured result/status fields. Limits: No longer maintained according to the current primary README. Selected server registration and wrappers reviewed, not solver correctness or expression sandboxing; user-supplied expression strings require a controlled local environment. Optimization does not validate health models or clinical recommendations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sdiehl/usolver/blob/main/README.md","https://github.com/sdiehl/usolver/blob/main/usolver_mcp/server/main.py","https://github.com/sdiehl/usolver"],"reviewGroup":"statistical-clinical-data-method"}},{"name":"manfye/data-dosm-mcp-nodejs","kind":"Research tool","category":"Public health & surveillance","summary":"Discover Malaysian government datasets, inspect catalogue metadata, search keywords and retrieve records for population, environmental and health statistics.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"manfye/data-dosm-mcp-nodejs","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Discover Malaysian government datasets, inspect catalogue metadata, search keywords and retrieve records for population, environmental and health statistics."],"limitation":"Public data.gov.my coverage, schemas and freshness vary by dataset; catalogue retrieval is not a harmonized research cohort or validated analysis.","url":"https://github.com/manfye/data-dosm-mcp-nodejs","primarySourceURLs":["https://github.com/manfye/data-dosm-mcp-nodejs/blob/main/README.md","https://github.com/manfye/data-dosm-mcp-nodejs"],"id":"RWE-6649","relevance":{"id":"RWE-6649","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Discover Malaysian government datasets, inspect catalogue metadata, search keywords and retrieve records for population, environmental and health statistics.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/manfye/data-dosm-mcp-nodejs/blob/main/README.md","https://github.com/manfye/data-dosm-mcp-nodejs"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"openarx-ai/openarx-core","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"OpenArx researcher interface searches scientific papers, retrieves documents and passages, compares papers, discovers methods and traverses published claim relations.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openarx-ai/openarx-core","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenArx researcher interface searches scientific papers, retrieves documents and passages, compares papers, discovers methods and traverses published claim relations."],"limitation":"Corpus-dependent machine-assisted evidence discovery; support/contradiction groups are not independent certainty assessments. Bearer access and upstream service required; separate publishing and governance operations can change remote state.","url":"https://github.com/openarx-ai/openarx-core","primarySourceURLs":["https://github.com/OpenArx-AI/openarx-core/blob/main/README.md","https://github.com/OpenArx-AI/openarx-core"],"id":"RWE-6651","relevance":{"id":"RWE-6651","decision":"Core","rationale":"Retain the documented evidence function: OpenArx researcher interface searches scientific papers, retrieves documents and passages, compares papers, discovers methods and traverses published claim relations. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenArx researcher interface searches scientific papers, retrieves documents and passages, compares papers, discovers methods and traverses published claim relations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/openarx-ai/openarx-core","https://github.com/OpenArx-AI/openarx-core/blob/main/README.md","https://github.com/OpenArx-AI/openarx-core"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sapientsai/openfda-mcp-server","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"Search FDA drug labels, adverse-event reports, recalls, NDC records, approvals and shortages, plus device clearances, classifications and safety reports.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sapientsai/openfda-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Search FDA drug labels, adverse-event reports, recalls, NDC records, approvals and shortages, plus device clearances, classifications and safety reports."],"limitation":"Public regulatory and spontaneous-report data are not incidence estimates or proof of causation. Pagination, reporting bias and upstream limits apply; optional API key and rate-limit claims were not runtime tested.","url":"https://github.com/sapientsai/openfda-mcp-server","primarySourceURLs":["https://github.com/sapientsai/openfda-mcp-server/blob/main/README.md","https://github.com/sapientsai/openfda-mcp-server"],"id":"RWE-6653","relevance":{"id":"RWE-6653","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Search FDA drug labels, adverse-event reports, recalls, NDC records, approvals and shortages, plus device clearances, classifications and safety reports.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sapientsai/openfda-mcp-server/blob/main/README.md","https://github.com/sapientsai/openfda-mcp-server"],"reviewGroup":"health-product-and-safety-data"}},{"name":"tskxz/mcp-takeout-googlefit","kind":"MCP server","category":"RWE Data & Analytics","summary":"Read and summarize local Portuguese Google Takeout Google Fit exports, daily activity, workout logs and sleep records through MCP tools and resources.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"tskxz/mcp-takeout-googlefit","website":"GitHub","packages":"Google Fit export retrieval only","workflowFit":["RWE Data & Analytics"],"capabilities":["Read and summarize local Portuguese Google Takeout Google Fit exports, daily activity, workout logs and sleep records through MCP tools and resources."],"limitation":"User-supplied export parsing only; language/folder expectations and device measurements constrain comparability. Cleanup can delete files when dry_run is false. Coaching prompts are outside the reviewed research-data scope.","url":"https://github.com/tskxz/mcp-takeout-googlefit","primarySourceURLs":["https://github.com/tskxz/mcp-takeout-googlefit/blob/master/README.md","https://github.com/tskxz/mcp-takeout-googlefit"],"id":"RWE-6655","relevance":{"id":"RWE-6655","decision":"Core","rationale":"Read and summarize local Portuguese Google Takeout Google Fit exports, daily activity, workout logs and sleep records through MCP tools and resources. The selected function accesses health observations, clinical terminology/metadata or healthcare facilities; descriptive data does not establish clinical effects.","relevanceBasis":"Read and summarize local Portuguese Google Takeout Google Fit exports, daily activity, workout logs and sleep records through MCP tools and resources. Limits: User-supplied export parsing only; language/folder expectations and device measurements constrain comparability. Cleanup can delete files when dry_run is false. Coaching prompts are outside the reviewed research-data scope.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/tskxz/mcp-takeout-googlefit/blob/master/README.md","https://github.com/tskxz/mcp-takeout-googlefit"],"reviewGroup":"health-record-reference-access"}},{"name":"aviman1109/garmin_mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Read date-filtered Garmin activity, steps, statistics and training-readiness data for administrator-configured accounts selected by account_id.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aviman1109/garmin_mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Read date-filtered Garmin activity, steps, statistics and training-readiness data for administrator-configured accounts selected by account_id."],"limitation":"Wearable data-access enabler, not validated outcomes or cohort analysis. Accounts and tokens are preconfigured by the administrator; no per-user OAuth is implemented and deployment access controls need independent assessment.","url":"https://github.com/aviman1109/garmin_mcp","primarySourceURLs":["https://github.com/aviman1109/garmin_mcp/blob/main/README.md","https://github.com/aviman1109/garmin_mcp"],"id":"RWE-6656","relevance":{"id":"RWE-6656","decision":"Core","rationale":"Read date-filtered Garmin activity, steps, statistics and training-readiness data for administrator-configured accounts selected by account_id. The selected function accesses health observations, clinical terminology/metadata or healthcare facilities; descriptive data does not establish clinical effects.","relevanceBasis":"Read date-filtered Garmin activity, steps, statistics and training-readiness data for administrator-configured accounts selected by account_id. Limits: Wearable data-access enabler, not validated outcomes or cohort analysis. Accounts and tokens are preconfigured by the administrator; no per-user OAuth is implemented and deployment access controls need independent assessment.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aviman1109/garmin_mcp/blob/main/README.md","https://github.com/aviman1109/garmin_mcp"],"reviewGroup":"health-record-reference-access"}},{"name":"ag2-mcp-servers/cloud-healthcare-api","kind":"Research tool","category":"Clinical Data & Interoperability","summary":"Generated AG2 MCPProxy interface describes Google Cloud Healthcare v1beta1 FHIR resource access, dataset management and related healthcare API operations.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ag2-mcp-servers/cloud-healthcare-api","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Generated AG2 MCPProxy interface describes Google Cloud Healthcare v1beta1 FHIR resource access, dataset management and related healthcare API operations."],"limitation":"Generated proxy, not a tested authenticated integration. Selected methods depend on MCPProxy patching; security declarations include unsupported stubs. Requires configured Google access and can expose update/delete operations; neither access control nor clinical-data handling was validated.","url":"https://github.com/ag2-mcp-servers/cloud-healthcare-api","primarySourceURLs":["https://github.com/ag2-mcp-servers/cloud-healthcare-api/blob/main/README.md","https://github.com/ag2-mcp-servers/cloud-healthcare-api/blob/main/mcp_server/main.py","https://github.com/ag2-mcp-servers/cloud-healthcare-api","https://api.github.com/repos/ag2-mcp-servers/cloud-healthcare-api/contents/mcp_server/main.py?ref=main"],"id":"RWE-6657","relevance":{"id":"RWE-6657","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"Generated AG2 MCPProxy interface describes Google Cloud Healthcare v1beta1 FHIR resource access, dataset management and related healthcare API operations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ag2-mcp-servers/cloud-healthcare-api/blob/main/README.md","https://github.com/ag2-mcp-servers/cloud-healthcare-api/blob/main/mcp_server/main.py","https://github.com/ag2-mcp-servers/cloud-healthcare-api","https://api.github.com/repos/ag2-mcp-servers/cloud-healthcare-api/contents/mcp_server/main.py?ref=main"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"yskale/redis_mcp_server","kind":"Research tool","category":"RWE Data & Analytics","summary":"Query a biomedical RedisGraph, expand concepts with synonyms, discover linked study variables and resolve BioData Catalyst PIC-SURE paths and cohort query templates.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"yskale/redis_mcp_server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Query a biomedical RedisGraph, expand concepts with synonyms, discover linked study variables and resolve BioData Catalyst PIC-SURE paths and cohort query templates."],"limitation":"Requires a populated knowledge graph and external enrichment services. Semantic graph links do not prove variable validity or causal relationships; generated cohort templates need authorized PIC-SURE execution and review. Raw Cypher surface requires controlled access.","url":"https://github.com/yskale/redis_mcp_server","primarySourceURLs":["https://github.com/yskale/redis_mcp_server/blob/main/README.md","https://github.com/yskale/redis_mcp_server"],"id":"RWE-6658","relevance":{"id":"RWE-6658","decision":"Core","rationale":"Query a biomedical RedisGraph, expand concepts with synonyms, discover linked study variables and resolve BioData Catalyst PIC-SURE paths and cohort query templates. The selected data-query/quality, cohort, optimization, descriptive analysis, queueing or Weibull calculation is an identifiable necessary analytical method, with scope and validity limits.","relevanceBasis":"Query a biomedical RedisGraph, expand concepts with synonyms, discover linked study variables and resolve BioData Catalyst PIC-SURE paths and cohort query templates. Limits: Requires a populated knowledge graph and external enrichment services. Semantic graph links do not prove variable validity or causal relationships; generated cohort templates need authorized PIC-SURE execution and review. Raw Cypher surface requires controlled access.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/yskale/redis_mcp_server/blob/main/README.md","https://github.com/yskale/redis_mcp_server"],"reviewGroup":"statistical-clinical-data-method"}},{"name":"musen-lab/cedar-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Fetch CEDAR templates and paginated instances, search BioPortal terms and ontology branches, and inspect class hierarchies.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"musen-lab/cedar-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Fetch CEDAR templates and paginated instances, search BioPortal terms and ontology branches, and inspect class hierarchies."],"limitation":"CEDAR and BioPortal keys required. Local SQLite caches have a configurable TTL and can be cleared; terminology retrieval does not independently validate mappings or metadata quality. Current README does not establish template-instance writing.","url":"https://github.com/musen-lab/cedar-mcp","primarySourceURLs":["https://github.com/musen-lab/cedar-mcp/blob/main/README.md","https://github.com/musen-lab/cedar-mcp"],"id":"RWE-6661","relevance":{"id":"RWE-6661","decision":"Core","rationale":"Fetch CEDAR templates and paginated instances, search BioPortal terms and ontology branches, and inspect class hierarchies. The selected function accesses health observations, clinical terminology/metadata or healthcare facilities; descriptive data does not establish clinical effects.","relevanceBasis":"Fetch CEDAR templates and paginated instances, search BioPortal terms and ontology branches, and inspect class hierarchies. Limits: CEDAR and BioPortal keys required. Local SQLite caches have a configurable TTL and can be cleared; terminology retrieval does not independently validate mappings or metadata quality. Current README does not establish template-instance writing.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/musen-lab/cedar-mcp/blob/main/README.md","https://github.com/musen-lab/cedar-mcp"],"reviewGroup":"health-record-reference-access"}},{"name":"appendixhealth/mcp-server","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Appendix search_knowledge_base tool retrieves medical literature and treatment-guideline material from the provider knowledge base.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"appendixhealth/mcp-server","website":"GitHub","packages":"search_knowledge_base only","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Appendix search_knowledge_base tool retrieves medical literature and treatment-guideline material from the provider knowledge base."],"limitation":"Provider-corpus discovery only; completeness, ranking and citations require independent checking. Sibling encounter submission and physician/prescription workflows are outside this research-discovery scope and can send clinical content to a third party.","url":"https://github.com/appendixhealth/mcp-server","primarySourceURLs":["https://github.com/appendixhealth/mcp-server/blob/main/README.md","https://github.com/appendixhealth/mcp-server"],"id":"RWE-6663","relevance":{"id":"RWE-6663","decision":"Core","rationale":"Retain the documented evidence function: Appendix search_knowledge_base tool retrieves medical literature and treatment-guideline material from the provider knowledge base. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Appendix search_knowledge_base tool retrieves medical literature and treatment-guideline material from the provider knowledge base.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/appendixhealth/mcp-server","https://github.com/appendixhealth/mcp-server/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"h-kazuki-pixel/metric-shift-mcp-server","kind":"Research tool","category":"RWE Data & Analytics","summary":"Inspect local event-level CSV data and explore which categorical combinations account for changes in counts or numeric totals between nonoverlapping periods, with weekday adjustment.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"h-kazuki-pixel/metric-shift-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Inspect local event-level CSV data and explore which categorical combinations account for changes in counts or numeric totals between nonoverlapping periods, with weekday adjustment."],"limitation":"Exploratory descriptive analysis only: Squeeze-inspired localization is not causal attribution, formal significance testing or a health-validated method. Maximum six dimensions and 1,000 inline rows; sparse cells, no timezone conversion and omitted holiday adjustment limit interpretation.","url":"https://github.com/h-kazuki-pixel/metric-shift-mcp-server","primarySourceURLs":["https://github.com/h-kazuki-pixel/metric-shift-mcp-server/blob/main/README.md","https://github.com/h-kazuki-pixel/metric-shift-mcp-server"],"id":"RWE-6664","relevance":{"id":"RWE-6664","decision":"Core","rationale":"Inspect local event-level CSV data and explore which categorical combinations account for changes in counts or numeric totals between nonoverlapping periods, with…. The selected data-query/quality, cohort, optimization, descriptive analysis, queueing or Weibull calculation is an identifiable necessary analytical method, with scope and validity limits.","relevanceBasis":"Inspect local event-level CSV data and explore which categorical combinations account for changes in counts or numeric totals between nonoverlapping periods, with weekday adjustment. Limits: Exploratory descriptive analysis only: Squeeze-inspired localization is not causal attribution, formal significance testing or a health-validated method. Maximum six dimensions and 1,000 inline rows; sparse cells, no timezone conversion and omitted holiday adjustment limit interpretation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/h-kazuki-pixel/metric-shift-mcp-server/blob/main/README.md","https://github.com/h-kazuki-pixel/metric-shift-mcp-server"],"reviewGroup":"statistical-clinical-data-method"}},{"name":"seelly/scholar_mcp_server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Two registered Go MCP tools retrieve scholarly search results and identifier details with configurable sources and normalized metadata.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"seelly/scholar_mcp_server","website":"GitHub","packages":"searchScholarPapers/getScholarPaper","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Two registered Go MCP tools retrieve scholarly search results and identifier details with configurable sources and normalized metadata."],"limitation":"Actual main.go resolves stale README example tool names. Deduplication/ranking and provider completeness unvalidated; Scopus/ADS credentials needed. Approval concerns metadata access, not Sci-Hub download availability or rights.","url":"https://github.com/seelly/scholar_mcp_server","primarySourceURLs":["https://github.com/Seelly/scholar_mcp_server/blob/master/README.md","https://github.com/Seelly/scholar_mcp_server/blob/master/main.go","https://github.com/Seelly/scholar_mcp_server","https://chat.mcp.so/server/scholar_mcp_server/Seelly","https://api.github.com/repos/Seelly/scholar_mcp_server/git/trees/519af431cde3c9df7c010e9b06a335847edbb7d7"],"id":"RWE-6778","relevance":{"id":"RWE-6778","decision":"Core","rationale":"Retain the documented evidence function: Two registered Go MCP tools retrieve scholarly search results and identifier details with configurable sources and normalized metadata. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Two registered Go MCP tools retrieve scholarly search results and identifier details with configurable sources and normalized metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/seelly/scholar_mcp_server","https://github.com/Seelly/scholar_mcp_server/blob/master/README.md","https://github.com/Seelly/scholar_mcp_server/blob/master/main.go","https://github.com/Seelly/scholar_mcp_server","https://chat.mcp.so/server/scholar_mcp_server/Seelly","https://api.github.com/repos/Seelly/scholar_mcp_server/git/trees/519af431cde3c9df7c010e9b06a335847edbb7d7"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aegean-org/qt-mcp","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Title/author and folder literature search, PDF text retrieval, save article records, and Markdown notes in the local Qt academic library.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aegean-org/qt-mcp","website":"GitHub","packages":"five local Qt scholarly library MCP tools","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Title/author and folder literature search, PDF text retrieval, save article records, and Markdown notes in the local Qt academic library."],"limitation":"Requires installed Qt application; current or last logged-in account supplies data. Writes modify library/notes; PDF extraction and scholarly completeness are not validated.","url":"https://github.com/aegean-org/qt-mcp","primarySourceURLs":["https://github.com/aegean-org/qt-mcp/blob/main/README.md","https://github.com/aegean-org/qt-mcp","https://chat.mcp.so/server/青提mcp/aegean-org"],"id":"RWE-6779","relevance":{"id":"RWE-6779","decision":"Core","rationale":"Retain the documented evidence function: Title/author and folder literature search, PDF text retrieval, save article records, and Markdown notes in the local Qt academic library. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Title/author and folder literature search, PDF text retrieval, save article records, and Markdown notes in the local Qt academic library.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aegean-org/qt-mcp","https://github.com/aegean-org/qt-mcp/blob/main/README.md","https://chat.mcp.so/server/青提mcp/aegean-org"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"anuj0456/arxiv-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Concrete arXiv MCP search_arxiv/get_paper plus author/category/date retrieval and metadata export interface.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"anuj0456/arxiv-mcp-server","website":"GitHub","packages":"arxiv_mcp/server.py search/get/export subset","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Concrete arXiv MCP search_arxiv/get_paper plus author/category/date retrieval and metadata export interface."],"limitation":"Citation analyzer uses random simulated citation counts and simplified h-index; those tools are explicitly excluded from approval. Trend analysis is capped at100 retrieved records and is not population bibliometrics; similarity is heuristic. No citation/impact validity claim.","url":"https://github.com/anuj0456/arxiv-mcp-server","primarySourceURLs":["https://github.com/anuj0456/arxiv-mcp-server/blob/main/README.md","https://github.com/anuj0456/arxiv-mcp-server/blob/main/arxiv_mcp/analyzers.py","https://github.com/anuj0456/arxiv-mcp-server/blob/main/arxiv_mcp/server.py","https://github.com/anuj0456/arxiv-mcp-server","https://chat.mcp.so/server/arxiv-mcp-server/anuj0456"],"id":"RWE-6780","relevance":{"id":"RWE-6780","decision":"Core","rationale":"Retain the documented evidence function: Concrete arXiv MCP search_arxiv/get_paper plus author/category/date retrieval and metadata export interface. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Concrete arXiv MCP search_arxiv/get_paper plus author/category/date retrieval and metadata export interface.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/anuj0456/arxiv-mcp-server","https://github.com/anuj0456/arxiv-mcp-server/blob/main/README.md","https://github.com/anuj0456/arxiv-mcp-server/blob/main/arxiv_mcp/analyzers.py","https://github.com/anuj0456/arxiv-mcp-server/blob/main/arxiv_mcp/server.py","https://chat.mcp.so/server/arxiv-mcp-server/anuj0456"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"sodeyama/arxiv-mcp-server","kind":"MCP server","category":"RWE Data & Analytics","summary":"Two documented MCP tools search arXiv and fetch metadata by arXiv ID; configurable results1–50 and ordering.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sodeyama/arxiv-mcp-server","website":"GitHub","packages":"search_arxiv_papers/get_arxiv_paper","workflowFit":["RWE Data & Analytics"],"capabilities":["Two documented MCP tools search arXiv and fetch metadata by arXiv ID; configurable results1–50 and ordering."],"limitation":"API/English-Japanese query behavior untested; preprints are not peer-reviewed evidence and returned set is bounded. No exhaustive discovery or scientific-quality claim.","url":"https://github.com/sodeyama/arxiv-mcp-server","primarySourceURLs":["https://github.com/sodeyama/arxiv-mcp-server/blob/main/README.md","https://github.com/sodeyama/arxiv-mcp-server","https://chat.mcp.so/server/arxiv-mcp-server/sodeyama"],"id":"RWE-6782","relevance":{"id":"RWE-6782","decision":"Core","rationale":"Two documented MCP tools search arXiv and fetch metadata by arXiv ID; configurable results1–50 and ordering. The actual selected function retrieves scholarly/clinical records or extracts documents for source-based research; no model truth or completeness guarantee is inferred.","relevanceBasis":"Two documented MCP tools search arXiv and fetch metadata by arXiv ID; configurable results1–50 and ordering. Limits: API/English-Japanese query behavior untested; preprints are not peer-reviewed evidence and returned set is bounded. No exhaustive discovery or scientific-quality claim.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sodeyama/arxiv-mcp-server/blob/main/README.md","https://github.com/sodeyama/arxiv-mcp-server","https://chat.mcp.so/server/arxiv-mcp-server/sodeyama"],"reviewGroup":"evidence-retrieval-extraction"}},{"name":"dgitj/openalex-mcp-server","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Search OpenAlex academic-paper metadata by topic/keyword or author.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dgitj/openalex-mcp-server","website":"GitHub","packages":"search-papers, search-papers-by-author and paper://{paperId} resource","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Search OpenAlex academic-paper metadata by topic/keyword or author.","Read paper title, abstract, author and citation metadata through the documented paper resource."],"limitation":"Full short README reviewed; implementation and live OpenAlex behavior not tested. Metadata/abstract availability, author ambiguity, retrieval coverage and citation updates require checking; no fulltext or evidence-quality appraisal approved.","url":"https://github.com/dgitj/openalex-mcp-server","primarySourceURLs":["https://github.com/dgitj/openalex-mcp-server/blob/master/README.md","https://github.com/dgitj/openalex-mcp-server","https://chat.mcp.so/server/openalex-mcp-server/dgitj"],"id":"RWE-6784","relevance":{"id":"RWE-6784","decision":"Core","rationale":"Retain the documented evidence function: Search OpenAlex academic-paper metadata by topic/keyword or author. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Search OpenAlex academic-paper metadata by topic/keyword or author.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/dgitj/openalex-mcp-server","https://github.com/dgitj/openalex-mcp-server/blob/master/README.md","https://chat.mcp.so/server/openalex-mcp-server/dgitj"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"Parallect research and evidence tools","kind":"Hosted MCP component","category":"Literature & Evidence Synthesis","summary":"Submit bounded multi-provider research jobs and retrieve reports, provider outputs and follow-up threads.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"research/status/results/follow-up and claim/source retrieval","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Submit bounded multi-provider research jobs and retrieve reports, provider outputs and follow-up threads.","Search recorded claims and retrieve linked source snippets and evidence history."],"limitation":"Paid/authenticated hosted service; backend and tools not executed. Cross-provider agreement, numeric confidence/relevance, automatic conflict resolution and linked citations are not validated evidence certainty or claim verification. No exhaustive/systematic review, model independence, comparative efficacy or clinical recommendation approval. Example numerical biomedical claims are illustrative, not evidence.","url":"https://parallect.ai/docs/mcp/tools","primarySourceURLs":["https://parallect.ai/docs/mcp/tools","https://parallect.ai/api/mcp/mcp","https://parallect.ai/docs/mcp/overview","https://chat.mcp.so/server/parallect/securecoders"],"id":"RWE-6786","relevance":{"id":"RWE-6786","decision":"Core","rationale":"Retain the documented evidence function: Submit bounded multi-provider research jobs and retrieve reports, provider outputs and follow-up threads. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Submit bounded multi-provider research jobs and retrieve reports, provider outputs and follow-up threads.","evidenceLevel":"published-card","evidenceRefs":["https://parallect.ai/docs/mcp/tools","https://parallect.ai/api/mcp/mcp","https://parallect.ai/docs/mcp/overview","https://chat.mcp.so/server/parallect/securecoders"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"umbaman/anylogicple-mcp","kind":"MCP component","category":"RWE Data & Analytics","summary":"anylogic_create_model_ple, anylogic_download_for_ple, anylogic_validate_ple and anylogic_get_ple_limits support constructing and exporting bounded queue/discrete-event simulation models.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"umbaman/anylogicple-mcp","website":"GitHub","packages":"AnyLogic PLE model-generation and validation MCP tools","workflowFit":["RWE Data & Analytics"],"capabilities":["anylogic_create_model_ple, anylogic_download_for_ple, anylogic_validate_ple and anylogic_get_ple_limits support constructing and exporting bounded queue/discrete-event simulation models."],"limitation":"Documentation-level model-generation enabler only. Models must be opened/run separately in AnyLogic PLE8.9.8. PLE structural limits are not methodological validation. Only Source/Queue/Delay/Sink documented; resource pools, shift schedules, breakdowns, Seize/Release remain unsupported. Hospital template is illustrative; no patient-care, operational validity or entire AnyLogic paradigm approval.","url":"https://github.com/umbaman/anylogicple-mcp","primarySourceURLs":["https://github.com/umbaman/anylogicPLE-mcp/blob/main/README.md","https://github.com/umbaman/anylogicPLE-mcp","https://glama.ai/mcp/servers/umbaman/anylogicPLE-mcp"],"id":"RWE-6791","relevance":{"id":"RWE-6791","decision":"Core","rationale":"anylogic_create_model_ple, anylogic_download_for_ple, anylogic_validate_ple and anylogic_get_ple_limits support constructing and exporting bounded…. The selected data-query/quality, cohort, optimization, descriptive analysis, queueing or Weibull calculation is an identifiable necessary analytical method, with scope and validity limits.","relevanceBasis":"anylogic_create_model_ple, anylogic_download_for_ple, anylogic_validate_ple and anylogic_get_ple_limits support constructing and exporting bounded queue/discrete-event simulation models. Limits: Documentation-level model-generation enabler only. Models must be opened/run separately in AnyLogic PLE8.9.8. PLE structural limits are not methodological validation. Only Source/Queue/Delay/Sink documented; resource pools, shift schedules, breakdowns, Seize/Release remain unsupported. Hospital template is illustrative; no patient-care, operational validity or entire AnyLogic paradigm approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/umbaman/anylogicPLE-mcp/blob/main/README.md","https://github.com/umbaman/anylogicPLE-mcp","https://glama.ai/mcp/servers/umbaman/anylogicPLE-mcp"],"reviewGroup":"statistical-clinical-data-method"}},{"name":"ReliaStats Weibull summary","kind":"MCP component","category":"RWE Data & Analytics","summary":"Documents Weibull shape/scale summaries for mean lifetime, quantiles and hazard through a named MCP operation.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"weibull_summary parametric distribution calculation only","workflowFit":["RWE Data & Analytics"],"capabilities":["Documents Weibull shape/scale summaries for mean lifetime, quantiles and hazard through a named MCP operation."],"limitation":"Documentation-level contract only; formulas, input validation, scale conventions and numerical implementation were not independently tested. No distribution fitting from user data is exposed by this MCP surface: fitting belongs to the separate sandbox/desktop workflow. No approval of distribution recommendation heuristics, failure-mode labels, PI/CI validation bands, industrial model accuracy or clinical survival extrapolation. Equipment MTBF/availability conventions do not directly establish patient survival or health-system validity. Other ten tools remain outside this narrow approval; no MCP tool invocations or simulations executed.","url":"https://reliastats.com/mcp/v1","primarySourceURLs":["https://reliastats.com/mcp/v1","https://reliastats.com","https://reliastats.com/designer"],"id":"RWE-6792","relevance":{"id":"RWE-6792","decision":"Core","rationale":"Documents Weibull shape/scale summaries for mean lifetime, quantiles and hazard through a named MCP operation. The selected data-query/quality, cohort, optimization, descriptive analysis, queueing or Weibull calculation is an identifiable necessary analytical method, with scope and validity limits.","relevanceBasis":"Documents Weibull shape/scale summaries for mean lifetime, quantiles and hazard through a named MCP operation. Limits: Documentation-level contract only; formulas, input validation, scale conventions and numerical implementation were not independently tested. No distribution fitting from user data is exposed by this MCP surface: fitting belongs to the separate sandbox/desktop workflow. No approval of distribution recommendation heuristics, failure-mode labels, PI/CI validation bands, industrial model accuracy or clinical survival extrapolation. Equipment MTBF/availability conventions do not directly establish patient survival or health-system validity. Other ten tools remain outside this narrow approval; no MCP tool invocations or simulations executed.","evidenceLevel":"published-card","evidenceRefs":["https://reliastats.com/mcp/v1","https://reliastats.com","https://reliastats.com/designer"],"reviewGroup":"statistical-clinical-data-method"}},{"name":"somewordstoolate/quicker","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Quicker documents an LLM-driven question decomposition, literature search, study selection and evidence-assessment workflow with retained search strategies and configurable repeated screening.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"somewordstoolate/quicker","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Quicker documents an LLM-driven question decomposition, literature search, study selection and evidence-assessment workflow with retained search strategies and configurable repeated screening."],"limitation":"Eligible research workflow support only, not autonomous clinical recommendation validity; requires external GROBID, embeddings, models and Qdrant, with some full texts unavailable for redistribution.","url":"https://github.com/somewordstoolate/quicker","primarySourceURLs":["https://raw.githubusercontent.com/somewordstoolate/Quicker/main/README.md","https://github.com/somewordstoolate/Quicker"],"id":"RWE-6004","relevance":{"id":"RWE-6004","decision":"Core","rationale":"Retain the documented evidence function: Quicker documents an LLM-driven question decomposition, literature search, study selection and evidence-assessment workflow with retained search strategies and configurable repeated screening. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Quicker documents an LLM-driven question decomposition, literature search, study selection and evidence-assessment workflow with retained search strategies and configurable repeated screening.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/somewordstoolate/quicker","https://raw.githubusercontent.com/somewordstoolate/Quicker/main/README.md","https://github.com/somewordstoolate/Quicker"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"ruckbreasoning/soay","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"SoAy documents an LLM academic information-seeking workflow over AMiner scholar/publication search, publication details and author publication APIs.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ruckbreasoning/soay","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["SoAy documents an LLM academic information-seeking workflow over AMiner scholar/publication search, publication details and author publication APIs."],"limitation":"AMiner and model access required; benchmark API snapshot is September 15 2023 and does not establish current live data or answer accuracy.","url":"https://github.com/ruckbreasoning/soay","primarySourceURLs":["https://raw.githubusercontent.com/RUCKBReasoning/SoAy/master/readme.md","https://github.com/RUCKBReasoning/SoAy"],"id":"RWE-6005","relevance":{"id":"RWE-6005","decision":"Core","rationale":"Retain the documented evidence function: SoAy documents an LLM academic information-seeking workflow over AMiner scholar/publication search, publication details and author publication APIs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"SoAy documents an LLM academic information-seeking workflow over AMiner scholar/publication search, publication details and author publication APIs.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/ruckbreasoning/soay","https://raw.githubusercontent.com/RUCKBReasoning/SoAy/master/readme.md","https://github.com/RUCKBReasoning/SoAy"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"david-li0406/dalk","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"DALK extracts Alzheimer literature knowledge graph and runs KG-augmented question answering through Neo4j.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"david-li0406/dalk","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["DALK extracts Alzheimer literature knowledge graph and runs KG-augmented question answering through Neo4j."],"limitation":"LLM-generated relations and responses need source verification; old API and script-name inconsistencies untested.","url":"https://github.com/david-li0406/dalk","primarySourceURLs":["https://raw.githubusercontent.com/David-Li0406/DALK/main/README.md","https://github.com/David-Li0406/DALK"],"id":"RWE-6011","relevance":{"id":"RWE-6011","decision":"Core","rationale":"Retain the documented evidence function: DALK extracts Alzheimer literature knowledge graph and runs KG-augmented question answering through Neo4j. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"DALK extracts Alzheimer literature knowledge graph and runs KG-augmented question answering through Neo4j.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/david-li0406/dalk","https://raw.githubusercontent.com/David-Li0406/DALK/main/README.md","https://github.com/David-Li0406/DALK"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"hujili007/ragbot","kind":"Research tool","category":"RWE Data & Analytics","summary":"GastroBot builds index from gastric-disease guideline corpus and exposes Streamlit RAG chat.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hujili007/ragbot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["GastroBot builds index from gastric-disease guideline corpus and exposes Streamlit RAG chat."],"limitation":"25-document Chinese corpus; responses not clinical advice or exhaustive evidence review.","url":"https://github.com/hujili007/ragbot","primarySourceURLs":["https://raw.githubusercontent.com/hujili007/ragbot/main/README.md","https://github.com/hujili007/ragbot"],"id":"RWE-6017","relevance":{"id":"RWE-6017","decision":"Core","rationale":"GastroBot builds index from gastric-disease guideline corpus and exposes Streamlit RAG chat. Retain only the documented clinical/scientific corpus or study-record retrieval component; medical-model evaluation and generated answers do not establish validity.","relevanceBasis":"GastroBot builds index from gastric-disease guideline corpus and exposes Streamlit RAG chat. Limits: 25-document Chinese corpus; responses not clinical advice or exhaustive evidence review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/hujili007/ragbot/main/README.md","https://github.com/hujili007/ragbot"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"openmedlab/osteoarthritis-benchmark","kind":"Research tool","category":"RWE Data & Analytics","summary":"DocOA osteoarthritis knowledge-base RAG prompts/code and evaluation outputs support domain QA research.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"openmedlab/osteoarthritis-benchmark","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["DocOA osteoarthritis knowledge-base RAG prompts/code and evaluation outputs support domain QA research."],"limitation":"No assurance retrieved source supports every generated answer or clinical use.","url":"https://github.com/openmedlab/osteoarthritis-benchmark","primarySourceURLs":["https://raw.githubusercontent.com/openmedlab/Osteoarthritis-Benchmark/main/README.md","https://github.com/openmedlab/Osteoarthritis-Benchmark"],"id":"RWE-6018","relevance":{"id":"RWE-6018","decision":"Core","rationale":"DocOA osteoarthritis knowledge-base RAG prompts/code and evaluation outputs support domain QA research. Retain only the documented clinical/scientific corpus or study-record retrieval component; medical-model evaluation and generated answers do not establish validity.","relevanceBasis":"DocOA osteoarthritis knowledge-base RAG prompts/code and evaluation outputs support domain QA research. Limits: No assurance retrieved source supports every generated answer or clinical use.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/openmedlab/Osteoarthritis-Benchmark/main/README.md","https://github.com/openmedlab/Osteoarthritis-Benchmark"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"pkudigitalhealth/kidneytalk-open","kind":"Research tool","category":"RWE Data & Analytics","summary":"KidneyTalk-open released local graphical medical-document retrieval/chat package.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pkudigitalhealth/kidneytalk-open","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["KidneyTalk-open released local graphical medical-document retrieval/chat package."],"limitation":"Local hosting alone does not certify privacy or nephrology decision support; release not executed.","url":"https://github.com/pkudigitalhealth/kidneytalk-open","primarySourceURLs":["https://raw.githubusercontent.com/PKUDigitalHealth/KidneyTalk-open/main/README.md","https://github.com/PKUDigitalHealth/KidneyTalk-open"],"id":"RWE-6019","relevance":{"id":"RWE-6019","decision":"Core","rationale":"KidneyTalk-open released local graphical medical-document retrieval/chat package. Retain only the documented clinical/scientific corpus or study-record retrieval component; medical-model evaluation and generated answers do not establish validity.","relevanceBasis":"KidneyTalk-open released local graphical medical-document retrieval/chat package. Limits: Local hosting alone does not certify privacy or nephrology decision support; release not executed.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/PKUDigitalHealth/KidneyTalk-open/main/README.md","https://github.com/PKUDigitalHealth/KidneyTalk-open"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"richard-peng-xia/mmed-rag","kind":"Research tool","category":"RWE Data & Analytics","summary":"MMed-RAG retrieve_clip_report/retrieve_clip_VQA scripts retrieve reference reports for medical image QA/report research.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"richard-peng-xia/mmed-rag","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["MMed-RAG retrieve_clip_report/retrieve_clip_VQA scripts retrieve reference reports for medical image QA/report research."],"limitation":"Approve retrieval component only; inference section empty and factuality improvement not independently verified.","url":"https://github.com/richard-peng-xia/mmed-rag","primarySourceURLs":["https://raw.githubusercontent.com/richard-peng-xia/MMed-RAG/main/README.md","https://github.com/richard-peng-xia/MMed-RAG"],"id":"RWE-6029","relevance":{"id":"RWE-6029","decision":"Core","rationale":"MMed-RAG retrieve_clip_report/retrieve_clip_VQA scripts retrieve reference reports for medical image QA/report research. Retain only the documented clinical/scientific corpus or study-record retrieval component; medical-model evaluation and generated answers do not establish validity.","relevanceBasis":"MMed-RAG retrieve_clip_report/retrieve_clip_VQA scripts retrieve reference reports for medical image QA/report research. Limits: Approve retrieval component only; inference section empty and factuality improvement not independently verified.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/richard-peng-xia/MMed-RAG/main/README.md","https://github.com/richard-peng-xia/MMed-RAG"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"drshushen/igsr","kind":"Research tool","category":"RWE Data & Analytics","summary":"IGSR uses LLM-proposed basis functions and validation-error pruning for symbolic regression, with a cancer-dataset experiment command.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"drshushen/igsr","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["IGSR uses LLM-proposed basis functions and validation-error pruning for symbolic regression, with a cancer-dataset experiment command."],"limitation":"Research documentation only; no runtime test, clinical validity, biological mechanism or efficacy established.","url":"https://github.com/drshushen/igsr","primarySourceURLs":["https://raw.githubusercontent.com/DrShushen/IGSR/main/README.md","https://github.com/DrShushen/IGSR"],"id":"RWE-6054","relevance":{"id":"RWE-6054","decision":"Core","rationale":"IGSR uses LLM-proposed basis functions and validation-error pruning for symbolic regression, with a cancer-dataset experiment command. The selected regression, quantitative notebook/data-analysis or sequential statistical utility provides an identifiable necessary research method; no automatic scientific validity is implied.","relevanceBasis":"IGSR uses LLM-proposed basis functions and validation-error pruning for symbolic regression, with a cancer-dataset experiment command. Limits: Research documentation only; no runtime test, clinical validity, biological mechanism or efficacy established.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DrShushen/IGSR/main/README.md","https://github.com/DrShushen/IGSR"],"reviewGroup":"statistical-analysis-method"}},{"name":"ebibiostudies/biostudies-mcp-server","kind":"Research tool","category":"RWE Data & Analytics","summary":"BioStudies study accession lookup and parameterized search confirmed in server.py.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"ebibiostudies/biostudies-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["BioStudies study accession lookup and parameterized search confirmed in server.py."],"limitation":"Proof of concept; HTTP calls have no timeout and return error strings, so responses require checking. secondary-source-20.json.","url":"https://github.com/ebibiostudies/biostudies-mcp-server","primarySourceURLs":["https://raw.githubusercontent.com/EBIBioStudies/biostudies-mcp-server/main/README.md","https://github.com/EBIBioStudies/biostudies-mcp-server"],"id":"RWE-6093","relevance":{"id":"RWE-6093","decision":"Core","rationale":"BioStudies study accession lookup and parameterized search confirmed in server.py. Retain only the documented clinical/scientific corpus or study-record retrieval component; medical-model evaluation and generated answers do not establish validity.","relevanceBasis":"BioStudies study accession lookup and parameterized search confirmed in server.py. Limits: Proof of concept; HTTP calls have no timeout and return error strings, so responses require checking. secondary-source-20.json.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/EBIBioStudies/biostudies-mcp-server/main/README.md","https://github.com/EBIBioStudies/biostudies-mcp-server"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"marimo-team/marimo","kind":"Research tool","category":"RWE Data & Analytics","summary":"Marimo scientific Python notebook with built-in AI completion and agent pairing.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"marimo-team/marimo","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Marimo scientific Python notebook with built-in AI completion and agent pairing."],"limitation":"Only AI-assisted notebook/reproducible programming workflow; generated scientific code and analysis require review.","url":"https://github.com/marimo-team/marimo","primarySourceURLs":["https://raw.githubusercontent.com/marimo-team/marimo/main/README.md","https://github.com/marimo-team/marimo"],"id":"RWE-6102","relevance":{"id":"RWE-6102","decision":"Core","rationale":"Marimo scientific Python notebook with built-in AI completion and agent pairing. The selected regression, quantitative notebook/data-analysis or sequential statistical utility provides an identifiable necessary research method; no automatic scientific validity is implied.","relevanceBasis":"Marimo scientific Python notebook with built-in AI completion and agent pairing. Limits: Only AI-assisted notebook/reproducible programming workflow; generated scientific code and analysis require review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/marimo-team/marimo/main/README.md","https://github.com/marimo-team/marimo"],"reviewGroup":"statistical-analysis-method"}},{"name":"lancelot39/causal-copilot","kind":"Research tool","category":"Causal Inference & Analytics","summary":"Causal-Copilot dialogue-driven data inspection and causal-method orchestration with report generation.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lancelot39/causal-copilot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Causal-Copilot dialogue-driven data inspection and causal-method orchestration with report generation."],"limitation":"Algorithm choice and causal identification assumptions cannot be established from uploaded data alone; no method or runtime validation.","url":"https://github.com/lancelot39/causal-copilot","primarySourceURLs":["https://raw.githubusercontent.com/Lancelot39/Causal-Copilot/main/README.md","https://github.com/Lancelot39/Causal-Copilot"],"id":"RWE-6103","relevance":{"id":"RWE-6103","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"Causal-Copilot dialogue-driven data inspection and causal-method orchestration with report generation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Lancelot39/Causal-Copilot/main/README.md","https://github.com/Lancelot39/Causal-Copilot"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"dmirlab-group/causalagent","kind":"Research tool","category":"Causal Inference & Analytics","summary":"CausalAgent conversational PC structure-learning workflow and graph/report interface.","tags":["Methods"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"dmirlab-group/causalagent","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["CausalAgent conversational PC structure-learning workflow and graph/report interface."],"limitation":"Only current PC workflow; FCI, ATE/CATE and counterfactual modules planned, RAG knowledge-base query explicitly unavailable; graph edits need causal justification.","url":"https://github.com/dmirlab-group/causalagent","primarySourceURLs":["https://raw.githubusercontent.com/DMIRLAB-Group/CausalAgent/main/README.md","https://github.com/DMIRLAB-Group/CausalAgent"],"id":"RWE-6104","relevance":{"id":"RWE-6104","decision":"Core","rationale":"The selected study-design, statistical or causal-method function is directly reusable in outcomes research. Retention does not validate assumptions, generated estimates or broader collection components.","relevanceBasis":"CausalAgent conversational PC structure-learning workflow and graph/report interface.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/DMIRLAB-Group/CausalAgent/main/README.md","https://github.com/DMIRLAB-Group/CausalAgent"],"reviewGroup":"explicit-statistical-and-study-methods"}},{"name":"pgalko/bambooai","kind":"Research tool","category":"RWE Data & Analytics","summary":"BambooAI conversational analysis and visualization of datasets, including documented sports-science workflow.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pgalko/bambooai","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["BambooAI conversational analysis and visualization of datasets, including documented sports-science workflow."],"limitation":"Experimental generated Python execution; statistical choices and sports-science interpretations require review.","url":"https://github.com/pgalko/bambooai","primarySourceURLs":["https://raw.githubusercontent.com/pgalko/BambooAI/main/README.md","https://github.com/pgalko/BambooAI"],"id":"RWE-6111","relevance":{"id":"RWE-6111","decision":"Core","rationale":"BambooAI conversational analysis and visualization of datasets, including documented sports-science workflow. The selected regression, quantitative notebook/data-analysis or sequential statistical utility provides an identifiable necessary research method; no automatic scientific validity is implied.","relevanceBasis":"BambooAI conversational analysis and visualization of datasets, including documented sports-science workflow. Limits: Experimental generated Python execution; statistical choices and sports-science interpretations require review.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pgalko/BambooAI/main/README.md","https://github.com/pgalko/BambooAI"],"reviewGroup":"statistical-analysis-method"}},{"name":"cfn-softbio/scibot","kind":"Research tool","category":"RWE Data & Analytics","summary":"SciBot scientific-document chatbot using retrieved embedding chunks.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cfn-softbio/scibot","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["SciBot scientific-document chatbot using retrieved embedding chunks."],"limitation":"Simple research demonstration; retrieval does not guarantee faithful answers or complete literature coverage.","url":"https://github.com/cfn-softbio/scibot","primarySourceURLs":["https://raw.githubusercontent.com/CFN-softbio/SciBot/main/README.md","https://github.com/CFN-softbio/SciBot"],"id":"RWE-6115","relevance":{"id":"RWE-6115","decision":"Core","rationale":"SciBot scientific-document chatbot using retrieved embedding chunks. Retain only the documented clinical/scientific corpus or study-record retrieval component; medical-model evaluation and generated answers do not establish validity.","relevanceBasis":"SciBot scientific-document chatbot using retrieved embedding chunks. Limits: Simple research demonstration; retrieval does not guarantee faithful answers or complete literature coverage.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/CFN-softbio/SciBot/main/README.md","https://github.com/CFN-softbio/SciBot"],"reviewGroup":"scholarly-clinical-source-retrieval"}},{"name":"idiap/tutorial-biokg-meet-llm","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Biomedical KG/LLM tutorial PubMedRAG component: local PMID-tagged abstract retrieval and question answering, confirmed in notebook source.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"idiap/tutorial-biokg-meet-llm","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Biomedical KG/LLM tutorial PubMedRAG component: local PMID-tagged abstract retrieval and question answering, confirmed in notebook source."],"limitation":"Educational prototype; top_k=0 intentionally answers without retrieved evidence and similarity scores are not calibrated confidence. Approval limited to PubMedRAG, not unrestricted generated Cypher execution or bundled database access. retained source.","url":"https://github.com/idiap/tutorial-biokg-meet-llm","primarySourceURLs":["https://raw.githubusercontent.com/idiap/tutorial-biokg-meet-llm/main/README.md","https://github.com/idiap/tutorial-biokg-meet-llm"],"id":"RWE-6116","relevance":{"id":"RWE-6116","decision":"Core","rationale":"Retain the documented evidence function: Biomedical KG/LLM tutorial PubMedRAG component: local PMID-tagged abstract retrieval and question answering, confirmed in notebook source. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Biomedical KG/LLM tutorial PubMedRAG component: local PMID-tagged abstract retrieval and question answering, confirmed in notebook source.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/idiap/tutorial-biokg-meet-llm","https://raw.githubusercontent.com/idiap/tutorial-biokg-meet-llm/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://scite.ai","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Scite official MCP setup page corroborates scientific full-text search, Smart Citation context and account authentication.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scite official MCP setup page corroborates scientific full-text search, Smart Citation context and account authentication."],"limitation":"Scite official MCP setup page corroborates scientific full-text search, Smart Citation context and account authentication. Source access depends on entitlements; automated citation classifications are not independent evidence appraisal.","url":"https://scite.ai","primarySourceURLs":["https://www.scite.ai","https://scite.ai/mcp"],"id":"RWE-6117","relevance":{"id":"RWE-6117","decision":"Core","rationale":"Retain the documented evidence function: Scite official MCP setup page corroborates scientific full-text search, Smart Citation context and account authentication. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scite official MCP setup page corroborates scientific full-text search, Smart Citation context and account authentication.","evidenceLevel":"published-card","evidenceRefs":["https://scite.ai","https://www.scite.ai","https://scite.ai/mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://mcpanalytics.ai","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"MCP Analytics documentation identifies an authenticated MCP package and R-based analysis/report workflows.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["MCP Analytics documentation identifies an authenticated MCP package and R-based analysis/report workflows."],"limitation":"MCP Analytics documentation identifies an authenticated MCP package and R-based analysis/report workflows. Method-selection and statistical-validity claims are publisher assertions; generated code, assumptions and multiplicity need study-specific review.","url":"https://mcpanalytics.ai","primarySourceURLs":["https://mcpanalytics.ai","https://mcpanalytics.ai/docs"],"id":"RWE-6118","relevance":{"id":"RWE-6118","decision":"Core","rationale":"Retain the documented evidence function: MCP Analytics documentation identifies an authenticated MCP package and R-based analysis/report workflows. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"MCP Analytics documentation identifies an authenticated MCP package and R-based analysis/report workflows.","evidenceLevel":"published-card","evidenceRefs":["https://mcpanalytics.ai","https://mcpanalytics.ai/docs"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://pypi.org/project/noisefloor","kind":"MCP server","category":"RWE Data & Analytics","summary":"PyPI package documentation explicitly supplies noisefloor-mcp and sequential binary comparison, change/coverage checks and forecast scoring.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["PyPI package documentation explicitly supplies noisefloor-mcp and sequential binary comparison, change/coverage checks and forecast scoring."],"limitation":"PyPI package documentation explicitly supplies noisefloor-mcp and sequential binary comparison, change/coverage checks and forecast scoring. Restrict claims to documented statistical utilities; anytime-valid and calibration guarantees were not independently reproduced.","url":"https://pypi.org/project/noisefloor","primarySourceURLs":["https://pypi.org/project/noisefloor/","https://pypi.org/pypi/noisefloor/json"],"id":"RWE-6120","relevance":{"id":"RWE-6120","decision":"Core","rationale":"PyPI package documentation explicitly supplies noisefloor-mcp and sequential binary comparison, change/coverage checks and forecast scoring. The selected regression, quantitative notebook/data-analysis or sequential statistical utility provides an identifiable necessary research method; no automatic scientific validity is implied.","relevanceBasis":"PyPI package documentation explicitly supplies noisefloor-mcp and sequential binary comparison, change/coverage checks and forecast scoring. Limits: PyPI package documentation explicitly supplies noisefloor-mcp and sequential binary comparison, change/coverage checks and forecast scoring. Restrict claims to documented statistical utilities; anytime-valid and calibration guarantees were not independently reproduced.","evidenceLevel":"published-card","evidenceRefs":["https://pypi.org/project/noisefloor/","https://pypi.org/pypi/noisefloor/json"],"reviewGroup":"statistical-analysis-method"}},{"name":"https://mcp.ai/feegow","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"First-party mcp.ai Feegow connector page names patient-support/clinical-record reads and appointment/write operations.","tags":["Clinical data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["First-party mcp.ai Feegow connector page names patient-support/clinical-record reads and appointment/write operations."],"limitation":"First-party mcp.ai Feegow connector page names patient-support/clinical-record reads and appointment/write operations. Attribute the hosted connector to mcp.ai; account access and data governance are required and research-ready cohorts are not produced automatically.","url":"https://mcp.ai/feegow","primarySourceURLs":["https://mcp.ai/feegow"],"id":"RWE-6123","relevance":{"id":"RWE-6123","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"First-party mcp.ai Feegow connector page names patient-support/clinical-record reads and appointment/write operations.","evidenceLevel":"published-card","evidenceRefs":["https://mcp.ai/feegow"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"https://wellnessproject.ai","kind":"MCP server","category":"RWE Data & Analytics","summary":"Wellness Project integration page documents native MCP access to synchronized Fitbit and other personal health-source records.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Wellness Project integration page documents native MCP access to synchronized Fitbit and other personal health-source records."],"limitation":"Wellness Project integration page documents native MCP access to synchronized Fitbit and other personal health-source records. Scope to source measurements and account records; exclude unvalidated AI coaching/security endorsement claims.","url":"https://wellnessproject.ai","primarySourceURLs":["https://wellnessproject.ai/"],"id":"RWE-6124","relevance":{"id":"RWE-6124","decision":"Core","rationale":"Wellness Project integration page documents native MCP access to synchronized Fitbit and other personal health-source records. The selected interface retrieves authorized longitudinal wearable health observations; coaching and vendor-derived clinical interpretations remain unapproved.","relevanceBasis":"Wellness Project integration page documents native MCP access to synchronized Fitbit and other personal health-source records. Limits: Wellness Project integration page documents native MCP access to synchronized Fitbit and other personal health-source records. Scope to source measurements and account records; exclude unvalidated AI coaching/security endorsement claims.","evidenceLevel":"published-card","evidenceRefs":["https://wellnessproject.ai/"],"reviewGroup":"health-measurement-access"}},{"name":"Smithery Oura connector","kind":"MCP server","category":"RWE Data & Analytics","summary":"Smithery identifies its hosted Oura connector as bySmithery and publishes sleep/activity/readiness and related account-data schemas.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Smithery identifies its hosted Oura connector as bySmithery and publishes sleep/activity/readiness and related account-data schemas."],"limitation":"Smithery identifies its hosted Oura connector as bySmithery and publishes sleep/activity/readiness and related account-data schemas. Attribute to Smithery, not official Oura; device metrics are not independently validated study outcomes.","url":"https://oura.run.tools","primarySourceURLs":["https://ouraring.com"],"id":"RWE-6125","relevance":{"id":"RWE-6125","decision":"Core","rationale":"Smithery identifies its hosted Oura connector as bySmithery and publishes sleep/activity/readiness and related account-data schemas. The selected interface retrieves authorized longitudinal wearable health observations; coaching and vendor-derived clinical interpretations remain unapproved.","relevanceBasis":"Smithery identifies its hosted Oura connector as bySmithery and publishes sleep/activity/readiness and related account-data schemas. Limits: Smithery identifies its hosted Oura connector as bySmithery and publishes sleep/activity/readiness and related account-data schemas. Attribute to Smithery, not official Oura; device metrics are not independently validated study outcomes.","evidenceLevel":"published-card","evidenceRefs":["https://ouraring.com"],"reviewGroup":"health-measurement-access"}},{"name":"https://autario.com","kind":"Research tool","category":"RWE Data & Analytics","summary":"Autario first-party agent documentation describes source-cited public datasets and precomputed summaries including WHO data.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Autario first-party agent documentation describes source-cited public datasets and precomputed summaries including WHO data."],"limitation":"Autario first-party agent documentation describes source-cited public datasets and precomputed summaries including WHO data. Scope to contextual dataset access; proprietary verification labels and derived statistics are not independently audited.","url":"https://autario.com","primarySourceURLs":["https://autario.com"],"id":"RWE-6129","relevance":{"id":"RWE-6129","decision":"Core","rationale":"Autario first-party agent documentation describes source-cited public datasets and precomputed summaries including WHO data. Retain only explicitly documented health datasets, indicators or clinical/regulatory evidence retrieval; unrelated gateway/public-source domains do not inherit Core status.","relevanceBasis":"Autario first-party agent documentation describes source-cited public datasets and precomputed summaries including WHO data. Limits: Autario first-party agent documentation describes source-cited public datasets and precomputed summaries including WHO data. Scope to contextual dataset access; proprietary verification labels and derived statistics are not independently audited.","evidenceLevel":"published-card","evidenceRefs":["https://autario.com"],"reviewGroup":"explicit-health-source-subset"}},{"name":"https://open.patsnap.com/marketplace/mcp-servers/patsnap-search","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Patsnap Patent and Literature Search page documents combined semantic/keyword search and bibliographic retrieval.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Patsnap Patent and Literature Search page documents combined semantic/keyword search and bibliographic retrieval."],"limitation":"Patsnap Patent and Literature Search page documents combined semantic/keyword search and bibliographic retrieval. Licensed corpus and ranking limit recall; patents are not clinical efficacy evidence.","url":"https://open.patsnap.com/marketplace/mcp-servers/patsnap-search","primarySourceURLs":["https://open.patsnap.com/marketplace/mcp-servers/patsnap-search"],"id":"RWE-6133","relevance":{"id":"RWE-6133","decision":"Core","rationale":"Retain the documented evidence function: Scholarly literature retrieval only; patent technology discovery excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholarly literature retrieval only; patent technology discovery excluded.","evidenceLevel":"published-card","evidenceRefs":["https://open.patsnap.com/marketplace/mcp-servers/patsnap-search"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://smithery.ai/server/google/scholar","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Smithery first-party connector page explicitly identifies Google Scholar retrieval through SerpAPI and disclaims affiliation with Google.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Smithery first-party connector page explicitly identifies Google Scholar retrieval through SerpAPI and disclaims affiliation with Google."],"limitation":"Smithery first-party connector page explicitly identifies Google Scholar retrieval through SerpAPI and disclaims affiliation with Google. Ranking and scraping coverage are incomplete; do not call it an official Google MCP.","url":"https://smithery.ai/server/google/scholar","primarySourceURLs":["https://smithery.ai/server/google/scholar"],"id":"RWE-6135","relevance":{"id":"RWE-6135","decision":"Core","rationale":"Retain the documented evidence function: Smithery first-party connector page explicitly identifies Google Scholar retrieval through SerpAPI and disclaims affiliation with Google. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Smithery first-party connector page explicitly identifies Google Scholar retrieval through SerpAPI and disclaims affiliation with Google.","evidenceLevel":"published-card","evidenceRefs":["https://smithery.ai/server/google/scholar"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://scholar-sidekick.com","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Scholar Sidekick official MCP page documents scholarly identifier resolution, formatting and bibliography export.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scholar Sidekick official MCP page documents scholarly identifier resolution, formatting and bibliography export."],"limitation":"Scholar Sidekick official MCP page documents scholarly identifier resolution, formatting and bibliography export. Identifier resolution or retraction checks do not verify that citations support a manuscript claim.","url":"https://scholar-sidekick.com","primarySourceURLs":["https://scholar-sidekick.com/","https://scholar-sidekick.com/mcp"],"id":"RWE-6136","relevance":{"id":"RWE-6136","decision":"Core","rationale":"Retain the documented evidence function: Scholar Sidekick official MCP page documents scholarly identifier resolution, formatting and bibliography export. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scholar Sidekick official MCP page documents scholarly identifier resolution, formatting and bibliography export.","evidenceLevel":"published-card","evidenceRefs":["https://scholar-sidekick.com","https://scholar-sidekick.com/","https://scholar-sidekick.com/mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://open.patsnap.com/marketplace/mcp-servers/literature-search","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Patsnap Scientific Literature and Journals page documents literature, author, institution and citation search.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Patsnap Scientific Literature and Journals page documents literature, author, institution and citation search."],"limitation":"Patsnap Scientific Literature and Journals page documents literature, author, institution and citation search. Attribute capabilities to this licensed component; citation influence is not evidence quality.","url":"https://open.patsnap.com/marketplace/mcp-servers/literature-search","primarySourceURLs":["https://open.patsnap.com/marketplace/mcp-servers/literature-search"],"id":"RWE-6137","relevance":{"id":"RWE-6137","decision":"Core","rationale":"Retain the documented evidence function: Patsnap Scientific Literature and Journals page documents literature, author, institution and citation search. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Patsnap Scientific Literature and Journals page documents literature, author, institution and citation search.","evidenceLevel":"published-card","evidenceRefs":["https://open.patsnap.com/marketplace/mcp-servers/literature-search"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://ninjadoc.ai","kind":"MCP server","category":"RWE Data & Analytics","summary":"Ninjadoc publisher page identifies agent-facing PDF extraction with page/bounding-box evidence and MCP access.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Ninjadoc publisher page identifies agent-facing PDF extraction with page/bounding-box evidence and MCP access."],"limitation":"Ninjadoc publisher page identifies agent-facing PDF extraction with page/bounding-box evidence and MCP access. Visual provenance facilitates checking but does not establish accurate extraction or scientific validity.","url":"https://ninjadoc.ai","primarySourceURLs":["https://ninjadoc.ai"],"id":"RWE-6138","relevance":{"id":"RWE-6138","decision":"Core","rationale":"Ninjadoc publisher page identifies agent-facing PDF extraction with page/bounding-box evidence and MCP access. PDF extraction with page/bounding-box provenance is a concrete evidence-preparation method; source accuracy still needs checking.","relevanceBasis":"Ninjadoc publisher page identifies agent-facing PDF extraction with page/bounding-box evidence and MCP access. Limits: Ninjadoc publisher page identifies agent-facing PDF extraction with page/bounding-box evidence and MCP access. Visual provenance facilitates checking but does not establish accurate extraction or scientific validity.","evidenceLevel":"published-card","evidenceRefs":["https://ninjadoc.ai"],"reviewGroup":"document-extraction"}},{"name":"cyanheads/oecd-mcp-server","kind":"Research tool","category":"RWE Data & Analytics","summary":"Canonical cyanheads OECD repository documents SDMX statistical dataset discovery and queries including health.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cyanheads/oecd-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Canonical cyanheads OECD repository documents SDMX statistical dataset discovery and queries including health."],"limitation":"Canonical cyanheads OECD repository documents SDMX statistical dataset discovery and queries including health. Compare only compatible measures, dimensions and release periods; ecological data do not identify individual effects.","url":"https://github.com/cyanheads/oecd-mcp-server","primarySourceURLs":["https://oecd.caseyjhand.com/mcp","https://github.com/cyanheads/oecd-mcp-server"],"id":"RWE-6140","relevance":{"id":"RWE-6140","decision":"Core","rationale":"Canonical cyanheads OECD repository documents SDMX statistical dataset discovery and queries including health. Retain only explicitly documented health datasets, indicators or clinical/regulatory evidence retrieval; unrelated gateway/public-source domains do not inherit Core status.","relevanceBasis":"Canonical cyanheads OECD repository documents SDMX statistical dataset discovery and queries including health. Limits: Canonical cyanheads OECD repository documents SDMX statistical dataset discovery and queries including health. Compare only compatible measures, dimensions and release periods; ecological data do not identify individual effects.","evidenceLevel":"published-card","evidenceRefs":["https://oecd.caseyjhand.com/mcp","https://github.com/cyanheads/oecd-mcp-server"],"reviewGroup":"explicit-health-source-subset"}},{"name":"https://smithery.ai/servers/arxiv","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Smithery identifies its own hosted arXiv connector and publishes paper-search/metadata schemas.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Smithery identifies its own hosted arXiv connector and publishes paper-search/metadata schemas."],"limitation":"Smithery identifies its own hosted arXiv connector and publishes paper-search/metadata schemas. Attribute to Smithery, not official arXiv; preprint indexing and result limits constrain evidence use.","url":"https://smithery.ai/servers/arxiv","primarySourceURLs":["https://smithery.ai/servers/arxiv"],"id":"RWE-6141","relevance":{"id":"RWE-6141","decision":"Core","rationale":"Retain the documented evidence function: Smithery identifies its own hosted arXiv connector and publishes paper-search/metadata schemas. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Smithery identifies its own hosted arXiv connector and publishes paper-search/metadata schemas.","evidenceLevel":"published-card","evidenceRefs":["https://smithery.ai/servers/arxiv"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"cyanheads/arxiv-mcp-server","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Canonical cyanheads arXiv repository documents search, metadata and full-text access over MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"cyanheads/arxiv-mcp-server","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Canonical cyanheads arXiv repository documents search, metadata and full-text access over MCP."],"limitation":"Canonical cyanheads arXiv repository documents search, metadata and full-text access over MCP. Preprints are not necessarily peer reviewed; retrieval and parsing completeness were not runtime tested.","url":"https://github.com/cyanheads/arxiv-mcp-server","primarySourceURLs":["https://arxiv.caseyjhand.com/mcp","https://github.com/cyanheads/arxiv-mcp-server"],"id":"RWE-6142","relevance":{"id":"RWE-6142","decision":"Core","rationale":"Retain the documented evidence function: Canonical cyanheads arXiv repository documents search, metadata and full-text access over MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Canonical cyanheads arXiv repository documents search, metadata and full-text access over MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/cyanheads/arxiv-mcp-server","https://arxiv.caseyjhand.com/mcp"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"https://mcp.clinicos.com.au","kind":"Research tool","category":"RWE Data & Analytics","summary":"First-party ClinicOS server identity and server card corroborate Australian MBS lookup and accreditation/PSR references.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["First-party ClinicOS server identity and server card corroborate Australian MBS lookup and accreditation/PSR references."],"limitation":"First-party ClinicOS server identity and server card corroborate Australian MBS lookup and accreditation/PSR references. Limit to reference retrieval; billing suggestions, risk checks and RAG clinical answers are not independently validated.","url":"https://mcp.clinicos.com.au","primarySourceURLs":["https://mcp.clinicos.com.au","https://mcp.clinicos.com.au/.well-known/mcp/server-card.json"],"id":"RWE-6145","relevance":{"id":"RWE-6145","decision":"Core","rationale":"First-party ClinicOS server identity and server card corroborate Australian MBS lookup and accreditation/PSR references. Retain only explicitly documented health datasets, indicators or clinical/regulatory evidence retrieval; unrelated gateway/public-source domains do not inherit Core status.","relevanceBasis":"First-party ClinicOS server identity and server card corroborate Australian MBS lookup and accreditation/PSR references. Limits: First-party ClinicOS server identity and server card corroborate Australian MBS lookup and accreditation/PSR references. Limit to reference retrieval; billing suggestions, risk checks and RAG clinical answers are not independently validated.","evidenceLevel":"published-card","evidenceRefs":["https://mcp.clinicos.com.au","https://mcp.clinicos.com.au/.well-known/mcp/server-card.json"],"reviewGroup":"explicit-health-source-subset"}},{"name":"https://apibase.pro","kind":"Research tool","category":"RWE Data & Analytics","summary":"First-party public APIbase catalogue corroborates clinical/medical, food and environmental data tools within a much broader API gateway.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["First-party public APIbase catalogue corroborates clinical/medical, food and environmental data tools within a much broader API gateway."],"limitation":"First-party public APIbase catalogue corroborates clinical/medical, food and environmental data tools within a much broader API gateway. Limit each card capability to the retained health-tool subset, not all 1,382 advertised tools. Paid tool calls, trading and other mutations are outside the research retrieval assessment; no runtime validation.","url":"https://apibase.pro","primarySourceURLs":["https://apibase.pro","https://apibase.pro/.well-known/openapi.json"],"id":"RWE-6146","relevance":{"id":"RWE-6146","decision":"Core","rationale":"First-party public APIbase catalogue corroborates clinical/medical, food and environmental data tools within a much broader API gateway. Retain only explicitly documented health datasets, indicators or clinical/regulatory evidence retrieval; unrelated gateway/public-source domains do not inherit Core status.","relevanceBasis":"First-party public APIbase catalogue corroborates clinical/medical, food and environmental data tools within a much broader API gateway. Limits: First-party public APIbase catalogue corroborates clinical/medical, food and environmental data tools within a much broader API gateway. Limit each card capability to the retained health-tool subset, not all 1,382 advertised tools. Paid tool calls, trading and other mutations are outside the research retrieval assessment; no runtime validation.","evidenceLevel":"published-card","evidenceRefs":["https://apibase.pro","https://apibase.pro/.well-known/openapi.json"],"reviewGroup":"explicit-health-source-subset"}},{"name":"https://livedatalink.ai","kind":"Research tool","category":"Pharmacovigilance & safety","summary":"First-party llms catalogue documents OpenFDA label/enforcement/FAERS/device tools, CT.gov studies, NPI providers and CDC population-health tables.","tags":["Drug safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["First-party llms catalogue documents OpenFDA label/enforcement/FAERS/device tools, CT.gov studies, NPI providers and CDC population-health tables."],"limitation":"First-party llms catalogue documents OpenFDA label/enforcement/FAERS/device tools, CT.gov studies, NPI providers and CDC population-health tables. Catalogue is broader/newer than retained Smithery tools; source freshness varies. Restrict to these components; FAERS reports are not incidence or causal effects, and provisional/aggregate CDC data retain source definitions.","url":"https://livedatalink.ai","primarySourceURLs":["https://livedatalink.ai","https://livedatalink.ai/llms.txt"],"id":"RWE-6147","relevance":{"id":"RWE-6147","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"First-party llms catalogue documents OpenFDA label/enforcement/FAERS/device tools, CT.gov studies, NPI providers and CDC population-health tables.","evidenceLevel":"published-card","evidenceRefs":["https://livedatalink.ai","https://livedatalink.ai/llms.txt"],"reviewGroup":"health-product-and-safety-data"}},{"name":"https://open.patsnap.com/marketplace/mcp-servers/pharma-intelligence","kind":"Research tool","category":"RWE Data & Analytics","summary":"First-party Patsnap Pharma Intelligence page documents 30 tools for trial records/results, drugs, disease/target evidence, FDA labels, papers, epidemiology and HEOR.","tags":["Health economics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["First-party Patsnap Pharma Intelligence page documents 30 tools for trial records/results, drugs, disease/target evidence, FDA labels, papers, epidemiology and HEOR."],"limitation":"First-party Patsnap Pharma Intelligence page documents 30 tools for trial records/results, drugs, disease/target evidence, FDA labels, papers, epidemiology and HEOR. Licensed proprietary aggregation; coverage and semantic-search performance not independently verified. Treat this as a distinct scoped component of Patsnap, not another copy of patent/literature search.","url":"https://open.patsnap.com/marketplace/mcp-servers/pharma-intelligence","primarySourceURLs":["https://open.patsnap.com/marketplace/mcp-servers/pharma-intelligence"],"id":"RWE-6148","relevance":{"id":"RWE-6148","decision":"Core","rationale":"First-party Patsnap Pharma Intelligence page documents 30 tools for trial records/results, drugs, disease/target evidence, FDA labels, papers, epidemiology and HEOR. Retain only explicitly documented health datasets, indicators or clinical/regulatory evidence retrieval; unrelated gateway/public-source domains do not inherit Core status.","relevanceBasis":"First-party Patsnap Pharma Intelligence page documents 30 tools for trial records/results, drugs, disease/target evidence, FDA labels, papers, epidemiology and HEOR. Limits: First-party Patsnap Pharma Intelligence page documents 30 tools for trial records/results, drugs, disease/target evidence, FDA labels, papers, epidemiology and HEOR. Licensed proprietary aggregation; coverage and semantic-search performance not independently verified. Treat this as a distinct scoped component of Patsnap, not another copy of patent/literature search.","evidenceLevel":"published-card","evidenceRefs":["https://open.patsnap.com/marketplace/mcp-servers/pharma-intelligence"],"reviewGroup":"explicit-health-source-subset"}},{"name":"igorpdev/databr","kind":"Research tool","category":"Public health & surveillance","summary":"Canonical igorpdev/databr source and retained Smithery schemas document ANVISA medication registration and Brazilian public-health data access within DataBR.","tags":["Population data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"igorpdev/databr","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Public health & surveillance"],"capabilities":["Canonical igorpdev/databr source and retained Smithery schemas document ANVISA medication registration and Brazilian public-health data access within DataBR."],"limitation":"Canonical igorpdev/databr source and retained Smithery schemas document ANVISA medication registration and Brazilian public-health data access within DataBR. Scope catalogue claims to corroborated components; payable gateway and broader business-data tools are separate. Do not confuse databr.api.br with unrelated databr.io.","url":"https://github.com/igorpdev/databr","primarySourceURLs":["https://github.com/igorpdev/databr","https://smithery.ai/servers/databr/api"],"id":"RWE-6151","relevance":{"id":"RWE-6151","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Canonical igorpdev/databr source and retained Smithery schemas document ANVISA medication registration and Brazilian public-health data access within DataBR.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/igorpdev/databr","https://smithery.ai/servers/databr/api"],"reviewGroup":"health-product-and-safety-data"}},{"name":"https://careclinic.io","kind":"MCP server","category":"RWE Data & Analytics","summary":"First-party CareClinic MCP page corroborates scoped symptom/mood/medication logs, recorded averages and trend summaries, with OAuth and confirmed check-in writes.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["First-party CareClinic MCP page corroborates scoped symptom/mood/medication logs, recorded averages and trend summaries, with OAuth and confirmed check-in writes."],"limitation":"First-party CareClinic MCP page corroborates scoped symptom/mood/medication logs, recorded averages and trend summaries, with OAuth and confirmed check-in writes. Self-recorded account data is not a research-ready cohort; missing logs are not nonadherence and trends do not infer causes.","url":"https://careclinic.io","primarySourceURLs":["https://careclinic.io/","https://careclinic.io/careclinic-mcp/"],"id":"RWE-6152","relevance":{"id":"RWE-6152","decision":"Core","rationale":"First-party CareClinic MCP page corroborates scoped symptom/mood/medication logs, recorded averages and trend summaries, with OAuth and confirmed check-in writes. The selected interface retrieves recorded symptoms/medications or clinical encounters, without validating clinical interpretations.","relevanceBasis":"First-party CareClinic MCP page corroborates scoped symptom/mood/medication logs, recorded averages and trend summaries, with OAuth and confirmed check-in writes. Limits: First-party CareClinic MCP page corroborates scoped symptom/mood/medication logs, recorded averages and trend summaries, with OAuth and confirmed check-in writes. Self-recorded account data is not a research-ready cohort; missing logs are not nonadherence and trends do not infer causes.","evidenceLevel":"published-card","evidenceRefs":["https://careclinic.io/","https://careclinic.io/careclinic-mcp/"],"reviewGroup":"clinical-observation-access"}},{"name":"https://2s.io","kind":"Research tool","category":"Regulatory & Product Data","summary":"First-party 2s OpenAPI and Smithery schemas expose CT.gov clinical studies and FDA drug/device/food data among a larger paid gateway.","tags":["Source data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["First-party 2s OpenAPI and Smithery schemas expose CT.gov clinical studies and FDA drug/device/food data among a larger paid gateway."],"limitation":"First-party 2s OpenAPI and Smithery schemas expose CT.gov clinical studies and FDA drug/device/food data among a larger paid gateway. Separate these retrieval components from AI/model/finance and write operations; no runtime, epidemiologic or clinical validity claims.","url":"https://2s.io","primarySourceURLs":["https://2s.io","https://2s.io/api/openapi"],"id":"RWE-6153","relevance":{"id":"RWE-6153","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"First-party 2s OpenAPI and Smithery schemas expose CT.gov clinical studies and FDA drug/device/food data among a larger paid gateway.","evidenceLevel":"published-card","evidenceRefs":["https://2s.io","https://2s.io/api/openapi"],"reviewGroup":"health-product-and-safety-data"}},{"name":"https://developer.eka.care/ai-tools/mcp-server/introduction","kind":"MCP server","category":"RWE Data & Analytics","summary":"First-party Eka Care MCP documentation exposes patient/encounter/prescription reads and operational appointment/write tools.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"","website":"Primary source","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["First-party Eka Care MCP documentation exposes patient/encounter/prescription reads and operational appointment/write tools."],"limitation":"First-party Eka Care MCP documentation exposes patient/encounter/prescription reads and operational appointment/write tools. Research-adjacent data access, not cohort analysis; requires governed account access. No patient data accessed and no clinical or workflow validation performed.","url":"https://developer.eka.care/ai-tools/mcp-server/introduction","primarySourceURLs":["https://developer.eka.care/ai-tools/mcp-server/introduction","https://developer.eka.care/ai-tools/mcp-server/supported-tools"],"id":"RWE-6154","relevance":{"id":"RWE-6154","decision":"Core","rationale":"First-party Eka Care MCP documentation exposes patient/encounter/prescription reads and operational appointment/write tools. The selected interface retrieves recorded symptoms/medications or clinical encounters, without validating clinical interpretations.","relevanceBasis":"First-party Eka Care MCP documentation exposes patient/encounter/prescription reads and operational appointment/write tools. Limits: First-party Eka Care MCP documentation exposes patient/encounter/prescription reads and operational appointment/write tools. Research-adjacent data access, not cohort analysis; requires governed account access. No patient data accessed and no clinical or workflow validation performed.","evidenceLevel":"published-card","evidenceRefs":["https://developer.eka.care/ai-tools/mcp-server/introduction","https://developer.eka.care/ai-tools/mcp-server/supported-tools"],"reviewGroup":"clinical-observation-access"}},{"name":"sveritg/metis","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Research memory, literature library search, cited PDF RAG and project/session tools over MCP.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"sveritg/metis","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Research memory, literature library search, cited PDF RAG and project/session tools over MCP."],"limitation":"Same product family as Metis_PH; create_project is administrative subtool, eligibility comes from broader research retrieval. Privacy and generated-answer claims unvalidated.","url":"https://github.com/sveritg/metis","primarySourceURLs":["https://github.com/SVerITG/Metis/blob/main/README.md","https://github.com/SVerITG/Metis","https://api.github.com/repos/SVerITG/Metis/readme"],"id":"RWE-6161","relevance":{"id":"RWE-6161","decision":"Core","rationale":"Retain the documented evidence function: Research memory, literature library search, cited PDF RAG and project/session tools over MCP. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Research memory, literature library search, cited PDF RAG and project/session tools over MCP.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/sveritg/metis","https://github.com/SVerITG/Metis/blob/main/README.md","https://github.com/SVerITG/Metis","https://api.github.com/repos/SVerITG/Metis/readme"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"bradleylab/stella-mcp","kind":"Research tool","category":"RWE Data & Analytics","summary":"Build/read/validate Stella XMILE models and optionally simulate, compare scenarios, calibrate and conduct one-at-a-time sensitivity via PySD.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"bradleylab/stella-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Build/read/validate Stella XMILE models and optionally simulate, compare scenarios, calibrate and conduct one-at-a-time sensitivity via PySD."],"limitation":"Modeling research infrastructure; sim extra required for numerical tools, assumptions/parameter calibration need scientific validation.","url":"https://github.com/bradleylab/stella-mcp","primarySourceURLs":["https://github.com/bradleylab/stella-mcp/blob/main/README.md","https://github.com/bradleylab/stella-mcp","https://api.github.com/repos/bradleylab/stella-mcp/readme"],"id":"RWE-6162","relevance":{"id":"RWE-6162","decision":"Core","rationale":"Build/read/validate Stella XMILE models and optionally simulate, compare scenarios, calibrate and conduct one-at-a-time sensitivity via PySD. The actual contract specifies analytical simulation, statistical execution, effect sizes, measurement-item design or epidemiological bias checks; assumptions and validation limits remain.","relevanceBasis":"Build/read/validate Stella XMILE models and optionally simulate, compare scenarios, calibrate and conduct one-at-a-time sensitivity via PySD. Limits: Modeling research infrastructure; sim extra required for numerical tools, assumptions/parameter calibration need scientific validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/bradleylab/stella-mcp/blob/main/README.md","https://github.com/bradleylab/stella-mcp","https://api.github.com/repos/bradleylab/stella-mcp/readme"],"reviewGroup":"statistical-measurement-method"}},{"name":"niol-zh/research-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Scopus search with Crossref/OpenAlex abstracts, author/citation/reference lookup and Unpaywall PDF links.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"niol-zh/research-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Scopus search with Crossref/OpenAlex abstracts, author/citation/reference lookup and Unpaywall PDF links."],"limitation":"Institutional Scopus features restricted; fallback sources differ in coverage; author-name top-three matches require disambiguation.","url":"https://github.com/niol-zh/research-mcp","primarySourceURLs":["https://github.com/niol-zh/research-mcp/blob/main/README.md","https://github.com/niol-zh/research-mcp","https://api.github.com/repos/niol-zh/research-mcp/readme"],"id":"RWE-6165","relevance":{"id":"RWE-6165","decision":"Core","rationale":"Retain the documented evidence function: Scopus search with Crossref/OpenAlex abstracts, author/citation/reference lookup and Unpaywall PDF links. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Scopus search with Crossref/OpenAlex abstracts, author/citation/reference lookup and Unpaywall PDF links.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/niol-zh/research-mcp","https://github.com/niol-zh/research-mcp/blob/main/README.md","https://api.github.com/repos/niol-zh/research-mcp/readme"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"surendranb/papers-mcp","kind":"Research tool","category":"Literature & Evidence Synthesis","summary":"Multi-index paper search, metadata, references, citations, accessibility/retraction checks and methodology-skill loading.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"surendranb/papers-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Multi-index paper search, metadata, references, citations, accessibility/retraction checks and methodology-skill loading."],"limitation":"DOI accessibility/retraction checks do not prove validity; complete-bibliography and corpus-size claims depend on upstream metadata coverage.","url":"https://github.com/surendranb/papers-mcp","primarySourceURLs":["https://github.com/surendranb/find-research-papers-mcp/blob/main/README.md","https://github.com/surendranb/papers-mcp","https://api.github.com/repos/surendranb/papers-mcp/readme"],"id":"RWE-6166","relevance":{"id":"RWE-6166","decision":"Core","rationale":"Retain the documented evidence function: Multi-index paper search, metadata, references, citations, accessibility/retraction checks and methodology-skill loading. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Multi-index paper search, metadata, references, citations, accessibility/retraction checks and methodology-skill loading.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/surendranb/papers-mcp","https://github.com/surendranb/find-research-papers-mcp/blob/main/README.md","https://api.github.com/repos/surendranb/papers-mcp/readme"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"aliveranme/stata-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Persistent Stata MCP session exposes data import/manipulation, estimation, diagnostics, graphs, file resources and background jobs.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"aliveranme/stata-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Persistent Stata MCP session exposes data import/manipulation, estimation, diagnostics, graphs, file resources and background jobs."],"limitation":"Licensed Stata18/19 with pystata required; Linux not publisher-tested, arbitrary Stata commands and package installation can mutate files/environment.","url":"https://github.com/aliveranme/stata-mcp","primarySourceURLs":["https://github.com/aliveranme/stata-mcp/blob/master/README.md","https://github.com/aliveranme/stata-mcp","https://api.github.com/repos/aliveranme/stata-mcp/readme"],"id":"RWE-6167","relevance":{"id":"RWE-6167","decision":"Core","rationale":"Persistent Stata MCP session exposes data import/manipulation, estimation, diagnostics, graphs, file resources and background jobs. The actual contract specifies analytical simulation, statistical execution, effect sizes, measurement-item design or epidemiological bias checks; assumptions and validation limits remain.","relevanceBasis":"Persistent Stata MCP session exposes data import/manipulation, estimation, diagnostics, graphs, file resources and background jobs. Limits: Licensed Stata18/19 with pystata required; Linux not publisher-tested, arbitrary Stata commands and package installation can mutate files/environment.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/aliveranme/stata-mcp/blob/master/README.md","https://github.com/aliveranme/stata-mcp","https://api.github.com/repos/aliveranme/stata-mcp/readme"],"reviewGroup":"statistical-measurement-method"}},{"name":"lkhanaajav/timeseries-mcp","kind":"MCP server","category":"RWE Data & Analytics","summary":"Deterministic series loading, quality checks, anomalies, changepoints, decomposition, stationarity, trends and baseline forecasts.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"lkhanaajav/timeseries-mcp","website":"GitHub","packages":"Only the described source components were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Deterministic series loading, quality checks, anomalies, changepoints, decomposition, stationarity, trends and baseline forecasts."],"limitation":"Exploratory statistical tools; distribution/time-dependence assumptions, multiple testing and causal interpretation require analyst review.","url":"https://github.com/lkhanaajav/timeseries-mcp","primarySourceURLs":["https://github.com/Lkhanaajav/timeseries-mcp/blob/main/README.md","https://github.com/Lkhanaajav/timeseries-mcp","https://api.github.com/repos/Lkhanaajav/timeseries-mcp/readme"],"id":"RWE-6168","relevance":{"id":"RWE-6168","decision":"Core","rationale":"Deterministic series loading, quality checks, anomalies, changepoints, decomposition, stationarity, trends and baseline forecasts. The actual contract specifies analytical simulation, statistical execution, effect sizes, measurement-item design or epidemiological bias checks; assumptions and validation limits remain.","relevanceBasis":"Deterministic series loading, quality checks, anomalies, changepoints, decomposition, stationarity, trends and baseline forecasts. Limits: Exploratory statistical tools; distribution/time-dependence assumptions, multiple testing and causal interpretation require analyst review.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Lkhanaajav/timeseries-mcp/blob/main/README.md","https://github.com/Lkhanaajav/timeseries-mcp","https://api.github.com/repos/Lkhanaajav/timeseries-mcp/readme"],"reviewGroup":"statistical-measurement-method"}},{"name":"The Stall — Biomedical record retrieval","kind":"MCP component collection","category":"Regulatory & Product Data","summary":"Selected biomedical record retrieval components in The Stall; only the named outputs below were reviewed.","tags":["Biomedical record retrieval"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thebrierfox/the-stall","website":"GitHub","packages":"capabilities/pubmed-intel.js::article PMID metadata and abstract only; capabilities/drug-intel.js; capabilities/fda-recall-watch.js","workflowFit":["Regulatory & Product Data"],"capabilities":["pubmed-intel.js::article PMID metadata and abstract only: Retrieves a supplied PMID through EFetch XML and returns article metadata, abstract, author affiliations and selected MeSH terms.","drug-intel.js: Retrieves openFDA label snippets, adverse-event report counts/top reactions and limited recall records for a named drug.","fda-recall-watch.js: Searches drug, food and device enforcement records with classification/date normalization and category totals."],"limitation":"pubmed-intel.js::article PMID metadata and abstract only: Article mode only. XML uses regular expressions and limited entity decoding; authors/MeSH/date parsing may lose details. This is metadata/abstract retrieval, not full-text extraction or evidence grading. Search mode is separately held for JSON request parameter mismatch. drug-intel.js: One matching label only, broad-text fallback and fields truncated to300–600characters. Defaults to ibuprofen if omitted. FAERS report counts are not rates, incidence or causality; recall results capped5 without completeness guarantee. No dosing/interaction/safety decision approval; upstream errors remain component fields. fda-recall-watch.js: Limited records per category; returned descriptions/reasons/instructions are truncated. Numeric severity is a mapping of source recall classification, not independent patient-risk assessment. No exhaustive recall coverage or safety assurance. Outside approval — open-food-intel.js: extractNutrients and extractServingNutrients fall back from energy-kcal to generic energy fields and label the latter calories_kcal without conversion. Missing allergen lists also become empty and ingredients truncate600characters. Do not approve nutritional/dietary-restriction outputs. Outside approval — pubmed-intel.js::search: ESearch/ESummary transport format is not established by the code. Official reference https://www.ncbi.nlm.nih.gov/books/NBK25499/ documents retmode; no endpoint/tool execution performed. Article EFetch mode is reviewed separately.","url":"https://github.com/thebrierfox/the-stall","primarySourceURLs":["https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/pubmed-intel.js","https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/drug-intel.js","https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/fda-recall-watch.js"],"id":"RWE-6804","relevance":{"id":"RWE-6804","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"pubmed-intel.js::article PMID metadata and abstract only: Retrieves a supplied PMID through EFetch XML and returns article metadata, abstract, author affiliations and selected MeSH terms.; drug-intel.js: Retrieves openFDA label snippets, adverse-event report counts/top reactions and limited recall records for a named drug.; fda-recall-watch.js: Searches drug, food and device enforcement records with classification/date normalization and category totals.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/pubmed-intel.js","https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/drug-intel.js","https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/fda-recall-watch.js"],"reviewGroup":"health-product-and-safety-data"}},{"name":"The Stall — Socioeconomic indicator retrieval","kind":"MCP component collection","category":"RWE Data & Analytics","summary":"Selected socioeconomic indicator retrieval components in The Stall; only the named outputs below were reviewed.","tags":["Socioeconomic indicator retrieval"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thebrierfox/the-stall","website":"GitHub","packages":"capabilities/world-bank-data.js; capabilities/fred-query.js; capabilities/macro-indicators.js; capabilities/labor-market.js; capabilities/imf-country-outlook.js","workflowFit":["RWE Data & Analytics"],"capabilities":["world-bank-data.js: Retrieves recent country-level indicator values, including population and life-expectancy codes, with source indicator names.","fred-query.js: CPI and labour/socioeconomic FRED series retrieval by identifier; dated recent numeric observations.","macro-indicators.js: Latest dated CPIAUCSL price-index and UNRATE unemployment observations.","labor-market.js: Dated US claims, payroll employment, labour participation, job-opening, unemployment and production/nonsupervisory earnings observations.","imf-country-outlook.js: Single-country IMF DataMapper CPI-inflation and unemployment year-indexed retrieval for the current year and requested horizon."],"limitation":"world-bank-data.js: Null years are dropped and the latest two surviving values may not be consecutive: yoy_change_pct is not approved as annual growth. Up to10most-recent values, no full pagination, hard-coded alias/unit metadata including unverified hdi code. Approve valid-code raw indicator values only, no causal/ecological-health inference. fred-query.js: Returns at most60 most-recent numeric observations; skips missing rows and does not expose original units, vintage or revision history. Frequency is inferred from date gaps and trend is a heuristic half-window comparison, not a statistical test. Approve scoped observation retrieval only, not financial-series coverage or derived-statistic validity. Static source review only; no installation, payment or tool invocation. macro-indicators.js: Approve these two raw fields only. CPI YoY fetch uses vintage_date then selects the last numeric row without verifying the matched prior-year observation; annual-change accuracy is unapproved. GDP series is nominal but output calls it real GDP; that field and interest-rate interpretation are excluded. Failed series become null, and returned dates can differ. No health-sector price-index or revision-vintage claim. Static source review only; no installation, payment or tool invocation. labor-market.js: Source labels conflict: ICSA is a count, not thousands; PAYEMS is an employment level, not net jobs added; AHETPI covers production/nonsupervisory employees, not all private employees. Do not use its mislabeled units/population. Wage YoY compares13 nonmissing observations without checking calendar alignment; openings/unemployed ratio uses possibly different dates. Derived indicators and leading-prediction claims are unapproved. Upstream availability and CSV handling untested. Static source review only; no installation, payment or tool invocation. imf-country-outlook.js: Approve these contextual indicator values only. Cache key omits horizon, so repeated requests can return a previous horizon for four hours. as_of is retrieval date, not WEO vintage; no actual-versus-projection status is retained. API errors become null arrays. Multi-country comma-path compatibility and undocumented country codes are untested; debt, fiscal and investment-risk interpretations are excluded. No health-cost inflation index or predictive validation. Static source review only; no installation, payment or tool invocation. Outside approval — policy-impact-mapper.js: Regex sector-keyword occurrence counts normalized to most-mentioned sector generate HIGH/MEDIUM/LOW impact; overall impact uses arbitrary sector/count thresholds. These are not validated policy/health impact measures. No source retrieval, and omitted input silently substitutes a Federal Reserve example; do not approve impact or compliance conclusions.","url":"https://github.com/thebrierfox/the-stall","primarySourceURLs":["https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/world-bank-data.js","https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/fred-query.js","https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/macro-indicators.js","https://fred.stlouisfed.org/series/GDP","https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/labor-market.js"],"id":"RWE-6806","relevance":{"id":"RWE-6806","decision":"Core","rationale":"Retain documented life-expectancy source observations only as explicit population-health data; general CPI/labour/macro components do not independently establish Core relevance.","relevanceBasis":"Selected socioeconomic indicator retrieval components in The Stall; only the named outputs below were reviewed. Limits: world-bank-data.js: Null years are dropped and the latest two surviving values may not be consecutive: yoy_change_pct is not approved as annual growth. Up to10most-recent values, no full pagination, hard-coded alias/unit metadata including unverified hdi code. Approve valid-code raw indicator values only, no causal/ecological-health inference. fred-query.js: Returns at most60 most-recent numeric observations; skips missing rows and does not expose original units, vintage or revision history. Frequency is inferred from date gaps and trend is a heuristic half-window comparison, not a statistical test. Approve scoped observation retrieval only, not financial-series coverage or derived-statistic validity. Static source review only; no installation, payment or tool invocation. macro-indicators.js: Approve these two raw fields only. CPI YoY fetch uses vintage_date then selects the last numeric row without verifying the matched prior-year observation; annual-change accuracy is unapproved. GDP series is nominal but output calls it real GDP; that field and interest-rate interpretation are excluded. Failed series become null, and returned dates can differ. No health-sector price-index or revision-vintage claim. Static source review only; no installation, payment or tool invocation. labor-market.js: Source labels conflict: ICSA is a count, not thousands; PAYEMS is an employment level, not net jobs added; AHETPI covers production/nonsupervisory employees, not all private employees. Do not use its mislabeled units/population. Wage YoY compares13 nonmissing observations without checking calendar alignment; openings/unemployed ratio uses possibly different dates. Derived indicators and leading-prediction claims are unapproved. Upstream availability and CSV handling untested. Static source review only; no installation, payment or tool invocation. imf-country-outlook.js: Approve these contextual indicator values only. Cache key omits horizon, so repeated requests can return a previous horizon for four hours. as_of is retrieval date, not WEO vintage; no actual-versus-projection status is retained. API errors become null arrays. Multi-country comma-path compatibility and undocumented country codes are untested; debt, fiscal and investment-risk interpretations are excluded. No health-cost inflation index or predictive validation. Static source review only; no installation, payment or tool invocation. Outside approval — policy-impact-mapper.js: Regex sector-keyword occurrence counts normalized to most-mentioned sector generate HIGH/MEDIUM/LOW impact; overall impact uses arbitrary sector/count thresholds. These are not validated policy/health impact measures. No source retrieval, and omitted input silently substitutes a Federal Reserve example; do not approve impact or compliance conclusions.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/world-bank-data.js","https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/fred-query.js","https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/macro-indicators.js","https://fred.stlouisfed.org/series/GDP","https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/labor-market.js"],"reviewGroup":"health-indicator-subset"}},{"name":"The Stall — Literature and reference helpers","kind":"MCP component collection","category":"Literature & Evidence Synthesis","summary":"Selected literature and reference helpers components in The Stall; only the named outputs below were reviewed.","tags":["Literature and reference helpers"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"thebrierfox/the-stall","website":"GitHub","packages":"capabilities/research-paper-search.js; capabilities/wikipedia-intel.js; capabilities/document-qa-prep.js; capabilities/fact-check.js","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["research-paper-search.js: Queries OpenAlex works with year/open-access filters and returns DOI, authors, citation counts and decoded abstract snippets.","wikipedia-intel.js: Searches Wikipedia titles or fetches exact-title summaries, returning short extracts and page URLs for preliminary concept lookup.","document-qa-prep.js: Supplied-document text cleanup, paragraph/sentence chunk preparation and attached source metadata for evidence-retrieval inputs.","fact-check.js: Claim-assisted lookup of Wikipedia article summaries, returning source titles, URLs and short excerpts for manual reference checking."],"limitation":"research-paper-search.js: At most10 results and500-character abstracts, first5authors; no pagination or systematic retrieval. Citation count is not evidence quality. Current upstream authentication/API compatibility not tested. wikipedia-intel.js: Secondary reference context only, not literature evidence or medical advice. Extracts cap800characters, results8; exact-title branch uses English pageSummary regardless of requested lang. Language-specific exact lookup and completeness not approved. document-qa-prep.js: No PDF parsing, embeddings, retrieval or question answering. Four-character token estimates and language/type labels are heuristic. Oversized paragraphs/sentences can exceed target size despite comments suggesting a hard split; hash IDs are not collision-proof. An explicit zero overlap falls back to50, and empty input silently becomes a sample document. Limit500000characters; whole-document fidelity and retrieval quality untested. Static source review only; no installation, payment or tool invocation. fact-check.js: Approval is confined to retrieved reference-source excerpts, not the AI verdict, confidence or factual-verification claim. Requires server-side OpenAI calls to derive queries and synthesize; at most four unique articles, with600characters each supplied to synthesis and200characters returned. Wikipedia summaries are secondary evidence; missing evidence still goes to the model. No scholarly primary-source verification, calibrated confidence, systematic recall or clinical fact-check validity. No candidate execution. Static source review only; no installation, payment or tool invocation. Outside approval — _retired/citation-formatter.js: Current registry loader reads only top-level capability JS; this file is in _retired and not registered. Even historical implementation has BibTeX/APA/MLA only despite Chicago claim; missing author can become Author, A. No current usable formatter approval. Outside approval — research-automation-brief.js: Novel automation composite suppresses gathered source items/URLs and emits LLM findings/recommendations/freshness guidance without an output evidence trail; cron output does not actually schedule runs. Prior bounded research-synthesis approval does not establish this new no-provenance automated report contract.","url":"https://github.com/thebrierfox/the-stall","primarySourceURLs":["https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/research-paper-search.js","https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/wikipedia-intel.js","https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/document-qa-prep.js","https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/fact-check.js"],"id":"RWE-6807","relevance":{"id":"RWE-6807","decision":"Core","rationale":"Retain the documented evidence function: OpenAlex scholarly paper retrieval only; generic Wikipedia, text cleanup and model fact-check composites excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenAlex scholarly paper retrieval only; generic Wikipedia, text cleanup and model fact-check composites excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/thebrierfox/the-stall","https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/research-paper-search.js","https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/wikipedia-intel.js","https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/document-qa-prep.js","https://raw.githubusercontent.com/thebrierfox/the-stall/4d4e877fe192555f3f9758fde7fd307cff5f10b9/capabilities/fact-check.js"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"MCP Brasil — CNES facility records and municipality lookup","kind":"MCP component collection","category":"Clinical Data & Interoperability","summary":"Selected cnes facility records and municipality lookup.","tags":["Clinical Data & Interoperability","Selected source records"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-brasil/mcp-brasil","website":"GitHub","packages":"buscar_estabelecimentos; listar_tipos_estabelecimento; buscar_por_tipo; buscar_estabelecimento_por_cnes; buscar_municipio_geocodigo","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Selected CNES facility identifiers, names, addresses and single-facility source metadata, with separate facility-type lookup.","Search the bundled Brazilian municipality name/UF/geocode lookup to prepare geographic identifiers."],"limitation":"Actual establishment cap20 despite tool descriptions100; explicit offset, no complete inventory. Printed Tipo is incorrectly mapped from attendance-shift description, so exclude that field and use separate type catalogue/source codes. Registration facts do not prove available care, emergency services or program accreditation. Single-facility coordinates at zero are omitted. Excludes professional retrieval, urgent-care classification, proximity ranking, bed fields and municipal comparisons. Pinned JSON contains5571 records, differing from advertised5570; this is an embedded lookup, not verified current or historical municipal boundaries. Exact matches precede partial matches; only20 displayed, no pagination. Accent-insensitive search and optional UF; no geocoding of addresses, coordinates or population statistics. Outside approval: Unsupported professional, emergency/proximity, bed-label and municipal-comparison claims. Outside approval: Static source catalogue and notification-code references are not independently approved data retrieval or current legal-notification rules. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","url":"https://github.com/mcp-brasil/mcp-brasil","primarySourceURLs":["https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/schemas.py"],"id":"RWE-6887","relevance":{"id":"RWE-6887","decision":"Core","rationale":"The selected source-retrieval, evidence-mapping or appraisal procedure supports research discovery and traceability. Retention does not establish exhaustive coverage, study quality or correctness of generated conclusions.","relevanceBasis":"Selected CNES facility identifiers, names, addresses and single-facility source metadata, with separate facility-type lookup.; Search the bundled Brazilian municipality name/UF/geocode lookup to prepare geographic identifiers.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/schemas.py"],"reviewGroup":"evidence-discovery-and-appraisal"}},{"name":"MCP Brasil — provider-reported arbovirus alerts","kind":"MCP component","category":"Public health & surveillance","summary":"Selected provider-reported arbovirus alerts.","tags":["Public health & surveillance","Selected source records"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-brasil/mcp-brasil","website":"GitHub","packages":"buscar_alertas_dengue","workflowFit":["Public health & surveillance"],"capabilities":["Retrieve provider-reported weekly arbovirus alert levels, notified counts, nowcast estimates, estimated incidence and Rt for the municipality selected by the adapter."],"limitation":"First matching municipality is automatically selected without a UF argument; verify returned name/UF before use. Year defaults current UTC; weeks default1–52, no epidemiological-week validation. Provider estimates are retrospectively revised; adapter omits uncertainty intervals, model version and retrieval timestamp. No independent estimator or clinical recommendations. Provider data dictionary corroborates estimated incidence and Rt semantics; no live data query. Outside approval: InfoGripe parser compatibility and current-status inference require source evidence. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","url":"https://github.com/mcp-brasil/mcp-brasil","primarySourceURLs":["https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/schemas.py"],"id":"RWE-6888","relevance":{"id":"RWE-6888","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"Retrieve provider-reported weekly arbovirus alert levels, notified counts, nowcast estimates, estimated incidence and Rt for the municipality selected by the adapter.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/saude/schemas.py"],"reviewGroup":"bounded-research-method"}},{"name":"MCP Brasil — ANVISA medicine metadata and insert links","kind":"MCP component","category":"Public health & surveillance","summary":"Selected anvisa medicine metadata and insert links.","tags":["Public health & surveillance","Selected source records"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-brasil/mcp-brasil","website":"GitHub","packages":"buscar_medicamento; buscar_por_principio_ativo; buscar_por_categoria; consultar_bula","workflowFit":["Public health & surveillance"],"capabilities":["Selected ANVISA Bulário product/ingredient/category search metadata and package-insert source links by process number."],"limitation":"Undocumented reverse-engineered endpoint; default10 results per page, page parameter exposed but no completeness proof. Package-insert tool returns metadata/URLs, not PDF text or adverse-event analysis. Process number is not registration number. Excludes current registration-status validation, generic equivalence, company coverage, CMED prices and static category/section authority. Outside approval: Wider regulatory-status, equivalence and completeness claims are unsupported. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","url":"https://github.com/mcp-brasil/mcp-brasil","primarySourceURLs":["https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/anvisa/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/anvisa/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/anvisa/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/anvisa/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/anvisa/schemas.py"],"id":"RWE-6889","relevance":{"id":"RWE-6889","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"Selected ANVISA Bulário product/ingredient/category search metadata and package-insert source links by process number.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/anvisa/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/anvisa/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/anvisa/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/anvisa/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/anvisa/schemas.py"],"reviewGroup":"health-product-and-safety-data"}},{"name":"MCP Brasil — BPS health-material purchase records","kind":"MCP component","category":"Public health & surveillance","summary":"Selected bps health-material purchase records.","tags":["Public health & surveillance","Selected source records"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-brasil/mcp-brasil","website":"GitHub","packages":"consultar_precos_saude; buscar_medicamento_bps; buscar_catmat_bps","workflowFit":["Public health & surveillance"],"capabilities":["Retrieve BPS health-material purchase records with CATMAT description/code, displayed prices, supplier/institution and purchase dates."],"limitation":"One batch max1000 with explicit offset; description/CATMAT filtering occurs after download and only50 matches display, so counts are batch counts. No absence, market-completeness or price-comparability inference. Output omits supply unit, manufacturer and ANVISA identifiers retained internally; reconstruct source unit/formulation/quantity before comparison. Zero prices/quantities become N/A and any generic flag other than S is wrongly labelled reference; do not rely on that label. No inflation adjustment or cost-effectiveness analysis. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","url":"https://github.com/mcp-brasil/mcp-brasil","primarySourceURLs":["https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bps/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bps/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bps/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bps/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bps/schemas.py"],"id":"RWE-6890","relevance":{"id":"RWE-6890","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"Retrieve BPS health-material purchase records with CATMAT description/code, displayed prices, supplier/institution and purchase dates.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bps/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bps/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bps/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bps/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bps/schemas.py"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"MCP Brasil — SUS audit reports and plans","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Selected sus audit reports and plans.","tags":["Literature & Evidence Synthesis","Selected source records"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-brasil/mcp-brasil","website":"GitHub","packages":"listar_relatorios_anuais; listar_planos","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Discover annual SUS audit-report and audit-plan titles, title-derived years and outgoing document links from official DENASUS pages."],"limitation":"HTML heading/link scraping only, not report text or audit findings. Title truncates60characters; year regex only2010–2029. Any href is labelled PDF without type check; relative links are not resolved. Plan URL may yield a nested listing link requiring manual follow-through. No exhaustive audit history or municipality coverage. Outside approval: Audit occurrence, completion and current institutional claims are unsupported by selected implementation. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","url":"https://github.com/mcp-brasil/mcp-brasil","primarySourceURLs":["https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/denasus/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/denasus/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/denasus/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/denasus/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/denasus/schemas.py"],"id":"RWE-6891","relevance":{"id":"RWE-6891","decision":"Core","rationale":"Retain the documented evidence function: Selected sus audit reports and plans. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Selected sus audit reports and plans.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mcp-brasil/mcp-brasil","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/denasus/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/denasus/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/denasus/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/denasus/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/denasus/schemas.py"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"MCP Brasil — PNI vaccination source records","kind":"MCP component","category":"Public health & surveillance","summary":"Selected pni vaccination source records.","tags":["Public health & surveillance","Selected source records"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-brasil/mcp-brasil","website":"GitHub","packages":"buscar_vacinacao; estatisticas_por_vacina","workflowFit":["Public health & surveillance"],"capabilities":["Selected PNI Elasticsearch vaccination-record retrieval and provider record-count aggregation by vaccine."],"limitation":"Requires configured endpoint credentials despite metadata requires_auth=False; embedded credentials were not used or published. Search max100, no offset/sort/date filter; hits.total.relation discarded, so total may be a lower bound. UF filter is establishment state while municipality is patient residence. Aggregation takes top50 buckets and sums returned counts, not all doses/people or coverage; no denominator, deduplication, date/vintage or uncertainty validation. Excludes age statistics, vaccination recommendations and legacy CKAN wrappers. Outside approval: Age, coverage and current vaccination guidance plus legacy CKAN claims are not approved. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","url":"https://github.com/mcp-brasil/mcp-brasil","primarySourceURLs":["https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/imunizacao/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/imunizacao/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/imunizacao/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/imunizacao/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/imunizacao/schemas.py"],"id":"RWE-6892","relevance":{"id":"RWE-6892","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"Selected PNI Elasticsearch vaccination-record retrieval and provider record-count aggregation by vaccine.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/imunizacao/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/imunizacao/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/imunizacao/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/imunizacao/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/imunizacao/schemas.py"],"reviewGroup":"bounded-research-method"}},{"name":"MCP Brasil — Atlas da Violência source series","kind":"MCP component","category":"Public health & surveillance","summary":"Selected atlas da violência source series.","tags":["Public health & surveillance","Selected source records"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-brasil/mcp-brasil","website":"GitHub","packages":"listar_temas_violencia; listar_series_tema; consultar_serie_violencia; consultar_valores_violencia; consultar_valores_por_regiao; listar_fontes_violencia; listar_metadados_violencia","workflowFit":["Public health & surveillance"],"capabilities":["Retrieve Atlas da Violência theme/series/source/unit metadata and source series values by stated geographic scope or explicit region codes."],"limitation":"Source-value retrieval only, not independent rate estimation or cross-region comparability. Value tables show source sigla rather than the retained numeric locality code; absent/empty period or value displays N/A. Series detail supplies title only; unit/period catalogues are separate and not automatically bound to each value. Unfiltered municipality queries are blocked, requiring explicit region codes. Static theme IDs and source coverage can change; no completeness, rate-denominator or runtime validation. Static source review only; no tools or dataset downloads executed. Outside approval: Individually reviewed actual selected tool SQL, registrations, source specifications and shared loader. Purpose relevant, but actual missingness and geographic selection defects prevent substantive approval. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","url":"https://github.com/mcp-brasil/mcp-brasil","primarySourceURLs":["https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/atlas_violencia/tools.py","https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/atlas_violencia/client.py","https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/atlas_violencia/server.py","https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/atlas_violencia/constants.py"],"id":"RWE-6893","relevance":{"id":"RWE-6893","decision":"Core","rationale":"Violence outcome series with source units and geography are directly relevant injury/public-health surveillance data; rates and cross-region comparability are not independently established.","relevanceBasis":"Retrieve Atlas da Violência theme/series/source/unit metadata and source series values by stated geographic scope or explicit region codes.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/atlas_violencia/tools.py","https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/atlas_violencia/client.py","https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/atlas_violencia/server.py","https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/atlas_violencia/constants.py"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"MCP Brasil — public-safety and road-accident dataset catalogues","kind":"MCP component collection","category":"RWE Data & Analytics","summary":"Selected public-safety and road-accident dataset catalogues.","tags":["RWE Data & Analytics","Selected source records"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-brasil/mcp-brasil","website":"GitHub","packages":"listar_datasets_mjsp; buscar_datasets_mjsp; detalhar_dataset_mjsp; listar_organizacoes_mjsp; listar_datasets_organizacao; listar_datasets_grupo_seguranca; buscar_datasets_antt / detalhe_dataset_antt — road accidents and medical response datasets","workflowFit":["RWE Data & Analytics"],"capabilities":["Find public-safety datasets in the MJSP CKAN catalogue and retrieve source metadata and resource/download URLs.","Discover source datasets and resource links for conceded-road accidents and medical-response context."],"limitation":"No actual crime data are downloaded or analysed by these tools. Search defaults ten without pagination; organisation/group inclusion follows upstream package lists and does not prove complete coverage. Some CKAN failure/missing fields can become empty results or zero counts. Search descriptions/tags are truncated; resource URLs can be stale. Static31dataset/organisation labels and missing package counts are not audited current totals. Static source review only; no tools or dataset downloads executed. Only explicit acidentes-rodovias, acidentes-quilometro-rodovias and atendimento-medico-mecanico catalogue scope. No raw data download, injury-rate denominator, incident completeness or freight/toll economics approval. Search max100, resource listing50 and descriptions800 characters. Static source review only; no MCP tool invocations or provider-data collection executed. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","url":"https://github.com/mcp-brasil/mcp-brasil","primarySourceURLs":["https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/sinesp/tools.py","https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/sinesp/client.py","https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/sinesp/server.py","https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/sinesp/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/antt/tools.py"],"id":"RWE-6895","relevance":{"id":"RWE-6895","decision":"Core","rationale":"Retain explicit medical-response/road-accident source catalogue discovery; general public-safety/crime catalogue does not independently qualify as health research.","relevanceBasis":"Selected public-safety and road-accident dataset catalogues. Limits: No actual crime data are downloaded or analysed by these tools. Search defaults ten without pagination; organisation/group inclusion follows upstream package lists and does not prove complete coverage. Some CKAN failure/missing fields can become empty results or zero counts. Search descriptions/tags are truncated; resource URLs can be stale. Static31dataset/organisation labels and missing package counts are not audited current totals. Static source review only; no tools or dataset downloads executed. Only explicit acidentes-rodovias, acidentes-quilometro-rodovias and atendimento-medico-mecanico catalogue scope. No raw data download, injury-rate denominator, incident completeness or freight/toll economics approval. Search max100, resource listing50 and descriptions800 characters. Static source review only; no MCP tool invocations or provider-data collection executed. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/sinesp/tools.py","https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/sinesp/client.py","https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/sinesp/server.py","https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/sinesp/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/antt/tools.py"],"reviewGroup":"health-service-road-incident-context"}},{"name":"MCP Brasil — population, price and welfare source context","kind":"MCP component collection","category":"RWE Data & Analytics","summary":"Selected population, price and welfare source context.","tags":["RWE Data & Analytics","Selected source records"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-brasil/mcp-brasil","website":"GitHub","packages":"consultar_serie / ultimos_valores / metadados_serie — SGS IPCA 433 and 13522 only; buscar_serie / metadados_serie / valores_serie — population, employment, income and inflation context only; consultar_bolsa_familia — codigo_ibge municipality branch only; consultar_coronavirus_despesas","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve dated monthly and 12-month general CPI values and separate metadata from BCB SGS as socioeconomic context.","Discover and retrieve IPEADATA social/regional time-series metadata and dated values with territory identifiers.","Retrieve municipal Bolsa Familia beneficiary-count/payment aggregates and COVID expense function/action records as public-health socioeconomic and budget context."],"limitation":"Only explicit IPCA series 433/13522; no Selic, FX, securities, Focus forecasts or generic monetary approval. Values rounded to four decimals; units require separate metadata, whose error fallback is labelled static catalogue. No healthcare-specific deflator, temporal completeness or numeric-series validation; quantity is not clamped in client despite tool documentation. Static source review only; no MCP tool invocations or provider-data collection executed. Prefix search is exact case-sensitive and capped 100; value tool fetches one response, assumes ascending order, reverses final up-to-1000 rows and does not follow OData continuation. Data table preserves date/territory but metadata and multiplier are separate. No monetary/FX/market approval, completeness or cross-series comparability; latest-value tool omits territorial context and is not approved. Static source review only; no MCP tool invocations or provider-data collection executed. Requires API key. No NIS/CPF/person lookup approval. No-data can reflect unexpected response shape; zero counts/payments display missing. COVID output drops source period and programme while preserving caller parameters only outside table; monetary strings may fail float conversion. No spending-effectiveness inference, complete cohort or individual eligibility; COVID transfer sibling explicitly unavailable. Static source review only; no MCP tool invocations or provider-data collection executed. Outside approval: Source explicitly reports discontinued COVID transfer endpoint returning empty200 responses. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","url":"https://github.com/mcp-brasil/mcp-brasil","primarySourceURLs":["https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bacen/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bacen/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bacen/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bacen/schemas.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bacen/constants.py"],"id":"RWE-6898","relevance":{"id":"RWE-6898","decision":"Core","rationale":"Retain explicit COVID public-health expense records; generic CPI/social/regional indicators do not independently qualify as RWE/HEOR.","relevanceBasis":"Selected population, price and welfare source context. Limits: Only explicit IPCA series 433/13522; no Selic, FX, securities, Focus forecasts or generic monetary approval. Values rounded to four decimals; units require separate metadata, whose error fallback is labelled static catalogue. No healthcare-specific deflator, temporal completeness or numeric-series validation; quantity is not clamped in client despite tool documentation. Static source review only; no MCP tool invocations or provider-data collection executed. Prefix search is exact case-sensitive and capped 100; value tool fetches one response, assumes ascending order, reverses final up-to-1000 rows and does not follow OData continuation. Data table preserves date/territory but metadata and multiplier are separate. No monetary/FX/market approval, completeness or cross-series comparability; latest-value tool omits territorial context and is not approved. Static source review only; no MCP tool invocations or provider-data collection executed. Requires API key. No NIS/CPF/person lookup approval. No-data can reflect unexpected response shape; zero counts/payments display missing. COVID output drops source period and programme while preserving caller parameters only outside table; monetary strings may fail float conversion. No spending-effectiveness inference, complete cohort or individual eligibility; COVID transfer sibling explicitly unavailable. Static source review only; no MCP tool invocations or provider-data collection executed. Outside approval: Source explicitly reports discontinued COVID transfer endpoint returning empty200 responses. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bacen/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bacen/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bacen/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bacen/schemas.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/bacen/constants.py"],"reviewGroup":"public-health-budget-subset"}},{"name":"MCP Brasil — selected official-notice discovery","kind":"MCP component","category":"RWE Data & Analytics","summary":"Selected selected official-notice discovery.","tags":["RWE Data & Analytics","Selected source records"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-brasil/mcp-brasil","website":"GitHub","packages":"buscar_diarios / buscar_cidades / listar_territorios / dou_buscar / dou_buscar_avancado","workflowFit":["RWE Data & Analytics"],"capabilities":["Discover dated municipal gazette excerpts and federal DOU publication metadata for health/policy evidence retrieval, including Ministry of Health filters."],"limitation":"Search/excerpt and source-link retrieval only, no legal or regulatory-effectiveness inference. Querido Diario errors collapse to no results; exact-search flag only adjusts highlighting, not an explicit exact-match query. DOU uses brittle embedded-script parsing and errors become zero results; date interval requires both ends, pages show10/20 results. No claim all5000 municipalities covered. Full DOU article reader and regional all-city claim excluded. Static source review only; no MCP tool invocations or provider-data collection executed. Outside approval: Full article reader expects JSON on the documented HTML article route. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","url":"https://github.com/mcp-brasil/mcp-brasil","primarySourceURLs":["https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/diario_oficial/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/diario_oficial/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/diario_oficial/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/diario_oficial/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/diario_oficial/__init__.py"],"id":"RWE-6901","relevance":{"id":"RWE-6901","decision":"Core","rationale":"Selected selected official-notice discovery. Retain only explicitly documented health datasets, indicators or clinical/regulatory evidence retrieval; unrelated gateway/public-source domains do not inherit Core status.","relevanceBasis":"Selected selected official-notice discovery. Limits: Search/excerpt and source-link retrieval only, no legal or regulatory-effectiveness inference. Querido Diario errors collapse to no results; exact-search flag only adjusts highlighting, not an explicit exact-match query. DOU uses brittle embedded-script parsing and errors become zero results; date interval requires both ends, pages show10/20 results. No claim all5000 municipalities covered. Full DOU article reader and regional all-city claim excluded. Static source review only; no MCP tool invocations or provider-data collection executed. Outside approval: Full article reader expects JSON on the documented HTML article route. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/diario_oficial/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/diario_oficial/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/diario_oficial/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/diario_oficial/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/diario_oficial/__init__.py"],"reviewGroup":"explicit-health-source-subset"}},{"name":"MCP Brasil — health and education budget references","kind":"MCP component collection","category":"RWE Data & Analytics","summary":"Selected health and education budget references.","tags":["RWE Data & Analytics","Selected source records"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-brasil/mcp-brasil","website":"GitHub","packages":"buscar_datasets_rs / listar_municipios_rs — health and education budget discovery; consultar_rreo — RREO-Anexo 08 and 12; listar_anexos_relatorios","workflowFit":["RWE Data & Analytics"],"capabilities":["Discover TCE-RS health/education budget datasets with source links and municipality/IBGE reference identifiers.","Retrieve declared education and public-health budget-annex rows with account/column metadata and discover corresponding source annexes."],"limitation":"Catalogue and geography only; search50 maximum, first-list envelope selection, truncated descriptions200. No debt/personnel fiscal or legal-compliance approval. Numeric health/education index display is separately held pending unit handling; no whole financial-management approval. Static source review only; no MCP tool invocations or provider-data collection executed. Only RREO08education and12health, no RGF debt or generic treasury approval. First HTTP items list only, no continuation; display100 rows and formats every value as BRL even when source row may represent percentages. Approval is source-account retrieval only: units require checking original annex; no compliance, normalized spending, population rate or validated numeric inference. Static source review only; no MCP tool invocations or provider-data collection executed. Outside approval: Displayed health/education compliance percentages need verified source scale. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","url":"https://github.com/mcp-brasil/mcp-brasil","primarySourceURLs":["https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/tce_rs/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/tce_rs/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/tce_rs/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/tce_rs/schemas.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/tce_rs/constants.py"],"id":"RWE-6902","relevance":{"id":"RWE-6902","decision":"Core","rationale":"Retain public-health budget-annex data and catalogue; generic education/budget context is not an independent Core basis and displayed units need source correction.","relevanceBasis":"Selected health and education budget references. Limits: Catalogue and geography only; search50 maximum, first-list envelope selection, truncated descriptions200. No debt/personnel fiscal or legal-compliance approval. Numeric health/education index display is separately held pending unit handling; no whole financial-management approval. Static source review only; no MCP tool invocations or provider-data collection executed. Only RREO08education and12health, no RGF debt or generic treasury approval. First HTTP items list only, no continuation; display100 rows and formats every value as BRL even when source row may represent percentages. Approval is source-account retrieval only: units require checking original annex; no compliance, normalized spending, population rate or validated numeric inference. Static source review only; no MCP tool invocations or provider-data collection executed. Outside approval: Displayed health/education compliance percentages need verified source scale. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/tce_rs/tools.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/tce_rs/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/tce_rs/server.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/tce_rs/schemas.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/tce_rs/constants.py"],"reviewGroup":"health-expenditure-source"}},{"name":"MCP Brasil — ISBN bibliographic metadata","kind":"MCP component","category":"Literature & Evidence Synthesis","summary":"Selected isbn bibliographic metadata.","tags":["Literature & Evidence Synthesis","Selected source records"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"mcp-brasil/mcp-brasil","website":"GitHub","packages":"data/brasilapi/consultar_isbn","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["consultar_isbn only: ISBN lookup returning title/subtitle, authors, publisher, year, page count and subjects via BrasilAPI /isbn/v1/{isbn}."],"limitation":"Metadata only, not full text, scholarly status, citation validity or edition matching. Client removes hyphens and trims but does not validate ISBN check digits; upstream failures/coverage untested. Provider field is parsed but omitted from displayed output; missing fields become N/A and original requested ISBN can be echoed if absent. Module60requests/minute limiter; other bank/CEP/CNPJ/vehicle/Pix/domain tools unapproved by this decision. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","url":"https://github.com/mcp-brasil/mcp-brasil","primarySourceURLs":["https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/brasilapi/tools.py#L279","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/brasilapi/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/brasilapi/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/brasilapi/schemas.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/brasilapi/server.py"],"id":"RWE-6903","relevance":{"id":"RWE-6903","decision":"Core","rationale":"Retain the documented evidence function: Selected isbn bibliographic metadata. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Selected isbn bibliographic metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/mcp-brasil/mcp-brasil","https://github.com/Mcp-Brasil/mcp-brasil/blob/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/brasilapi/tools.py#L279","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/brasilapi/client.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/brasilapi/constants.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/brasilapi/schemas.py","https://raw.githubusercontent.com/Mcp-Brasil/mcp-brasil/2efb258370b125bbf190884283ae10f209b9d335/src/mcp_brasil/data/brasilapi/server.py"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"DataNexus NPI registration reference","kind":"MCP component","category":"Clinical Data & Interoperability","summary":"Selected npi registration reference.","tags":["Clinical Data & Interoperability","Selected source records"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"datanexusmcp/mcp-server","website":"GitHub","packages":"compliance_fetch_npi_provider; compliance_search_npi_by_name","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Retrieve an NPI record by number or up to ten provider-name matches, optionally filtered by state and taxonomy description."],"limitation":"NPI registration facts only, not licence verification, current professional standing, patient data or clinical suitability. Name splitting treats the first token as first name and remaining text as last name; the comment suggesting organisation fallback is not implemented. Ten search results, no pagination; only primary/first taxonomy and location/first address are retained. A 24-hour cache and longer archived fallback can be stale; data_as_of is retrieval time, not provider validity. Deployment entitlements and live upstream behavior were not tested. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","url":"https://github.com/datanexusmcp/mcp-server","primarySourceURLs":["https://github.com/datanexusmcp/mcp-server/blob/368d730ece4510d893525ce1b9502f22e9de13a9/datanexus/tools/t22.py","https://github.com/datanexusmcp/mcp-server/blob/368d730ece4510d893525ce1b9502f22e9de13a9/datanexus/main.py"],"id":"RWE-6904","relevance":{"id":"RWE-6904","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"Retrieve an NPI record by number or up to ten provider-name matches, optionally filtered by state and taxonomy description.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/datanexusmcp/mcp-server/blob/368d730ece4510d893525ce1b9502f22e9de13a9/datanexus/tools/t22.py","https://github.com/datanexusmcp/mcp-server/blob/368d730ece4510d893525ce1b9502f22e9de13a9/datanexus/main.py"],"reviewGroup":"bounded-research-method"}},{"name":"DataNexus health-agency document metadata","kind":"MCP component","category":"RWE Data & Analytics","summary":"Selected health-agency document metadata.","tags":["RWE Data & Analytics","Selected source records"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"datanexusmcp/mcp-server","website":"GitHub","packages":"regulatory_fetch_federal_register_notices — FDA/HHS/CMS/EPA source-document metadata only","workflowFit":["RWE Data & Analytics"],"capabilities":["Retrieve up to ten source-document metadata records for FDA, HHS, CMS or EPA with optional keyword and publication-date filters."],"limitation":"Metadata retrieval only; no rule applicability, current legal effect or regulatory analysis. The claimed default last90days is not implemented without date_from; results cap ten with no pagination. Request failures can be returned as zero notices; missing data is not evidence of absence. Display truncates titles and CFR references. Comment dates are not requested in fields and are not approved. Receipt helper is called with shifted arguments: data_as_of is a parameter hash and ingest_healthy is a string, so those provenance/freshness fields are invalid; inspect actual source documents. Four-hour cache; no live API/output validation. Outside approval: Advertised open/closed status is not implemented consistently: open uses a fixed comment-start lower bound2020, closed is not filtered, Federal Register fallback omits status filtering; effective_on is labeled comment_deadline and numberOfComments is labeled doc_count. Outside approval: Federal Register fallback substitutes the first document as docket detail and labels publication_date as comment_start. Advertised docket comment-period/status metadata is not reliably represented across paths. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","url":"https://github.com/datanexusmcp/mcp-server","primarySourceURLs":["https://github.com/datanexusmcp/mcp-server/blob/368d730ece4510d893525ce1b9502f22e9de13a9/datanexus/tools/t19.py","https://github.com/datanexusmcp/mcp-server/blob/368d730ece4510d893525ce1b9502f22e9de13a9/datanexus/main.py"],"id":"RWE-6905","relevance":{"id":"RWE-6905","decision":"Core","rationale":"Selected health-agency document metadata. Retain only explicitly documented health datasets, indicators or clinical/regulatory evidence retrieval; unrelated gateway/public-source domains do not inherit Core status.","relevanceBasis":"Selected health-agency document metadata. Limits: Metadata retrieval only; no rule applicability, current legal effect or regulatory analysis. The claimed default last90days is not implemented without date_from; results cap ten with no pagination. Request failures can be returned as zero notices; missing data is not evidence of absence. Display truncates titles and CFR references. Comment dates are not requested in fields and are not approved. Receipt helper is called with shifted arguments: data_as_of is a parameter hash and ingest_healthy is a string, so those provenance/freshness fields are invalid; inspect actual source documents. Four-hour cache; no live API/output validation. Outside approval: Advertised open/closed status is not implemented consistently: open uses a fixed comment-start lower bound2020, closed is not filtered, Federal Register fallback omits status filtering; effective_on is labeled comment_deadline and numberOfComments is labeled doc_count. Outside approval: Federal Register fallback substitutes the first document as docket detail and labels publication_date as comment_start. Advertised docket comment-period/status metadata is not reliably represented across paths. Pinned source review only; no candidate execution or provider-data ingestion. Other collection tools are outside this card’s approval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/datanexusmcp/mcp-server/blob/368d730ece4510d893525ce1b9502f22e9de13a9/datanexus/tools/t19.py","https://github.com/datanexusmcp/mcp-server/blob/368d730ece4510d893525ce1b9502f22e9de13a9/datanexus/main.py"],"reviewGroup":"explicit-health-source-subset"}},{"name":"PeopleAnalyst — effect sizes and descriptive correlations","kind":"Hosted research interface","category":"RWE Data & Analytics","summary":"Prepare approximate effect sizes and study-planning quantities, or descriptive correlations from supplied data.","tags":["RWE Data & Analytics","Selected source records"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"people-analyst/peopleanalyst-site","website":"Hosted documentation","packages":"Approximate effect-size and study-planning calculations; Descriptive supplied-data correlation preparation","workflowFit":["RWE Data & Analytics"],"capabilities":["calculate_effect_size: caller-supplied two-group statistics or t/F statistics to documented d, approximate confidence intervals, r-equivalent, partial eta squared, power and required per-group n.","find_survey_drivers: caller records or precomputed r/n to pairwise-complete zero-order correlations, Fisher intervals and Bonferroni flags."],"limitation":"Hosted documentation-level review only; no tool execution or public source-code validation. API-key execution is declared. The publisher reports production corpus grounding=false and one unverified model pass; examples are illustrative, not measured runs. No clinical validation or whole portfolio approval. Normal approximations/Hedges–Olkin SE; not noncentral publication intervals. Partial eta-squared is sample-biased; d conversion assumes two groups and is not valid as a three-cohort intervention effect. Observed power is not independent evidence that a null result is uninformative; generated significance narratives require review. Correlations are associations, not intervention effects. Pairwise missingness can change sample composition; r-squared shares do not partition overlapping explained variance. Do not approve driver causality, privacy certification, automatic noise verdicts or generated recommendations. Only these documented operations are approved; the 312-capability toolbox and other declared tools are not collectively approved.","url":"https://peopleanalyst.com/tools/effect-size","primarySourceURLs":["https://peopleanalyst.com/tools/effect-size","https://peopleanalyst.com/tools/survey-signal-finder","https://peopleanalyst.com/developers","https://peopleanalyst.com/openapi.json","https://peopleanalyst.com"],"id":"RWE-6909","relevance":{"id":"RWE-6909","decision":"Core","rationale":"Prepare approximate effect sizes and study-planning quantities, or descriptive correlations from supplied data. The actual contract specifies analytical simulation, statistical execution, effect sizes, measurement-item design or epidemiological bias checks; assumptions and validation limits remain.","relevanceBasis":"Prepare approximate effect sizes and study-planning quantities, or descriptive correlations from supplied data. Limits: Hosted documentation-level review only; no tool execution or public source-code validation. API-key execution is declared. The publisher reports production corpus grounding=false and one unverified model pass; examples are illustrative, not measured runs. No clinical validation or whole portfolio approval. Normal approximations/Hedges–Olkin SE; not noncentral publication intervals. Partial eta-squared is sample-biased; d conversion assumes two groups and is not valid as a three-cohort intervention effect. Observed power is not independent evidence that a null result is uninformative; generated significance narratives require review. Correlations are associations, not intervention effects. Pairwise missingness can change sample composition; r-squared shares do not partition overlapping explained variance. Do not approve driver causality, privacy certification, automatic noise verdicts or generated recommendations. Only these documented operations are approved; the 312-capability toolbox and other declared tools are not collectively approved.","evidenceLevel":"published-card","evidenceRefs":["https://peopleanalyst.com/tools/effect-size","https://peopleanalyst.com/tools/survey-signal-finder","https://peopleanalyst.com/developers","https://peopleanalyst.com/openapi.json","https://peopleanalyst.com"],"reviewGroup":"statistical-measurement-method"}},{"name":"PeopleAnalyst — publisher corpus metadata","kind":"Hosted research interface","category":"Literature & Evidence Synthesis","summary":"Retrieve publisher book identifiers and named works discussing selected construct pairs.","tags":["Literature & Evidence Synthesis","Selected source records"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"people-analyst/peopleanalyst-site","website":"Hosted documentation","packages":"Publisher book and construct-discourse metadata retrieval","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["get_library_ids retrieves publisher-homed book IDs, title/author/year/tags; get_claim_warrant retrieves named works discussing construct pairs and their stated rationales."],"limitation":"Hosted documentation review only; no endpoint execution or public implementation audit. These public metadata feeds require no API key. Publisher corpus only; foreign-home titles are excluded and a counting discrepancy is disclosed. Book discourse frequency is not evidence strength, effect size or corroboration. Source metadata retrieval only, not Principia priors or all free feeds. The computation tools’ corpus-grounding outage and model-pass caveats do not describe these static metadata feeds.","url":"https://peopleanalyst.com/developers","primarySourceURLs":["https://peopleanalyst.com/developers","https://peopleanalyst.com/openapi.json","https://peopleanalyst.com","https://peopleanalyst.com/api/tools"],"id":"RWE-6911","relevance":{"id":"RWE-6911","decision":"Core","rationale":"Retain the documented evidence function: Retrieve publisher book identifiers and named works discussing selected construct pairs. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Retrieve publisher book identifiers and named works discussing selected construct pairs.","evidenceLevel":"published-card","evidenceRefs":["https://peopleanalyst.com/developers","https://peopleanalyst.com/openapi.json","https://peopleanalyst.com","https://peopleanalyst.com/api/tools"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"PeopleAnalyst — questionnaire item drafting","kind":"Hosted research interface","category":"RWE Data & Analytics","summary":"Draft questionnaire items and response-scale suggestions for later human review and empirical validation.","tags":["RWE Data & Analytics","Selected source records"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"people-analyst/peopleanalyst-site","website":"Hosted documentation","packages":"draft_scale","workflowFit":["RWE Data & Analytics"],"capabilities":["Prepare a proposed construct definition, 2–4 dimensions, 6–12 original keyed Likert item drafts, response-scale suggestion, self-assessment variant and caveat/handoff fields from a supplied concept and optional definition/context."],"limitation":"Hosted documentation-level contract only; API key required and no tool call performed. Publisher reports grounded:false because corpus backend is unavailable; one model pass is not independently checked. No reliability, dimensionality, construct validity, population suitability or clinical validation is established. Fixed item counts, reverse-keying and example n>=100 are design suggestions, not adequacy guarantees. Named neighboring instrument families may require source verification; validation/deployment handlers and all Principia compute tools remain unapproved by this row. Only these documented operations are approved; the 312-capability toolbox and other declared tools are not collectively approved.","url":"https://peopleanalyst.com/tools/scale-drafter","primarySourceURLs":["https://peopleanalyst.com/tools/scale-drafter","https://peopleanalyst.com/api/tools"],"id":"RWE-6912","relevance":{"id":"RWE-6912","decision":"Core","rationale":"Draft questionnaire items and response-scale suggestions for later human review and empirical validation. The actual contract specifies analytical simulation, statistical execution, effect sizes, measurement-item design or epidemiological bias checks; assumptions and validation limits remain.","relevanceBasis":"Draft questionnaire items and response-scale suggestions for later human review and empirical validation. Limits: Hosted documentation-level contract only; API key required and no tool call performed. Publisher reports grounded:false because corpus backend is unavailable; one model pass is not independently checked. No reliability, dimensionality, construct validity, population suitability or clinical validation is established. Fixed item counts, reverse-keying and example n>=100 are design suggestions, not adequacy guarantees. Named neighboring instrument families may require source verification; validation/deployment handlers and all Principia compute tools remain unapproved by this row. Only these documented operations are approved; the 312-capability toolbox and other declared tools are not collectively approved.","evidenceLevel":"published-card","evidenceRefs":["https://peopleanalyst.com/tools/scale-drafter","https://peopleanalyst.com/api/tools"],"reviewGroup":"statistical-measurement-method"}},{"name":"M4 clinical research pitfalls instruction","kind":"Skill","category":"RWE Data & Analytics","summary":"ICU research pitfalls guide identifies immortal-time bias, leakage and selection issues for MIMIC/eICU studies.","tags":["Research workflow"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"hannesill/m4","website":"GitHub","packages":"src/m4/skills/clinical/clinical-research-pitfalls/SKILL.md","workflowFit":["RWE Data & Analytics"],"capabilities":["ICU research pitfalls guide identifies immortal-time bias, leakage and selection issues for MIMIC/eICU studies."],"limitation":"Imported m4-clinical-extraction author versus target mimic-code provenance must remain distinct; validated metadata is not our validation.","url":"https://github.com/hannesill/m4/blob/6ed55907679157e3dff46e99da487bb969c04a9c/src/m4/skills/clinical/clinical-research-pitfalls/SKILL.md","primarySourceURLs":["https://github.com/hannesill/m4/blob/6ed55907679157e3dff46e99da487bb969c04a9c/src/m4/skills/clinical/clinical-research-pitfalls/SKILL.md"],"id":"RWE-6169","relevance":{"id":"RWE-6169","decision":"Core","rationale":"ICU research pitfalls guide identifies immortal-time bias, leakage and selection issues for MIMIC/eICU studies. The actual contract specifies analytical simulation, statistical execution, effect sizes, measurement-item design or epidemiological bias checks; assumptions and validation limits remain.","relevanceBasis":"ICU research pitfalls guide identifies immortal-time bias, leakage and selection issues for MIMIC/eICU studies. Limits: Imported m4-clinical-extraction author versus target mimic-code provenance must remain distinct; validated metadata is not our validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/hannesill/m4/blob/6ed55907679157e3dff46e99da487bb969c04a9c/src/m4/skills/clinical/clinical-research-pitfalls/SKILL.md"],"reviewGroup":"statistical-measurement-method"}},{"name":"AlterLab PDF extraction instruction","kind":"Skill","category":"Literature & Evidence Synthesis","summary":"Produce a per-paper evidence snippet table from local documents with source filename and user-defined fields.","tags":["Research evidence"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"alterlab-ieu/alterlab-academic-skills","website":"GitHub","packages":"skills/research-tools/alterlab-pdf-extract/SKILL.md","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Produce a per-paper evidence snippet table from local documents with source filename and user-defined fields."],"limitation":"Default lexical overlap finds snippets, not reliable extracted values; optional LLM 'precise' wording is unvalidated. No effect-size accuracy or systematic extraction completeness approved; scripts not run.","url":"https://github.com/alterlab-ieu/alterlab-academic-skills","primarySourceURLs":["https://github.com/AlterLab-IEU/AlterLab-Academic-Skills/blob/4a5b75358026b33d3e53101bf551331e12113bee/skills/research-tools/alterlab-pdf-extract/SKILL.md","https://github.com/xzktx003/paper_writing/blob/32af406769d30fb8f3e1d2f8619d7879d68dded3/app/apps/backend/skill-resources/alterlab/skills/research-tools/alterlab-pdf-extract/SKILL.md","https://api.github.com/repos/AlterLab-IEU/AlterLab-Academic-Skills/git/blobs/1ed90a41c1e446bae6cc916b0eb07158fe482d9a"],"id":"RWE-6170","relevance":{"id":"RWE-6170","decision":"Core","rationale":"Retain the documented evidence function: Produce a per-paper evidence snippet table from local documents with source filename and user-defined fields. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Produce a per-paper evidence snippet table from local documents with source filename and user-defined fields.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/alterlab-ieu/alterlab-academic-skills","https://github.com/AlterLab-IEU/AlterLab-Academic-Skills/blob/4a5b75358026b33d3e53101bf551331e12113bee/skills/research-tools/alterlab-pdf-extract/SKILL.md","https://github.com/xzktx003/paper_writing/blob/32af406769d30fb8f3e1d2f8619d7879d68dded3/app/apps/backend/skill-resources/alterlab/skills/research-tools/alterlab-pdf-extract/SKILL.md","https://api.github.com/repos/AlterLab-IEU/AlterLab-Academic-Skills/git/blobs/1ed90a41c1e446bae6cc916b0eb07158fe482d9a"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pipeworx-io/mcp-clinicaltrials","kind":"MCP gateway component","category":"Trials & Study Design","summary":"ClinicalTrials.gov v2 trial search, record retrieval, condition counts, sponsor search and recent-update retrieval.","tags":["Pipeworx adapter","Trials & Study Design"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-clinicaltrials","website":"GitHub","packages":"mcp-clinicaltrials","workflowFit":["Trials & Study Design"],"capabilities":["ClinicalTrials.gov v2 trial search, record retrieval, condition counts, sponsor search and recent-update retrieval."],"limitation":"Search returns a capped first page without pagination. Documented sponsor comparison is absent from inspected source; count endpoint compatibility not runtime tested. Publisher statements about registration coverage and reporting obligations are not adopted. Shared Pipeworx gateway also exposes cross-pack meta-tools. Source pack reviewed; hosted gateway and runtime behavior not tested. Count as a pack/component, not an independent platform.","url":"https://github.com/pipeworx-io/mcp-clinicaltrials","primarySourceURLs":["https://github.com/pipeworx-io/mcp-clinicaltrials"],"id":"RWE-6174","relevance":{"id":"RWE-6174","decision":"Core","rationale":"The selected trial-record, eligibility-evidence or clinical protocol workflow directly supports clinical research. Candidate matching and drafted plans remain subject to study-team and methodological review.","relevanceBasis":"ClinicalTrials.gov v2 trial search, record retrieval, condition counts, sponsor search and recent-update retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-clinicaltrials"],"reviewGroup":"clinical-trial-workflow"}},{"name":"pipeworx-io/mcp-dailymed","kind":"MCP gateway component","category":"Regulatory & Product Data","summary":"DailyMed SPL search and identifier lookup, label listing and pharmacologic-class retrieval.","tags":["Pipeworx adapter","Regulatory & Product Data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-dailymed","website":"GitHub","packages":"mcp-dailymed","workflowFit":["Regulatory & Product Data"],"capabilities":["DailyMed SPL search and identifier lookup, label listing and pharmacologic-class retrieval."],"limitation":"recent_updates has no explicit date sorting in source; full section content is not established by metadata endpoint inspection. Do not claim complete label text or comprehensive latest-change surveillance. Shared Pipeworx gateway also exposes cross-pack meta-tools. Source pack reviewed; hosted gateway and runtime behavior not tested. Count as a pack/component, not an independent platform.","url":"https://github.com/pipeworx-io/mcp-dailymed","primarySourceURLs":["https://github.com/pipeworx-io/mcp-dailymed"],"id":"RWE-6175","relevance":{"id":"RWE-6175","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"DailyMed SPL search and identifier lookup, label listing and pharmacologic-class retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-dailymed"],"reviewGroup":"health-product-and-safety-data"}},{"name":"pipeworx-io/mcp-data-connecticut","kind":"MCP gateway component","category":"RWE Data & Analytics","summary":"Connecticut Socrata dataset discovery, metadata and SoQL row queries.","tags":["Pipeworx adapter","RWE Data & Analytics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-data-connecticut","website":"GitHub","packages":"mcp-data-connecticut","workflowFit":["RWE Data & Analytics"],"capabilities":["Connecticut Socrata dataset discovery, metadata and SoQL row queries."],"limitation":"General state-data connector with explicit public-health scope; dataset suitability, provenance and query completeness require per-dataset review. Shared Pipeworx platform component; hosted gateway not tested.","url":"https://github.com/pipeworx-io/mcp-data-connecticut","primarySourceURLs":["https://github.com/pipeworx-io/mcp-data-connecticut"],"id":"RWE-6176","relevance":{"id":"RWE-6176","decision":"Core","rationale":"Connecticut Socrata dataset discovery, metadata and SoQL row queries. Retain only explicitly documented health datasets, indicators or clinical/regulatory evidence retrieval; unrelated gateway/public-source domains do not inherit Core status.","relevanceBasis":"Connecticut Socrata dataset discovery, metadata and SoQL row queries. Limits: General state-data connector with explicit public-health scope; dataset suitability, provenance and query completeness require per-dataset review. Shared Pipeworx platform component; hosted gateway not tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-data-connecticut"],"reviewGroup":"explicit-health-source-subset"}},{"name":"pipeworx-io/mcp-disease","kind":"MCP gateway component","category":"Public health & surveillance","summary":"COVID-19 country/global counts, historical series and vaccine-dose series through disease.sh.","tags":["Pipeworx adapter","Public health & surveillance"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-disease","website":"GitHub","packages":"mcp-disease","workflowFit":["Public health & surveillance"],"capabilities":["COVID-19 country/global counts, historical series and vaccine-dose series through disease.sh."],"limitation":"Upstream historical reporting may be stale; current reporting coverage not verified. Output drops updated timestamp in global counts. Does not estimate vaccine effectiveness. Shared Pipeworx platform component; hosted gateway not tested.","url":"https://github.com/pipeworx-io/mcp-disease","primarySourceURLs":["https://github.com/pipeworx-io/mcp-disease"],"id":"RWE-6177","relevance":{"id":"RWE-6177","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"COVID-19 country/global counts, historical series and vaccine-dose series through disease.sh.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-disease"],"reviewGroup":"bounded-research-method"}},{"name":"pipeworx-io/mcp-fda","kind":"MCP gateway component","category":"Pharmacovigilance & safety","summary":"OpenFDA adverse-event reports, drug-label sections and food recall retrieval.","tags":["Pipeworx adapter","Pharmacovigilance & safety"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-fda","website":"GitHub","packages":"mcp-fda","workflowFit":["Pharmacovigilance & safety"],"capabilities":["OpenFDA adverse-event reports, drug-label sections and food recall retrieval."],"limitation":"Capped unpaginated result subset; no explicit recent-recall sorting. Spontaneous reports do not estimate incidence or causation; mapped fields may omit useful source data. Shared Pipeworx platform component; hosted gateway not tested.","url":"https://github.com/pipeworx-io/mcp-fda","primarySourceURLs":["https://github.com/pipeworx-io/mcp-fda"],"id":"RWE-6178","relevance":{"id":"RWE-6178","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"OpenFDA adverse-event reports, drug-label sections and food recall retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-fda"],"reviewGroup":"health-product-and-safety-data"}},{"name":"pipeworx-io/mcp-fda-drug-competition","kind":"MCP gateway component","category":"Regulatory & Product Data","summary":"FDA Orange Book product, application, patent and exclusivity retrieval and descriptive counts.","tags":["Pipeworx adapter","Regulatory & Product Data"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-fda-drug-competition","website":"GitHub","packages":"mcp-fda-drug-competition","workflowFit":["Regulatory & Product Data"],"capabilities":["FDA Orange Book product, application, patent and exclusivity retrieval and descriptive counts."],"limitation":"Bounded output rows; counts of approvals and applications are not commercial availability, market share, enforceability or certain generic entry. ZIP/parser compatibility not runtime tested. Shared Pipeworx platform component; hosted gateway not tested.","url":"https://github.com/pipeworx-io/mcp-fda-drug-competition","primarySourceURLs":["https://github.com/pipeworx-io/mcp-fda-drug-competition"],"id":"RWE-6179","relevance":{"id":"RWE-6179","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"FDA Orange Book product, application, patent and exclusivity retrieval and descriptive counts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-fda-drug-competition"],"reviewGroup":"health-product-and-safety-data"}},{"name":"pipeworx-io/mcp-hpo-api","kind":"MCP gateway component","category":"OMOP & terminology","summary":"HPO terminology lookup/search, hierarchy traversal, gene-disease and disease-phenotype retrieval.","tags":["Pipeworx adapter","OMOP & terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-hpo-api","website":"GitHub","packages":"mcp-hpo-api","workflowFit":["OMOP & terminology"],"capabilities":["HPO terminology lookup/search, hierarchy traversal, gene-disease and disease-phenotype retrieval."],"limitation":"Knowledge retrieval does not validate patient phenotyping or diagnose disease; endpoint compatibility not runtime tested. Shared Pipeworx platform component; hosted gateway not tested.","url":"https://github.com/pipeworx-io/mcp-hpo-api","primarySourceURLs":["https://github.com/pipeworx-io/mcp-hpo-api"],"id":"RWE-6180","relevance":{"id":"RWE-6180","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"HPO terminology lookup/search, hierarchy traversal, gene-disease and disease-phenotype retrieval.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-hpo-api"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"pipeworx-io/mcp-medicaid-intelligence","kind":"MCP gateway component","category":"Clinical Data & Interoperability","summary":"CMS Medicaid drug utilization and enrollment retrieval with descriptive aggregation.","tags":["Pipeworx adapter","Clinical Data & Interoperability"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-medicaid-intelligence","website":"GitHub","packages":"mcp-medicaid-intelligence","workflowFit":["Clinical Data & Interoperability"],"capabilities":["CMS Medicaid drug utilization and enrollment retrieval with descriptive aggregation."],"limitation":"Gross reimbursements are not rebate-adjusted prices or unique patients. Suppressed rows and overlapping programs constrain comparisons; source code aggregates missing cells as zero within unsuppressed rows. Default year is hardcoded 2025, not dynamically latest. Bounded queries can error on larger result sets. Shared Pipeworx platform component; hosted gateway not tested.","url":"https://github.com/pipeworx-io/mcp-medicaid-intelligence","primarySourceURLs":["https://github.com/pipeworx-io/mcp-medicaid-intelligence"],"id":"RWE-6181","relevance":{"id":"RWE-6181","decision":"Core","rationale":"The selected health-product reference or safety-evidence retrieval has a direct clinical-research or pharmacovigilance role. Source records do not establish incidence, causal safety, effectiveness or regulatory compliance.","relevanceBasis":"CMS Medicaid drug utilization and enrollment retrieval with descriptive aggregation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-medicaid-intelligence"],"reviewGroup":"health-product-and-safety-data"}},{"name":"pipeworx-io/mcp-who-gho","kind":"MCP gateway component","category":"RWE Data & Analytics","summary":"WHO GHO indicator, country and aggregate health-value retrieval.","tags":["Pipeworx adapter","RWE Data & Analytics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-who-gho","website":"GitHub","packages":"mcp-who-gho","workflowFit":["RWE Data & Analytics"],"capabilities":["WHO GHO indicator, country and aggregate health-value retrieval."],"limitation":"Indicator list limited to 50 and data to 100 without exposed pagination. Output omits some source dimensions and date fields; country/year filter compatibility not runtime tested. No individual-level inference. Shared Pipeworx platform component; hosted gateway not tested.","url":"https://github.com/pipeworx-io/mcp-who-gho","primarySourceURLs":["https://github.com/pipeworx-io/mcp-who-gho"],"id":"RWE-6183","relevance":{"id":"RWE-6183","decision":"Core","rationale":"WHO GHO indicator, country and aggregate health-value retrieval. Retain only explicitly documented health datasets, indicators or clinical/regulatory evidence retrieval; unrelated gateway/public-source domains do not inherit Core status.","relevanceBasis":"WHO GHO indicator, country and aggregate health-value retrieval. Limits: Indicator list limited to 50 and data to 100 without exposed pagination. Output omits some source dimensions and date fields; country/year filter compatibility not runtime tested. No individual-level inference. Shared Pipeworx platform component; hosted gateway not tested.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-who-gho"],"reviewGroup":"explicit-health-source-subset"}},{"name":"pipeworx-io/mcp-cms","kind":"MCP gateway component","category":"Clinical Data & Interoperability","summary":"CMS health-system data","tags":["Pipeworx adapter","Clinical Data & Interoperability"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-cms","website":"GitHub","packages":"mcp-cms","workflowFit":["Clinical Data & Interoperability"],"capabilities":["CMS health-system data"],"limitation":"Original primary review qualifications remain binding: Pinned adapter declarations and documented scope: CMS catalog metadata and tabular records. Shared gateway: shared metatools may write state. Upstream coverage, transformations, measurements and runtime were not validated; no whole-gateway eligibility claim.","url":"https://github.com/pipeworx-io/mcp-cms","primarySourceURLs":["https://github.com/pipeworx-io/mcp-cms"],"id":"RWE-6185","relevance":{"id":"RWE-6185","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"CMS health-system data","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-cms"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"pipeworx-io/mcp-crossref","kind":"MCP gateway component","category":"Literature & Evidence Synthesis","summary":"Crossref publication metadata","tags":["Pipeworx adapter","Literature & Evidence Synthesis"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-crossref","website":"GitHub","packages":"mcp-crossref","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Crossref publication metadata"],"limitation":"Original primary review qualifications remain binding: Pinned adapter declarations and documented scope: Crossref work/journal metadata. Shared gateway: shared metatools may write state. Upstream coverage, transformations, measurements and runtime were not validated; no whole-gateway eligibility claim.","url":"https://github.com/pipeworx-io/mcp-crossref","primarySourceURLs":["https://github.com/pipeworx-io/mcp-crossref"],"id":"RWE-6186","relevance":{"id":"RWE-6186","decision":"Core","rationale":"Retain the documented evidence function: Crossref publication metadata Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Crossref publication metadata","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-crossref"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pipeworx-io/mcp-elife","kind":"MCP gateway component","category":"Literature & Evidence Synthesis","summary":"eLife scholarly source retrieval","tags":["Pipeworx adapter","Literature & Evidence Synthesis"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-elife","website":"GitHub","packages":"mcp-elife","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["eLife scholarly source retrieval"],"limitation":"Original primary review qualifications remain binding: Pinned adapter declarations and documented scope: eLife article metadata. Shared gateway: shared metatools may write state. Upstream coverage, transformations, measurements and runtime were not validated; no whole-gateway eligibility claim.","url":"https://github.com/pipeworx-io/mcp-elife","primarySourceURLs":["https://github.com/pipeworx-io/mcp-elife"],"id":"RWE-6194","relevance":{"id":"RWE-6194","decision":"Core","rationale":"Retain the documented evidence function: eLife scholarly source retrieval Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"eLife scholarly source retrieval","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-elife"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pipeworx-io/mcp-medicare-coverage","kind":"MCP gateway component","category":"Clinical Data & Interoperability","summary":"Medicare coverage reference data","tags":["Pipeworx adapter","Clinical Data & Interoperability"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-medicare-coverage","website":"GitHub","packages":"mcp-medicare-coverage","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Medicare coverage reference data"],"limitation":"Original primary review qualifications remain binding: Pinned adapter declarations and documented scope: CMS coverage document retrieval; derived exposure/market profiles are not validated. Shared gateway: shared metatools may write state. Upstream coverage, transformations, measurements and runtime were not validated; no whole-gateway eligibility claim.","url":"https://github.com/pipeworx-io/mcp-medicare-coverage","primarySourceURLs":["https://github.com/pipeworx-io/mcp-medicare-coverage"],"id":"RWE-6200","relevance":{"id":"RWE-6200","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"Medicare coverage reference data","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-medicare-coverage"],"reviewGroup":"bounded-research-method"}},{"name":"pipeworx-io/mcp-medlineplus","kind":"MCP gateway component","category":"Clinical Data & Interoperability","summary":"MedlinePlus reference data","tags":["Pipeworx adapter","Clinical Data & Interoperability"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-medlineplus","website":"GitHub","packages":"mcp-medlineplus","workflowFit":["Clinical Data & Interoperability"],"capabilities":["MedlinePlus reference data"],"limitation":"Original primary review qualifications remain binding: Pinned adapter declarations and documented scope: MedlinePlus reference retrieval. Shared gateway: shared metatools may write state. Upstream coverage, transformations, measurements and runtime were not validated; no whole-gateway eligibility claim.","url":"https://github.com/pipeworx-io/mcp-medlineplus","primarySourceURLs":["https://github.com/pipeworx-io/mcp-medlineplus"],"id":"RWE-6201","relevance":{"id":"RWE-6201","decision":"Core","rationale":"The selected research-method procedure provides concrete analysis or evidence-workflow support. Only that documented function is retained; broader expertise and scientific-validity claims are not endorsed.","relevanceBasis":"MedlinePlus reference data","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-medlineplus"],"reviewGroup":"bounded-research-method"}},{"name":"pipeworx-io/mcp-mesh","kind":"MCP gateway component","category":"OMOP & terminology","summary":"MeSH research terminology","tags":["Pipeworx adapter","OMOP & terminology"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-mesh","website":"GitHub","packages":"mcp-mesh","workflowFit":["OMOP & terminology"],"capabilities":["MeSH research terminology"],"limitation":"Original primary review qualifications remain binding: Pinned adapter declarations and documented scope: MeSH descriptors and term resolution. Shared gateway: shared metatools may write state. Upstream coverage, transformations, measurements and runtime were not validated; no whole-gateway eligibility claim.","url":"https://github.com/pipeworx-io/mcp-mesh","primarySourceURLs":["https://github.com/pipeworx-io/mcp-mesh"],"id":"RWE-6202","relevance":{"id":"RWE-6202","decision":"Core","rationale":"The selected clinical-record, terminology or interoperability function directly supports research-data preparation and access. Retention excludes clinical decisions, complete conformance and unvalidated mapping or privacy claims.","relevanceBasis":"MeSH research terminology","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-mesh"],"reviewGroup":"clinical-data-and-terminology"}},{"name":"pipeworx-io/mcp-ukhsa","kind":"MCP gateway component","category":"Public health & surveillance","summary":"UKHSA public-health data","tags":["Pipeworx adapter","Public health & surveillance"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-ukhsa","website":"GitHub","packages":"mcp-ukhsa","workflowFit":["Public health & surveillance"],"capabilities":["UKHSA public-health data"],"limitation":"Original primary review qualifications remain binding: Pinned adapter declarations and documented scope: UKHSA surveillance metric discovery and values. Shared gateway: shared metatools may write state. Upstream coverage, transformations, measurements and runtime were not validated; no whole-gateway eligibility claim.","url":"https://github.com/pipeworx-io/mcp-ukhsa","primarySourceURLs":["https://github.com/pipeworx-io/mcp-ukhsa"],"id":"RWE-6211","relevance":{"id":"RWE-6211","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"UKHSA public-health data","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-ukhsa"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"pipeworx-io/mcp-unicef","kind":"MCP gateway component","category":"RWE Data & Analytics","summary":"UNICEF population health context","tags":["Pipeworx adapter","RWE Data & Analytics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-unicef","website":"GitHub","packages":"mcp-unicef","workflowFit":["RWE Data & Analytics"],"capabilities":["UNICEF population health context"],"limitation":"Original primary review qualifications remain binding: Pinned adapter declarations and documented scope: UNICEF SDMX dataflow/structure/value retrieval. Shared gateway: shared metatools may write state. Upstream coverage, transformations, measurements and runtime were not validated; no whole-gateway eligibility claim.","url":"https://github.com/pipeworx-io/mcp-unicef","primarySourceURLs":["https://github.com/pipeworx-io/mcp-unicef"],"id":"RWE-6212","relevance":{"id":"RWE-6212","decision":"Core","rationale":"UNICEF population health context. Retain only explicitly documented health datasets, indicators or clinical/regulatory evidence retrieval; unrelated gateway/public-source domains do not inherit Core status.","relevanceBasis":"UNICEF population health context Limits: Original primary review qualifications remain binding: Pinned adapter declarations and documented scope: UNICEF SDMX dataflow/structure/value retrieval. Shared gateway: shared metatools may write state. Upstream coverage, transformations, measurements and runtime were not validated; no whole-gateway eligibility claim.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-unicef"],"reviewGroup":"explicit-health-source-subset"}},{"name":"pipeworx-io/mcp-unpaywall","kind":"MCP gateway component","category":"Literature & Evidence Synthesis","summary":"Unpaywall publication access metadata","tags":["Pipeworx adapter","Literature & Evidence Synthesis"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-unpaywall","website":"GitHub","packages":"mcp-unpaywall","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Unpaywall publication access metadata"],"limitation":"Original primary review qualifications remain binding: Pinned adapter declarations and documented scope: Unpaywall OA location metadata. Shared gateway: shared metatools may write state. Upstream coverage, transformations, measurements and runtime were not validated; no whole-gateway eligibility claim.","url":"https://github.com/pipeworx-io/mcp-unpaywall","primarySourceURLs":["https://github.com/pipeworx-io/mcp-unpaywall"],"id":"RWE-6213","relevance":{"id":"RWE-6213","decision":"Core","rationale":"Retain the documented evidence function: Unpaywall publication access metadata Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Unpaywall publication access metadata","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-unpaywall"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pipeworx-io/mcp-arxiv","kind":"MCP gateway component","category":"Literature & Evidence Synthesis","summary":"Pinned adapter calls arXiv Atom API for search and metadata.","tags":["Pipeworx adapter","Literature & Evidence Synthesis"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-arxiv","website":"GitHub","packages":"mcp-arxiv","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pinned adapter calls arXiv Atom API for search and metadata."],"limitation":"Pinned adapter calls arXiv Atom API for search and metadata. README full-text wording overstates metadata feed; shared gateway has additional metatools and preprints are not peer-reviewed guarantees.","url":"https://github.com/pipeworx-io/mcp-arxiv","primarySourceURLs":["https://github.com/pipeworx-io/mcp-arxiv"],"id":"RWE-6215","relevance":{"id":"RWE-6215","decision":"Core","rationale":"Retain the documented evidence function: Pinned adapter calls arXiv Atom API for search and metadata. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pinned adapter calls arXiv Atom API for search and metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-arxiv"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pipeworx-io/mcp-gwas-catalog","kind":"MCP gateway component","category":"Biomedical & Bioinformatics","summary":"GWAS SNP/study associations.","tags":["Pipeworx adapter","Biomedical & Bioinformatics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-gwas-catalog","website":"GitHub","packages":"mcp-gwas-catalog","workflowFit":["Biomedical & Bioinformatics"],"capabilities":["GWAS SNP/study associations."],"limitation":"Pinned adapter declarations and documented scope: GWAS SNP/study associations. Shared gateway: shared metatools may write state. Upstream coverage, transformations, measurements and runtime were not validated; no whole-gateway eligibility claim.","url":"https://github.com/pipeworx-io/mcp-gwas-catalog","primarySourceURLs":["https://github.com/pipeworx-io/mcp-gwas-catalog"],"id":"RWE-6218","relevance":{"id":"RWE-6218","decision":"Core","rationale":"GWAS study/SNP associations are direct genetic epidemiology evidence, although associations are not causal effects.","relevanceBasis":"GWAS SNP/study associations.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-gwas-catalog"],"reviewGroup":"selected-clinical-and-methods"}},{"name":"pipeworx-io/mcp-lens-org","kind":"MCP gateway component","category":"Literature & Evidence Synthesis","summary":"Lens scholarly and patent metadata with required token.","tags":["Pipeworx adapter","Literature & Evidence Synthesis"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-lens-org","website":"GitHub","packages":"mcp-lens-org","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Lens scholarly and patent metadata with required token."],"limitation":"Pinned adapter declarations and documented scope: Lens scholarly and patent metadata with required token. Shared gateway: shared metatools may write state. Upstream coverage, transformations, measurements and runtime were not validated; no whole-gateway eligibility claim.","url":"https://github.com/pipeworx-io/mcp-lens-org","primarySourceURLs":["https://github.com/pipeworx-io/mcp-lens-org"],"id":"RWE-6220","relevance":{"id":"RWE-6220","decision":"Core","rationale":"Retain the documented evidence function: Lens scholarly metadata only; patent-specific discovery excluded. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Lens scholarly metadata only; patent-specific discovery excluded.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-lens-org"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pipeworx-io/mcp-myhealthfinder","kind":"MCP gateway component","category":"Clinical Data & Interoperability","summary":"MyHealthfinder published prevention-reference retrieval, not personalized medical advice.","tags":["Pipeworx adapter","Clinical Data & Interoperability"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-myhealthfinder","website":"GitHub","packages":"mcp-myhealthfinder","workflowFit":["Clinical Data & Interoperability"],"capabilities":["MyHealthfinder published prevention-reference retrieval, not personalized medical advice."],"limitation":"Pinned adapter declarations and documented scope: MyHealthfinder published prevention-reference retrieval, not personalized medical advice. Shared gateway: shared metatools may write state. Upstream coverage, transformations, measurements and runtime were not validated; no whole-gateway eligibility claim.","url":"https://github.com/pipeworx-io/mcp-myhealthfinder","primarySourceURLs":["https://github.com/pipeworx-io/mcp-myhealthfinder"],"id":"RWE-6221","relevance":{"id":"RWE-6221","decision":"Core","rationale":"The selected health observations, population-health records or measurement workflow has an explicit research-data role. Descriptive outputs and provider indicators do not establish representative sampling or causal effects.","relevanceBasis":"MyHealthfinder published prevention-reference retrieval, not personalized medical advice.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-myhealthfinder"],"reviewGroup":"health-measurement-and-surveillance"}},{"name":"pipeworx-io/mcp-openalex","kind":"MCP gateway component","category":"Literature & Evidence Synthesis","summary":"OpenAlex scholarly metadata.","tags":["Pipeworx adapter","Literature & Evidence Synthesis"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-openalex","website":"GitHub","packages":"mcp-openalex","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenAlex scholarly metadata."],"limitation":"Pinned adapter declarations and documented scope: OpenAlex scholarly metadata. Shared gateway: shared metatools may write state. Upstream coverage, transformations, measurements and runtime were not validated; no whole-gateway eligibility claim.","url":"https://github.com/pipeworx-io/mcp-openalex","primarySourceURLs":["https://github.com/pipeworx-io/mcp-openalex"],"id":"RWE-6223","relevance":{"id":"RWE-6223","decision":"Core","rationale":"Retain the documented evidence function: OpenAlex scholarly metadata. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenAlex scholarly metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-openalex"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pipeworx-io/mcp-opencitations","kind":"MCP gateway component","category":"Literature & Evidence Synthesis","summary":"OpenCitations citation/reference metadata.","tags":["Pipeworx adapter","Literature & Evidence Synthesis"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-opencitations","website":"GitHub","packages":"mcp-opencitations","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["OpenCitations citation/reference metadata."],"limitation":"Pinned adapter declarations and documented scope: OpenCitations citation/reference metadata. Shared gateway: shared metatools may write state. Upstream coverage, transformations, measurements and runtime were not validated; no whole-gateway eligibility claim.","url":"https://github.com/pipeworx-io/mcp-opencitations","primarySourceURLs":["https://github.com/pipeworx-io/mcp-opencitations"],"id":"RWE-6224","relevance":{"id":"RWE-6224","decision":"Core","rationale":"Retain the documented evidence function: OpenCitations citation/reference metadata. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"OpenCitations citation/reference metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-opencitations"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pipeworx-io/mcp-semanticscholar","kind":"MCP gateway component","category":"Literature & Evidence Synthesis","summary":"Semantic Scholar paper/citation/author metadata.","tags":["Pipeworx adapter","Literature & Evidence Synthesis"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-semanticscholar","website":"GitHub","packages":"mcp-semanticscholar","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Semantic Scholar paper/citation/author metadata."],"limitation":"Pinned adapter declarations and documented scope: Semantic Scholar paper/citation/author metadata. Shared gateway: shared metatools may write state. Upstream coverage, transformations, measurements and runtime were not validated; no whole-gateway eligibility claim.","url":"https://github.com/pipeworx-io/mcp-semanticscholar","primarySourceURLs":["https://github.com/pipeworx-io/mcp-semanticscholar"],"id":"RWE-6225","relevance":{"id":"RWE-6225","decision":"Core","rationale":"Retain the documented evidence function: Semantic Scholar paper/citation/author metadata. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Semantic Scholar paper/citation/author metadata.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-semanticscholar"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pipeworx-io/mcp-cdc","kind":"MCP gateway component","category":"RWE Data & Analytics","summary":"Pipeworx CDC adapter declares dataset search and bounded CDC Socrata row retrieval.","tags":["Pipeworx adapter","RWE Data & Analytics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-cdc","website":"GitHub","packages":"mcp-cdc","workflowFit":["RWE Data & Analytics"],"capabilities":["Pipeworx CDC adapter declares dataset search and bounded CDC Socrata row retrieval."],"limitation":"Selected source caps rows at 1,000 without an exposed offset; not complete surveillance extraction. Publish within the reviewed Pipeworx adapter group, with shared gateway operations distinguished.","url":"https://github.com/pipeworx-io/mcp-cdc","primarySourceURLs":["https://github.com/pipeworx-io/mcp-cdc/blob/main/README.md","https://github.com/pipeworx-io/mcp-cdc/blob/main/src/index.ts","https://github.com/pipeworx-io/mcp-cdc"],"id":"RWE-6228","relevance":{"id":"RWE-6228","decision":"Core","rationale":"Pipeworx CDC adapter declares dataset search and bounded CDC Socrata row retrieval. Retain only explicitly documented health datasets, indicators or clinical/regulatory evidence retrieval; unrelated gateway/public-source domains do not inherit Core status.","relevanceBasis":"Pipeworx CDC adapter declares dataset search and bounded CDC Socrata row retrieval. Limits: Selected source caps rows at 1,000 without an exposed offset; not complete surveillance extraction. Publish within the reviewed Pipeworx adapter group, with shared gateway operations distinguished.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-cdc/blob/main/README.md","https://github.com/pipeworx-io/mcp-cdc/blob/main/src/index.ts","https://github.com/pipeworx-io/mcp-cdc"],"reviewGroup":"explicit-health-source-subset"}},{"name":"pipeworx-io/mcp-biorxiv","kind":"MCP gateway component","category":"Literature & Evidence Synthesis","summary":"Pipeworx bioRxiv/medRxiv adapter retrieves preprint metadata, publication links and submission counts.","tags":["Pipeworx adapter","Literature & Evidence Synthesis"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-biorxiv","website":"GitHub","packages":"mcp-biorxiv","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Pipeworx bioRxiv/medRxiv adapter retrieves preprint metadata, publication links and submission counts."],"limitation":"Preprints are not peer-reviewed evidence; date pagination and publication matching require checking. Group within reviewed Pipeworx adapters.","url":"https://github.com/pipeworx-io/mcp-biorxiv","primarySourceURLs":["https://github.com/pipeworx-io/mcp-biorxiv/blob/main/README.md","https://github.com/pipeworx-io/mcp-biorxiv"],"id":"RWE-6231","relevance":{"id":"RWE-6231","decision":"Core","rationale":"Retain the documented evidence function: Pipeworx bioRxiv/medRxiv adapter retrieves preprint metadata, publication links and submission counts. Relevance is limited to that function; source, coverage and validation limitations remain in force.","relevanceBasis":"Pipeworx bioRxiv/medRxiv adapter retrieves preprint metadata, publication links and submission counts.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-biorxiv","https://github.com/pipeworx-io/mcp-biorxiv/blob/main/README.md"],"reviewGroup":"Scholarly retrieval, evidence appraisal or study method"}},{"name":"pipeworx-io/mcp-opendata-swiss","kind":"MCP gateway component","category":"RWE Data & Analytics","summary":"Find Swiss open datasets, including health themes, and retrieve dataset resources, publisher, theme and tag metadata.","tags":["Pipeworx adapter","RWE Data & Analytics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-opendata-swiss","website":"GitHub","packages":"Swiss federal/cantonal data catalogue metadata","workflowFit":["RWE Data & Analytics"],"capabilities":["Find Swiss open datasets, including health themes, and retrieve dataset resources, publisher, theme and tag metadata."],"limitation":"Catalogue metadata and distribution links only. No datastore row-query tool; actual data downloads require separate access and review. English-preferred label flattening may omit language-specific detail; no dataset quality or completeness validation. Shared hosted Pipeworx pack: gateway meta-tools can route outside the pack and are not approved as a whole. Full retained README reviewed; no gateway implementation, live-data or statistical validation.","url":"https://github.com/pipeworx-io/mcp-opendata-swiss","primarySourceURLs":["https://github.com/pipeworx-io/mcp-opendata-swiss/blob/main/README.md","https://github.com/pipeworx-io/mcp-opendata-swiss"],"id":"RWE-6712","relevance":{"id":"RWE-6712","decision":"Core","rationale":"Health-theme dataset metadata and resource discovery provides an explicit health-data subset; other national catalogue domains remain adjacent.","relevanceBasis":"Find Swiss open datasets, including health themes, and retrieve dataset resources, publisher, theme and tag metadata. Limits: Catalogue metadata and distribution links only. No datastore row-query tool; actual data downloads require separate access and review. English-preferred label flattening may omit language-specific detail; no dataset quality or completeness validation. Shared hosted Pipeworx pack: gateway meta-tools can route outside the pack and are not approved as a whole. Full retained README reviewed; no gateway implementation, live-data or statistical validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-opendata-swiss/blob/main/README.md","https://github.com/pipeworx-io/mcp-opendata-swiss"],"reviewGroup":"explicit-health-indicator-subset"}},{"name":"pipeworx-io/mcp-ilostat","kind":"MCP gateway component","category":"RWE Data & Analytics","summary":"ILOSTAT dataset discovery, SDMX structures and coded labour/working-poverty/occupational-safety series.","tags":["Pipeworx adapter","RWE Data & Analytics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-ilostat","website":"GitHub","packages":"ilostat pack selected documented tools","workflowFit":["RWE Data & Analytics"],"capabilities":["ILOSTAT dataset discovery, SDMX structures and coded labour/working-poverty/occupational-safety series."],"limitation":"SDMX dimension order and nulls must be preserved; wildcard requests can be large, no cross-country comparability guarantee. Shared hosted Pipeworx adapter family; only this named pack is approved, not shared meta-tools or the full gateway. Documentation/static-source review only; no live data call, independent accuracy test or data-use licence validation.","url":"https://github.com/pipeworx-io/mcp-ilostat","primarySourceURLs":["https://raw.githubusercontent.com/pipeworx-io/mcp-ilostat/main/README.md","https://github.com/pipeworx-io/mcp-ilostat"],"id":"RWE-6728","relevance":{"id":"RWE-6728","decision":"Core","rationale":"Retain explicitly documented occupational-safety indicator retrieval only; generic labour and poverty series do not independently qualify.","relevanceBasis":"ILOSTAT dataset discovery, SDMX structures and coded labour/working-poverty/occupational-safety series. Limits: SDMX dimension order and nulls must be preserved; wildcard requests can be large, no cross-country comparability guarantee. Shared hosted Pipeworx adapter family; only this named pack is approved, not shared meta-tools or the full gateway. Documentation/static-source review only; no live data call, independent accuracy test or data-use licence validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pipeworx-io/mcp-ilostat/main/README.md","https://github.com/pipeworx-io/mcp-ilostat"],"reviewGroup":"explicit-health-indicator-subset"}},{"name":"pipeworx-io/mcp-hdx","kind":"MCP gateway component","category":"RWE Data & Analytics","summary":"Search humanitarian, displacement, health and population dataset metadata, inspect distribution links, and resolve location/publisher filters.","tags":["Pipeworx adapter","RWE Data & Analytics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-hdx","website":"GitHub","packages":"Humanitarian Data Exchange catalogue discovery","workflowFit":["RWE Data & Analytics"],"capabilities":["Search humanitarian, displacement, health and population dataset metadata, inspect distribution links, and resolve location/publisher filters."],"limitation":"Metadata and resource links only; the README states there is no keyless row query. Underlying files, access conditions, provenance, population coverage and data quality require separate review. No individual-level health data analysis or humanitarian impact inference. Shared hosted Pipeworx pack: gateway meta-tools can route outside the pack and are not approved as a whole. Full retained README reviewed; no gateway implementation, live-data or statistical validation.","url":"https://github.com/pipeworx-io/mcp-hdx","primarySourceURLs":["https://github.com/pipeworx-io/mcp-hdx/blob/main/README.md","https://github.com/pipeworx-io/mcp-hdx"],"id":"RWE-6731","relevance":{"id":"RWE-6731","decision":"Core","rationale":"Retain explicitly documented humanitarian health-dataset discovery only; generic displacement/population metadata does not independently establish health research.","relevanceBasis":"Search humanitarian, displacement, health and population dataset metadata, inspect distribution links, and resolve location/publisher filters. Limits: Metadata and resource links only; the README states there is no keyless row query. Underlying files, access conditions, provenance, population coverage and data quality require separate review. No individual-level health data analysis or humanitarian impact inference. Shared hosted Pipeworx pack: gateway meta-tools can route outside the pack and are not approved as a whole. Full retained README reviewed; no gateway implementation, live-data or statistical validation.","evidenceLevel":"published-card","evidenceRefs":["https://github.com/pipeworx-io/mcp-hdx/blob/main/README.md","https://github.com/pipeworx-io/mcp-hdx"],"reviewGroup":"explicit-health-indicator-subset"}},{"name":"pipeworx-io/mcp-data360","kind":"MCP gateway component","category":"RWE Data & Analytics","summary":"World Bank Data360 multi-source indicator discovery and coded observations including population/health/labour.","tags":["Pipeworx adapter","RWE Data & Analytics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-data360","website":"GitHub","packages":"data360 pack selected documented tools","workflowFit":["RWE Data & Analytics"],"capabilities":["World Bank Data360 multi-source indicator discovery and coded observations including population/health/labour."],"limitation":"Owning database, units and disaggregation remain distinct; aggregation does not validate cross-source harmonization. Shared hosted Pipeworx adapter family; only this named pack is approved, not shared meta-tools or the full gateway. Documentation/static-source review only; no live data call, independent accuracy test or data-use licence validation.","url":"https://github.com/pipeworx-io/mcp-data360","primarySourceURLs":["https://raw.githubusercontent.com/pipeworx-io/mcp-data360/main/README.md","https://github.com/pipeworx-io/mcp-data360"],"id":"RWE-6733","relevance":{"id":"RWE-6733","decision":"Core","rationale":"Retain explicit health-indicator discovery and observations only; generic labour/population/economic data is not an independent Core basis.","relevanceBasis":"World Bank Data360 multi-source indicator discovery and coded observations including population/health/labour. Limits: Owning database, units and disaggregation remain distinct; aggregation does not validate cross-source harmonization. Shared hosted Pipeworx adapter family; only this named pack is approved, not shared meta-tools or the full gateway. Documentation/static-source review only; no live data call, independent accuracy test or data-use licence validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pipeworx-io/mcp-data360/main/README.md","https://github.com/pipeworx-io/mcp-data360"],"reviewGroup":"explicit-health-indicator-subset"}},{"name":"pipeworx-io/mcp-kolada-se","kind":"MCP gateway component","category":"RWE Data & Analytics","summary":"Swedish Kolada health/demographic/social KPI and municipality/region discovery with year/gender values.","tags":["Pipeworx adapter","RWE Data & Analytics"],"added":"Sep 8, 2026","checked":"Sep 8, 2026","status":"Static source review · scoped components","runtime":"Not runtime tested","repository":"pipeworx-io/mcp-kolada-se","website":"GitHub","packages":"kolada-se pack selected documented tools","workflowFit":["RWE Data & Analytics"],"capabilities":["Swedish Kolada health/demographic/social KPI and municipality/region discovery with year/gender values."],"limitation":"Municipality and region types differ; Swedish gender codes and non-gendered totals must be preserved. Unit listing is not a quality evaluation. Shared hosted Pipeworx adapter family; only this named pack is approved, not shared meta-tools or the full gateway. Documentation/static-source review only; no live data call, independent accuracy test or data-use licence validation.","url":"https://github.com/pipeworx-io/mcp-kolada-se","primarySourceURLs":["https://raw.githubusercontent.com/pipeworx-io/mcp-kolada-se/main/README.md","https://github.com/pipeworx-io/mcp-kolada-se"],"id":"RWE-6744","relevance":{"id":"RWE-6744","decision":"Core","rationale":"Retain explicit health KPI discovery and values only; generic social/demographic indicators do not independently establish RWE relevance.","relevanceBasis":"Swedish Kolada health/demographic/social KPI and municipality/region discovery with year/gender values. Limits: Municipality and region types differ; Swedish gender codes and non-gendered totals must be preserved. Unit listing is not a quality evaluation. Shared hosted Pipeworx adapter family; only this named pack is approved, not shared meta-tools or the full gateway. Documentation/static-source review only; no live data call, independent accuracy test or data-use licence validation.","evidenceLevel":"published-card","evidenceRefs":["https://raw.githubusercontent.com/pipeworx-io/mcp-kolada-se/main/README.md","https://github.com/pipeworx-io/mcp-kolada-se"],"reviewGroup":"explicit-health-indicator-subset"}},{"id":"RWE-6914","name":"MCP Statistics Tools","kind":"MCP server","category":"Causal Inference & Analytics","summary":"Provides Kaplan-Meier survival estimation, a two-group log-rank test, paired sample comparisons and distribution-drift statistics.","tags":["Causal Inference & Analytics","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"Aeternifrigus/mcp-tools-server","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Provides Kaplan-Meier survival estimation, a two-group log-rank test, paired sample comparisons and distribution-drift statistics."],"limitation":"Documentation describes local statistical functions and in-process tests; transport interoperability and numerical correctness were not independently tested. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/Aeternifrigus/mcp-tools-server","primarySourceURLs":["https://github.com/Aeternifrigus/mcp-tools-server/blob/main/README.md"],"primaryBlobSHA":"45808e46de9b4c04308a1cb1b21ed0e26f9953a7","primaryRetrievedAt":"2026-10-13T04:49:03.526058+00:00","primaryTextSHA256":"6472055b93171c8b653b2109b1b72096a3734a9b36ce36f30538964b815b04ed","license":"Not declared","repositoryLastPush":"2026-09-26T16:58:06Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:20.402049+00:00","relevance":{"id":"RWE-6914","decision":"Core","rationale":"MCP Statistics Tools: Provides Kaplan-Meier survival estimation, a two-group log-rank test, paired sample comparisons and distribution-drift statistics. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Provides Kaplan-Meier survival estimation, a two-group log-rank test, paired sample comparisons and distribution-drift statistics.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/Aeternifrigus/mcp-tools-server/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6915","name":"PubMed MCP (Ahsan)","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Searches PubMed and retrieves normalized article records or original NCBI XML with explicit missingness and retrieval provenance.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"ahsanmandhar-ui/pubmed-mcp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Searches PubMed and retrieves normalized article records or original NCBI XML with explicit missingness and retrieval provenance."],"limitation":"Search logging supports reproducibility but does not establish complete review coverage. Missing abstracts, provider limits and retraction metadata require checking. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/ahsanmandhar-ui/pubmed-mcp","primarySourceURLs":["https://github.com/ahsanmandhar-ui/pubmed-mcp/blob/main/README.md"],"primaryBlobSHA":"366139bf034d50efee7237db02dd9d6a03785ef9","primaryRetrievedAt":"2026-10-13T04:48:33.020274+00:00","primaryTextSHA256":"ee52e6800e2f37a1336764a4886c403d6507eb6bd5f1bfa495cc47626f8d5a3b","license":"Apache-2.0","repositoryLastPush":"2026-10-05T13:49:56Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:20.387923+00:00","relevance":{"id":"RWE-6915","decision":"Core","rationale":"PubMed MCP (Ahsan): Searches PubMed and retrieves normalized article records or original NCBI XML with explicit missingness and retrieval provenance. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Searches PubMed and retrieves normalized article records or original NCBI XML with explicit missingness and retrieval provenance.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/ahsanmandhar-ui/pubmed-mcp/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6916","name":"FHIR MCP (Andreoss)","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Exposes FHIR read, search and operation interfaces backed by a local DuckDB store, with configurable remote-system integration.","tags":["Clinical Data & Interoperability","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"andreoss/fhir-mcp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Exposes FHIR read, search and operation interfaces backed by a local DuckDB store, with configurable remote-system integration."],"limitation":"Local storage is distinct from a connected clinical backend. Writes are configurable; deployment authorization, backend compatibility and data protection were not verified. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/andreoss/fhir-mcp","primarySourceURLs":["https://github.com/andreoss/fhir-mcp/blob/master/README.adoc"],"primaryBlobSHA":"9a9cd0b06e384bde2b9d09be1b61141f40c5c8c3","primaryRetrievedAt":"2026-10-13T04:48:06.277396+00:00","primaryTextSHA256":"b87f691058383eef11f91cf31d778634457387c50608d43664ff794222e9de9c","license":"Not declared","repositoryLastPush":"2026-09-15T02:14:12Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:20.373951+00:00","relevance":{"id":"RWE-6916","decision":"Core","rationale":"FHIR MCP (Andreoss): Exposes FHIR read, search and operation interfaces backed by a local DuckDB store, with configurable remote-system integration. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Exposes FHIR read, search and operation interfaces backed by a local DuckDB store, with configurable remote-system integration.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/andreoss/fhir-mcp/blob/master/README.adoc"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6917","name":"Vitalis MCP — literature and synthetic FHIR","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Documents PubMed retrieval and synthetic FHIR patient, condition, medication, observation and encounter workflows.","tags":["Clinical Data & Interoperability","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"anshux1/vitalis-mcp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Documents PubMed retrieval and synthetic FHIR patient, condition, medication, observation and encounter workflows."],"limitation":"Retain literature retrieval and synthetic clinical-data operations only. Triage, medication reconciliation, referral and treatment outputs are not independently assessed clinical capabilities. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/anshux1/vitalis-mcp","primarySourceURLs":["https://github.com/anshux1/vitalis-mcp/blob/main/README.md"],"primaryBlobSHA":"de7e9c8db4d0b3aaad6ade51695190e346ea2c14","primaryRetrievedAt":"2026-10-13T04:48:05.767278+00:00","primaryTextSHA256":"3460c3ea476549f9f8dc623101055acf364ef56468ef9b1e794cc3f545e1e398","license":"Not declared","repositoryLastPush":"2026-09-07T19:40:03Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:20.376067+00:00","relevance":{"id":"RWE-6917","decision":"Core","rationale":"Vitalis MCP — literature and synthetic FHIR: Documents PubMed retrieval and synthetic FHIR patient, condition, medication, observation and encounter workflows. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents PubMed retrieval and synthetic FHIR patient, condition, medication, observation and encounter workflows.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/anshux1/vitalis-mcp/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6918","name":"Drug Label MCP","kind":"MCP server","category":"Regulatory & Product Data","summary":"Retrieves FDA medication-label passages with section headings, manufacturer/version context and links to DailyMed.","tags":["Regulatory & Product Data","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"arhancanli/drug-label-mcp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Retrieves FDA medication-label passages with section headings, manufacturer/version context and links to DailyMed."],"limitation":"Label text is product- and version-specific. Retrieval does not establish comprehensive interaction coverage or patient-specific safety advice. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/arhancanli/drug-label-mcp","primarySourceURLs":["https://github.com/arhancanli/drug-label-mcp/blob/main/README.md"],"primaryBlobSHA":"24dc97a8ab8946d45785d442095fd4f264512d45","primaryRetrievedAt":"2026-10-13T04:48:02.917594+00:00","primaryTextSHA256":"86a04e7236bcaf7b1bdfbe46763b56230ee04d40d89973dc77a861ecf434cf4f","license":"MIT","repositoryLastPush":"2026-10-10T21:17:30Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:20.452566+00:00","relevance":{"id":"RWE-6918","decision":"Core","rationale":"Drug Label MCP: Retrieves FDA medication-label passages with section headings, manufacturer/version context and links to DailyMed. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Retrieves FDA medication-label passages with section headings, manufacturer/version context and links to DailyMed.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/arhancanli/drug-label-mcp/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6919","name":"ASCeNT Epidemiology Demo","kind":"MCP server & agent workflow","category":"Public Health & Epidemiology","summary":"Demonstrates natural-language epidemiology queries, patient-cohort construction and SQL over a local warehouse with synthetic OMOP and non-OMOP data.","tags":["Public Health & Epidemiology","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"Bayer-Group/ascent-epi-demo","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Public Health & Epidemiology"],"capabilities":["Demonstrates natural-language epidemiology queries, patient-cohort construction and SQL over a local warehouse with synthetic OMOP and non-OMOP data."],"limitation":"The distributed patients and clinical codes are generated. This is a demonstration, not access to Bayer patient data or evidence of valid epidemiologic estimates; an external model API is required. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/Bayer-Group/ascent-epi-demo","primarySourceURLs":["https://github.com/Bayer-Group/ascent-epi-demo/blob/main/README.md"],"primaryBlobSHA":"680838c84bab2a3a2d6980b21d04380c4c4bc1ab","primaryRetrievedAt":"2026-10-13T04:47:54.806693+00:00","primaryTextSHA256":"f218e375248ce12114123cd6537f231e7c4e0aa09270d9bc256d3d2f7c0dc035","license":"BSD-3-Clause","repositoryLastPush":"2026-10-04T01:54:12Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:20.578559+00:00","relevance":{"id":"RWE-6919","decision":"Core","rationale":"ASCeNT Epidemiology Demo: Demonstrates natural-language epidemiology queries, patient-cohort construction and SQL over a local warehouse with synthetic OMOP and non-OMOP data. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Demonstrates natural-language epidemiology queries, patient-cohort construction and SQL over a local warehouse with synthetic OMOP and non-OMOP data.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/Bayer-Group/ascent-epi-demo/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6920","name":"MyChart Care Record Connector","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Documents read-only retrieval of a patient's own Epic MyChart clinical records through patient-authorized SMART on FHIR access.","tags":["Clinical Data & Interoperability","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"beenlouis/mychart-mcp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Documents read-only retrieval of a patient's own Epic MyChart clinical records through patient-authorized SMART on FHIR access."],"limitation":"Independent personal-use connector. Health-system registration, refresh-token handling, attachment access and production privacy controls were not independently verified. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/beenlouis/mychart-mcp","primarySourceURLs":["https://github.com/beenlouis/mychart-mcp/blob/main/README.md"],"primaryBlobSHA":"16602ab5d6ded882bca9249ee1f0357b3d8fe7cd","primaryRetrievedAt":"2026-10-13T04:48:10.310132+00:00","primaryTextSHA256":"92f4ab8c6c954c5a7e407e3141593c38b1893674f791869329ad271aa395bc14","license":"Not declared","repositoryLastPush":"2026-09-11T13:35:17Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:21.547367+00:00","relevance":{"id":"RWE-6920","decision":"Core","rationale":"MyChart Care Record Connector: Documents read-only retrieval of a patient's own Epic MyChart clinical records through patient-authorized SMART on FHIR access. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents read-only retrieval of a patient's own Epic MyChart clinical records through patient-authorized SMART on FHIR access.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/beenlouis/mychart-mcp/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6921","name":"Chronic Disease Risk Skills","kind":"Agent skill collection","category":"Public Health & Epidemiology","summary":"Packages chronic-disease prediction workflows using public NHIS, BRFSS and NHANES survey data with training, inference and provenance documentation.","tags":["Public Health & Epidemiology","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"bellawang2024/chronic-disease-risk-skills","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Public Health & Epidemiology"],"capabilities":["Packages chronic-disease prediction workflows using public NHIS, BRFSS and NHANES survey data with training, inference and provenance documentation."],"limitation":"Models concern survey-defined outcomes and dataset-specific populations. Reported cross-validation is the author's evidence; survey-design handling, temporal prediction and external clinical validity were not independently checked. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/bellawang2024/chronic-disease-risk-skills","primarySourceURLs":["https://github.com/bellawang2024/chronic-disease-risk-skills/blob/main/README.md"],"primaryBlobSHA":"2a6cc23b01cdac4cc5a239061510067ea217f511","primaryRetrievedAt":"2026-10-13T04:47:56.049552+00:00","primaryTextSHA256":"603ab3168921b8c76465449119d74f35d1d3185e9dae204a034c2085021c7024","license":"MIT","repositoryLastPush":"2026-09-18T08:52:54Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:20.768770+00:00","relevance":{"id":"RWE-6921","decision":"Core","rationale":"Chronic Disease Risk Skills: Packages chronic-disease prediction workflows using public NHIS, BRFSS and NHANES survey data with training, inference and provenance documentation. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Packages chronic-disease prediction workflows using public NHIS, BRFSS and NHANES survey data with training, inference and provenance documentation.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/bellawang2024/chronic-disease-risk-skills/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6922","name":"PubMed MCP (BerkayCelk)","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Documents biomedical search and retrieval across PubMed and Europe PMC, with MeSH, citation, full-text and clinical-trial tools.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"BerkayCelk/pubmed-mcp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents biomedical search and retrieval across PubMed and Europe PMC, with MeSH, citation, full-text and clinical-trial tools."],"limitation":"Only documented literature/trial retrieval is included. Provider coverage, available full text and external-service access can differ; no live results were tested. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/BerkayCelk/pubmed-mcp","primarySourceURLs":["https://github.com/BerkayCelk/pubmed-mcp/blob/main/README.md"],"primaryBlobSHA":"0f4dc43f77757372e021e5f4a3ade7da026a1f55","primaryRetrievedAt":"2026-10-13T04:48:01.889777+00:00","primaryTextSHA256":"f5131c691ad104f129a8c216b79d9ff0c1806fd1095e0fba37f3b15535dd3e76","license":"MIT","repositoryLastPush":"2026-10-09T14:38:08Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:20.848399+00:00","relevance":{"id":"RWE-6922","decision":"Core","rationale":"PubMed MCP (BerkayCelk): Documents biomedical search and retrieval across PubMed and Europe PMC, with MeSH, citation, full-text and clinical-trial tools. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents biomedical search and retrieval across PubMed and Europe PMC, with MeSH, citation, full-text and clinical-trial tools.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/BerkayCelk/pubmed-mcp/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6923","name":"NHANES MCP","kind":"MCP server","category":"Public Health & Epidemiology","summary":"Documents NHANES file and variable discovery, analysis-dataset assembly and survey-weighted estimation with cycle-pooling and reliability guidance.","tags":["Public Health & Epidemiology","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"Black-Swan-Causal-Labs/nhanes-mcp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Public Health & Epidemiology"],"capabilities":["Documents NHANES file and variable discovery, analysis-dataset assembly and survey-weighted estimation with cycle-pooling and reliability guidance."],"limitation":"Maintainer-owned product. Weight selection, subsample eligibility, pooled-cycle definitions and statistical outputs need study-specific review; no independent numerical or runtime validation was performed. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/Black-Swan-Causal-Labs/nhanes-mcp","primarySourceURLs":["https://github.com/Black-Swan-Causal-Labs/nhanes-mcp/blob/main/README.md"],"primaryBlobSHA":"6a4931d4d4775130b77257ded77a269e45bc0f02","primaryRetrievedAt":"2026-10-13T04:48:58.839700+00:00","primaryTextSHA256":"1e13271eb348b77ef71aeff3f5aece5135cfa115caf3bc8ed3fd89c8224e47f7","license":"MIT","repositoryLastPush":"2026-10-05T03:01:00Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:21.544155+00:00","favorite":true,"relevance":{"id":"RWE-6923","decision":"Core","rationale":"NHANES MCP: Documents NHANES file and variable discovery, analysis-dataset assembly and survey-weighted estimation with cycle-pooling and reliability guidance. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents NHANES file and variable discovery, analysis-dataset assembly and survey-weighted estimation with cycle-pooling and reliability guidance.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/Black-Swan-Causal-Labs/nhanes-mcp/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6924","name":"APPRAISE-AI Research Appraisal Skill","kind":"Agent skill","category":"Literature & Evidence Synthesis","summary":"Structures quality appraisal of medical-AI studies using APPRAISE-AI domains, multiple model ratings and a human lead reviewer.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"BurhanAnis/Appraise-AI-Claude-Skill","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Structures quality appraisal of medical-AI studies using APPRAISE-AI domains, multiple model ratings and a human lead reviewer."],"limitation":"Model ratings are not independent human reviewers or proof of instrument validity. Review requires the study's full reporting and qualified adjudication. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/BurhanAnis/Appraise-AI-Claude-Skill","primarySourceURLs":["https://github.com/BurhanAnis/Appraise-AI-Claude-Skill/blob/main/README.md"],"primaryBlobSHA":"db881486113e26ecc1d096c4ae0abbfe05321e6b","primaryRetrievedAt":"2026-10-13T04:48:52.093842+00:00","primaryTextSHA256":"695253499dea397bca78158889e8bc0579d2da072a3d8a5585eb44fbe23b65eb","license":"NOASSERTION","repositoryLastPush":"2026-10-12T09:40:19Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:20.955706+00:00","relevance":{"id":"RWE-6924","decision":"Core","rationale":"APPRAISE-AI Research Appraisal Skill: Structures quality appraisal of medical-AI studies using APPRAISE-AI domains, multiple model ratings and a human lead reviewer. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Structures quality appraisal of medical-AI studies using APPRAISE-AI domains, multiple model ratings and a human lead reviewer.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/BurhanAnis/Appraise-AI-Claude-Skill/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6925","name":"Medical Biostatistics Skill — scoped methods","kind":"Agent skill collection","category":"Causal Inference & Analytics","summary":"Documents observational propensity-score methods, mediation, difference-in-differences, survival analysis, competing risks, imputation and meta-analysis workflows.","tags":["Causal Inference & Analytics","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"cndoin/med-biostat-skill","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Documents observational propensity-score methods, mediation, difference-in-differences, survival analysis, competing risks, imputation and meta-analysis workflows."],"limitation":"Scope is the named clinical-statistics and causal-method components; molecular-only siblings are not included. Packaged calculations and methodological assumptions were not independently validated. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/cndoin/med-biostat-skill","primarySourceURLs":["https://github.com/cndoin/med-biostat-skill/blob/main/README.md"],"primaryBlobSHA":"4ea75f7b14263f145bca88ee70e8b95ee2fef42e","primaryRetrievedAt":"2026-10-13T04:48:57.335037+00:00","primaryTextSHA256":"8c0307efa5e340d0567dc0f190840a4f56d72d9687f7f351262481a4d876b9e3","license":"MIT","repositoryLastPush":"2026-10-12T00:49:27Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:20.984265+00:00","relevance":{"id":"RWE-6925","decision":"Core","rationale":"Medical Biostatistics Skill — scoped methods: Documents observational propensity-score methods, mediation, difference-in-differences, survival analysis, competing risks, imputation and meta-analysis workflows. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents observational propensity-score methods, mediation, difference-in-differences, survival analysis, competing risks, imputation and meta-analysis workflows.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/cndoin/med-biostat-skill/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6926","name":"HL7 v2 to FHIR Mapping MCP","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Documents field and code mappings from HL7 v2.5.1 to FHIR R4 and conversion of ORM, ADT and ORU messages into transaction bundles with mapping warnings.","tags":["Clinical Data & Interoperability","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"coffeemilktea/hl7-v2-fhir-mcp-server","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Documents field and code mappings from HL7 v2.5.1 to FHIR R4 and conversion of ORM, ADT and ORU messages into transaction bundles with mapping warnings."],"limitation":"Coverage is limited to documented message types and mappings. The author restricts remote deployments to lab or synthetic data; conformance and preservation of clinical meaning were not tested. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/coffeemilktea/hl7-v2-fhir-mcp-server","primarySourceURLs":["https://github.com/coffeemilktea/hl7-v2-fhir-mcp-server/blob/main/README.md"],"primaryBlobSHA":"b90424f73e8024fa06fac83c033a9c383141cbd4","primaryRetrievedAt":"2026-10-13T04:48:09.606985+00:00","primaryTextSHA256":"d0cc1a66a26b5142784af435e8dc24c5ce879d5860413addce730d87e4ffeb92","license":"MIT","repositoryLastPush":"2026-10-07T01:08:27Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:21.238838+00:00","relevance":{"id":"RWE-6926","decision":"Core","rationale":"HL7 v2 to FHIR Mapping MCP: Documents field and code mappings from HL7 v2.5.1 to FHIR R4 and conversion of ORM, ADT and ORU messages into transaction bundles with mapping warnings. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents field and code mappings from HL7 v2.5.1 to FHIR R4 and conversion of ORM, ADT and ORU messages into transaction bundles with mapping warnings.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/coffeemilktea/hl7-v2-fhir-mcp-server/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6927","name":"openEHR and FHIR Modeller","kind":"MCP tools & research workspace","category":"Clinical Data & Interoperability","summary":"Provides documented openEHR/FHIR modelling, validation, synthetic examples, semantic comparison and explicit mapping-proposal workflows.","tags":["Clinical Data & Interoperability","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"CzarMich/openehr_FHIR_Modeller","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Provides documented openEHR/FHIR modelling, validation, synthetic examples, semantic comparison and explicit mapping-proposal workflows."],"limitation":"Independently maintained derivative with an optional private FHIR engine. Public documentation does not establish access to every backend or clinical validity of generated mappings. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/CzarMich/openehr_FHIR_Modeller","primarySourceURLs":["https://github.com/CzarMich/openehr_FHIR_Modeller/blob/main/README.md"],"primaryBlobSHA":"85baf79b388c8f59aefff4e610bf9289019bd9ed","primaryRetrievedAt":"2026-10-13T04:48:11.044660+00:00","primaryTextSHA256":"b2319cb213069e176a86a730672b08cdb24073ef6f0eb57d0ea1f20ef167a099","license":"MIT","repositoryLastPush":"2026-10-09T08:33:54Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:21.510696+00:00","relevance":{"id":"RWE-6927","decision":"Core","rationale":"openEHR and FHIR Modeller: Provides documented openEHR/FHIR modelling, validation, synthetic examples, semantic comparison and explicit mapping-proposal workflows. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Provides documented openEHR/FHIR modelling, validation, synthetic examples, semantic comparison and explicit mapping-proposal workflows.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/CzarMich/openehr_FHIR_Modeller/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6928","name":"FAERS Pharmacovigilance MCP","kind":"MCP server","category":"Pharmacovigilance & safety","summary":"Documents openFDA adverse-event case retrieval, ROR/PRR, empirical-Bayes signal scores and stratified exploratory signal screening.","tags":["Pharmacovigilance & safety","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"drvvek/faers_mcp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Documents openFDA adverse-event case retrieval, ROR/PRR, empirical-Bayes signal scores and stratified exploratory signal screening."],"limitation":"Spontaneous reports do not establish incidence or causality. Empirical-Bayes priors, stratification and derived estimates were not independently checked; source limits and reporting biases remain material. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/drvvek/faers_mcp","primarySourceURLs":["https://github.com/drvvek/faers_mcp/blob/master/README.md"],"primaryBlobSHA":"2a7242e8b41e21b1352ab3932de308de6ffbd708","primaryRetrievedAt":"2026-10-13T04:47:56.074961+00:00","primaryTextSHA256":"6e3d10b0c173dde8c5dbad6a6810e8c9d17ebcf6c4bd02d00a5d025b3d94ccab","license":"MIT","repositoryLastPush":"2026-10-04T17:00:20Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:21.882017+00:00","relevance":{"id":"RWE-6928","decision":"Core","rationale":"FAERS Pharmacovigilance MCP: Documents openFDA adverse-event case retrieval, ROR/PRR, empirical-Bayes signal scores and stratified exploratory signal screening. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents openFDA adverse-event case retrieval, ROR/PRR, empirical-Bayes signal scores and stratified exploratory signal screening.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/drvvek/faers_mcp/blob/master/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6929","name":"Causal Inference Skill (Fabianigual)","kind":"Agent skill","category":"Causal Inference & Analytics","summary":"Guides estimand definition, identification assumptions, power and sensitivity analysis, with documented difference-in-differences and propensity-score examples.","tags":["Causal Inference & Analytics","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"fabianigual/causal-inference-skill","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Guides estimand definition, identification assumptions, power and sensitivity analysis, with documented difference-in-differences and propensity-score examples."],"limitation":"Instructional method support rather than an autonomous validated estimator. Complex timing, dependence, confounding and identification questions require an appropriate study-specific analysis. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/fabianigual/causal-inference-skill","primarySourceURLs":["https://github.com/fabianigual/causal-inference-skill/blob/main/README.md"],"primaryBlobSHA":"e0bce330d88744419eccf734360cbbb21dde9fb5","primaryRetrievedAt":"2026-10-13T04:48:57.780600+00:00","primaryTextSHA256":"34b57b04d00765d8ae8c61e00ec992609805ce615d3a4367ecce0567b45bfb83","license":"Not declared","repositoryLastPush":"2026-10-12T23:03:14Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:22.219063+00:00","relevance":{"id":"RWE-6929","decision":"Core","rationale":"Causal Inference Skill (Fabianigual): Guides estimand definition, identification assumptions, power and sensitivity analysis, with documented difference-in-differences and propensity-score examples. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Guides estimand definition, identification assumptions, power and sensitivity analysis, with documented difference-in-differences and propensity-score examples.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/fabianigual/causal-inference-skill/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6930","name":"Radar Papers MCP","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Monitors configured topics in PubMed and medRxiv, stores DOI-deduplicated records locally and documents local-model summaries.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"fabianofilho/radar-papers-mcp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Monitors configured topics in PubMed and medRxiv, stores DOI-deduplicated records locally and documents local-model summaries."],"limitation":"Monitoring is not a comprehensive systematic search. Preprints and published articles differ, DOI deduplication can miss records, and generated summaries need verification. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/fabianofilho/radar-papers-mcp","primarySourceURLs":["https://github.com/fabianofilho/radar-papers-mcp/blob/main/README.md"],"primaryBlobSHA":"a0fa99f09feb733ae6d158ea0d5ffac38780afc9","primaryRetrievedAt":"2026-10-13T04:48:40.086204+00:00","primaryTextSHA256":"baa62b7d077407edd45369562129816dc779bd908a026e5878ac704a6d71b9c6","license":"MIT","repositoryLastPush":"2026-10-11T22:58:49Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:22.217538+00:00","relevance":{"id":"RWE-6930","decision":"Core","rationale":"Radar Papers MCP: Monitors configured topics in PubMed and medRxiv, stores DOI-deduplicated records locally and documents local-model summaries. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Monitors configured topics in PubMed and medRxiv, stores DOI-deduplicated records locally and documents local-model summaries.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/fabianofilho/radar-papers-mcp/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6931","name":"Drug Safety MCP","kind":"MCP server & agent workflow","category":"Pharmacovigilance & safety","summary":"Documents FDA label, FAERS and recall retrieval through structured MCP tools and a LangGraph tool-discovery workflow.","tags":["Pharmacovigilance & safety","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"gopipamulapati/drug-safety-mcp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Pharmacovigilance & safety"],"capabilities":["Documents FDA label, FAERS and recall retrieval through structured MCP tools and a LangGraph tool-discovery workflow."],"limitation":"Label-derived interactions and spontaneous reports are not a patient-specific safety assessment. Offline fixtures and author tests do not establish live-source completeness or clinical correctness. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/gopipamulapati/drug-safety-mcp","primarySourceURLs":["https://github.com/gopipamulapati/drug-safety-mcp/blob/main/README.md"],"primaryBlobSHA":"4e5c3cbd30e187374470a4442e362cbd03940851","primaryRetrievedAt":"2026-10-13T04:47:59.653634+00:00","primaryTextSHA256":"aad50a8c101cc67a222fa19252d40559815bbb7b6195828c6d95c5856966a3f5","license":"MIT","repositoryLastPush":"2026-09-30T16:40:35Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:22.173288+00:00","relevance":{"id":"RWE-6931","decision":"Core","rationale":"Drug Safety MCP: Documents FDA label, FAERS and recall retrieval through structured MCP tools and a LangGraph tool-discovery workflow. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents FDA label, FAERS and recall retrieval through structured MCP tools and a LangGraph tool-discovery workflow.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/gopipamulapati/drug-safety-mcp/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6932","name":"PubMed SLR Screening Workflow","kind":"Agent workflow & skills","category":"Literature & Evidence Synthesis","summary":"Implements a documented Claude Code workflow for PubMed search, screening and study-characteristics extraction with a static review report.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"HerzLeben/pubmed-slr-screening","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Implements a documented Claude Code workflow for PubMed search, screening and study-characteristics extraction with a static review report."],"limitation":"Author explicitly limits this TrialMind-inspired reimplementation to teaching and method validation. It does not substitute for a completed, independently adjudicated systematic review. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/HerzLeben/pubmed-slr-screening","primarySourceURLs":["https://github.com/HerzLeben/pubmed-slr-screening/blob/main/README.md"],"primaryBlobSHA":"5337bc8d78cffec92e07dda0e154983f360bd2cf","primaryRetrievedAt":"2026-10-13T04:48:43.602001+00:00","primaryTextSHA256":"e3c01b702df5b26c297de2b3af35ba96398b3c3ce9f94844e288a972aebbbe4d","license":"MIT","repositoryLastPush":"2026-10-01T15:24:37Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:22.164944+00:00","relevance":{"id":"RWE-6932","decision":"Core","rationale":"PubMed SLR Screening Workflow: Implements a documented Claude Code workflow for PubMed search, screening and study-characteristics extraction with a static review report. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Implements a documented Claude Code workflow for PubMed search, screening and study-characteristics extraction with a static review report.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/HerzLeben/pubmed-slr-screening/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6933","name":"PubMed Diabetes Evidence Retrieval Agent","kind":"Research agent","category":"Literature & Evidence Synthesis","summary":"Documents retrieval of PubMed abstracts for diabetes-treatment questions and cited answers using a local or hosted vector index.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"ishnags/pubmed-rag-chatbot","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents retrieval of PubMed abstracts for diabetes-treatment questions and cited answers using a local or hosted vector index."],"limitation":"Abstract-grounded generated answers may omit full-text eligibility and limitations. Retrieval, citation support and treatment claims were not independently validated. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/ishnags/pubmed-rag-chatbot","primarySourceURLs":["https://github.com/ishnags/pubmed-rag-chatbot/blob/main/README.md"],"primaryBlobSHA":"6138c965420405c091264744d9a222b052fa3663","primaryRetrievedAt":"2026-10-13T04:48:41.849543+00:00","primaryTextSHA256":"c368789327e58c91b8400f44e97a40a12792b35d6ef3404673b36243a1deeb77","license":"NOASSERTION","repositoryLastPush":"2026-10-12T12:57:53Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:22.158030+00:00","relevance":{"id":"RWE-6933","decision":"Core","rationale":"PubMed Diabetes Evidence Retrieval Agent: Documents retrieval of PubMed abstracts for diabetes-treatment questions and cited answers using a local or hosted vector index. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents retrieval of PubMed abstracts for diabetes-treatment questions and cited answers using a local or hosted vector index.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/ishnags/pubmed-rag-chatbot/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6934","name":"TrialBridge Cohort Builder","kind":"MCP server","category":"Trials & Study Design","summary":"Retrieves ClinicalTrials.gov protocols, maps eligibility criteria and queries a HAPI FHIR store to generate candidate-patient screening evidence.","tags":["Trials & Study Design","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"jasonrwise/trial-cohort-builder","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Retrieves ClinicalTrials.gov protocols, maps eligibility criteria and queries a HAPI FHIR store to generate candidate-patient screening evidence."],"limitation":"Distributed patient data are synthetic. Eligibility mapping, de-identification claims and screening scores were not independently validated; candidate matching is not an enrollment decision. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/jasonrwise/trial-cohort-builder","primarySourceURLs":["https://github.com/jasonrwise/trial-cohort-builder/blob/main/README.md"],"primaryBlobSHA":"32750bb71a94efae08a9696c19d3771d7fea3b54","primaryRetrievedAt":"2026-10-13T04:48:14.771729+00:00","primaryTextSHA256":"684b50eada16aba92de32f91b69a8f588529ceaf754a587f3a90a6d04f49376b","license":"MIT","repositoryLastPush":"2026-10-09T19:59:17Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:22.326738+00:00","relevance":{"id":"RWE-6934","decision":"Core","rationale":"TrialBridge Cohort Builder: Retrieves ClinicalTrials.gov protocols, maps eligibility criteria and queries a HAPI FHIR store to generate candidate-patient screening evidence. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Retrieves ClinicalTrials.gov protocols, maps eligibility criteria and queries a HAPI FHIR store to generate candidate-patient screening evidence.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/jasonrwise/trial-cohort-builder/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6935","name":"PubMed Surfing","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Documents structured PubMed search, batch abstracts, identifier conversion, related-article retrieval, citation formatting and journal metadata.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"JC-SYSU/pubmed-surfing","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents structured PubMed search, batch abstracts, identifier conversion, related-article retrieval, citation formatting and journal metadata."],"limitation":"A local MCP process still retrieves from external providers. Search completeness, identifier matching and journal metadata were not tested against live sources. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/JC-SYSU/pubmed-surfing","primarySourceURLs":["https://github.com/JC-SYSU/pubmed-surfing/blob/main/README.md"],"primaryBlobSHA":"68d4ac9336fb55666b41b49847fa11b4e99cead4","primaryRetrievedAt":"2026-10-13T04:48:41.591790+00:00","primaryTextSHA256":"1966b72b8ff69689af0c1c65997db948da669d0aba1c7d804865d10af8462be8","license":"MIT","repositoryLastPush":"2026-09-16T06:38:27Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:22.736715+00:00","relevance":{"id":"RWE-6935","decision":"Core","rationale":"PubMed Surfing: Documents structured PubMed search, batch abstracts, identifier conversion, related-article retrieval, citation formatting and journal metadata. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents structured PubMed search, batch abstracts, identifier conversion, related-article retrieval, citation formatting and journal metadata.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/JC-SYSU/pubmed-surfing/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6936","name":"Local Citation Verifier","kind":"Research tool & agent skill","category":"Literature & Evidence Synthesis","summary":"Checks BibTeX, RIS and MEDLINE references against scholarly identifiers and metadata, including PubMed and Crossref, while retaining uncertain matches for review.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"jhlee0619/local-citation-verifier","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Checks BibTeX, RIS and MEDLINE references against scholarly identifiers and metadata, including PubMed and Crossref, while retaining uncertain matches for review."],"limitation":"Bibliographic agreement does not establish that an article supports a scientific claim. Provider access, ambiguous records and author/title matching need verification. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/jhlee0619/local-citation-verifier","primarySourceURLs":["https://github.com/jhlee0619/local-citation-verifier/blob/main/README.md"],"primaryBlobSHA":"023514e2746e68437e214ac6b5d5c0022769deed","primaryRetrievedAt":"2026-10-13T04:48:50.473481+00:00","primaryTextSHA256":"25b9c7cb5ee777f4be563b7ed5cea17d076fc8c42113267aaf79713af5a3e206","license":"MIT","repositoryLastPush":"2026-10-11T23:49:16Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:22.939869+00:00","relevance":{"id":"RWE-6936","decision":"Core","rationale":"Local Citation Verifier: Checks BibTeX, RIS and MEDLINE references against scholarly identifiers and metadata, including PubMed and Crossref, while retaining uncertain matches for review. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Checks BibTeX, RIS and MEDLINE references against scholarly identifiers and metadata, including PubMed and Crossref, while retaining uncertain matches for review.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/jhlee0619/local-citation-verifier/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6937","name":"EpiAgentKit — epidemiology workflow","kind":"Agent skill collection","category":"Public Health & Epidemiology","summary":"Documents epidemiology and biostatistics study-design, analysis-plan and reproducible R/Python analysis workflows for Claude Code and Codex.","tags":["Public Health & Epidemiology","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"KangWang42/EpiAgentKit","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Public Health & Epidemiology"],"capabilities":["Documents epidemiology and biostatistics study-design, analysis-plan and reproducible R/Python analysis workflows for Claude Code and Codex."],"limitation":"Only the documented epidemiology, study-design and statistical workflows are included. Writing and presentation components do not independently qualify; instructions cannot establish correct estimands or analysis results. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/KangWang42/EpiAgentKit","primarySourceURLs":["https://github.com/KangWang42/EpiAgentKit/blob/main/README.md"],"primaryBlobSHA":"0911a6cc76421059265f8f516a2e505f588b86a5","primaryRetrievedAt":"2026-10-13T04:47:54.809641+00:00","primaryTextSHA256":"357ca31f9992f282c611a6212b84845440ca067c200e4e50dc232f9468d7b62f","license":"Not declared","repositoryLastPush":"2026-10-01T06:51:57Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:22.833014+00:00","relevance":{"id":"RWE-6937","decision":"Core","rationale":"EpiAgentKit — epidemiology workflow: Documents epidemiology and biostatistics study-design, analysis-plan and reproducible R/Python analysis workflows for Claude Code and Codex. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents epidemiology and biostatistics study-design, analysis-plan and reproducible R/Python analysis workflows for Claude Code and Codex.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/KangWang42/EpiAgentKit/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6938","name":"Minimal FHIR MCP (Krlz)","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Documents patient search, observation retrieval and patient resources against a HAPI FHIR R4 server using MCP tools, resources and prompts.","tags":["Clinical Data & Interoperability","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"krlz-dev/fhir-mcp-server","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Documents patient search, observation retrieval and patient resources against a HAPI FHIR R4 server using MCP tools, resources and prompts."],"limitation":"Small interoperability example with an in-memory test suite. Authenticated clinical deployment, complete FHIR resource coverage and live compatibility were not verified. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/krlz-dev/fhir-mcp-server","primarySourceURLs":["https://github.com/krlz-dev/fhir-mcp-server/blob/main/README.md"],"primaryBlobSHA":"ab60a9ca42827dc9e52dc66cc4e86a5893946fe2","primaryRetrievedAt":"2026-10-13T04:48:07.624335+00:00","primaryTextSHA256":"f6558e27d679193cb98b15d0ba7824a57231fb24c4146894b7ffb2225c9cf995","license":"MIT","repositoryLastPush":"2026-09-28T20:15:54Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:23.672211+00:00","relevance":{"id":"RWE-6938","decision":"Core","rationale":"Minimal FHIR MCP (Krlz): Documents patient search, observation retrieval and patient resources against a HAPI FHIR R4 server using MCP tools, resources and prompts. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents patient search, observation retrieval and patient resources against a HAPI FHIR R4 server using MCP tools, resources and prompts.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/krlz-dev/fhir-mcp-server/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6939","name":"Papers by Ouroboros","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Documents multi-source scholarly search including PubMed, identifier-based paper retrieval, citation-graph navigation and bibliography formatting.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"LAHutchins91/papers-mcp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents multi-source scholarly search including PubMed, identifier-based paper retrieval, citation-graph navigation and bibliography formatting."],"limitation":"Hosted retrieval coverage and access may change. A returned identifier does not demonstrate relevance, methodological quality or support for a generated claim. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/LAHutchins91/papers-mcp","primarySourceURLs":["https://github.com/LAHutchins91/papers-mcp/blob/main/README.md"],"primaryBlobSHA":"58464a97c88caa1205350f638357a700aab925a6","primaryRetrievedAt":"2026-10-13T04:48:41.146107+00:00","primaryTextSHA256":"a6cf6e8f5ac5ac401a1ddd229c0bfb16da39d370e893d689b5259e338b9dd654","license":"MIT","repositoryLastPush":"2026-10-11T15:34:31Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:24.158613+00:00","relevance":{"id":"RWE-6939","decision":"Core","rationale":"Papers by Ouroboros: Documents multi-source scholarly search including PubMed, identifier-based paper retrieval, citation-graph navigation and bibliography formatting. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents multi-source scholarly search including PubMed, identifier-based paper retrieval, citation-graph navigation and bibliography formatting.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/LAHutchins91/papers-mcp/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6940","name":"Medical Research Digest Workflow","kind":"Agent workflow","category":"Literature & Evidence Synthesis","summary":"Documents a configurable clinical-literature surveillance pipeline using PubMed MCP retrieval and ClinicalTrials.gov cross-checks.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"LaMatemaga/med-research-digest-agentic","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents a configurable clinical-literature surveillance pipeline using PubMed MCP retrieval and ClinicalTrials.gov cross-checks."],"limitation":"Digest generation is scoped to documented retrieval and trial cross-checking. Physician-profile filtering and generated summaries do not establish complete systematic-review coverage. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/LaMatemaga/med-research-digest-agentic","primarySourceURLs":["https://github.com/LaMatemaga/med-research-digest-agentic/blob/main/README.md"],"primaryBlobSHA":"3f90b16ac64195a946afb617c36a36819dff2b2d","primaryRetrievedAt":"2026-10-13T04:48:29.214876+00:00","primaryTextSHA256":"340483ad9ff0514e08c0b0d222d56600d7494e41783f89afaa21c45737c1d05f","license":"Not declared","repositoryLastPush":"2026-09-18T21:53:23Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:23.085143+00:00","relevance":{"id":"RWE-6940","decision":"Core","rationale":"Medical Research Digest Workflow: Documents a configurable clinical-literature surveillance pipeline using PubMed MCP retrieval and ClinicalTrials.gov cross-checks. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents a configurable clinical-literature surveillance pipeline using PubMed MCP retrieval and ClinicalTrials.gov cross-checks.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/LaMatemaga/med-research-digest-agentic/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6941","name":"Medplum MCP (LiamDGray)","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Documents FHIR R4 EHR access with structured outputs, configurable write restrictions, compact responses and audit-record interfaces.","tags":["Clinical Data & Interoperability","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"LiamDGray/medplum-mcp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Documents FHIR R4 EHR access with structured outputs, configurable write restrictions, compact responses and audit-record interfaces."],"limitation":"Security, compliance and determinism are author claims, not registry certifications. Public mock/sandbox descriptions do not establish a deployed hospital integration. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/LiamDGray/medplum-mcp","primarySourceURLs":["https://github.com/LiamDGray/medplum-mcp/blob/main/README.md"],"primaryBlobSHA":"9ffb7a54328dd0b9d9eb5ac2f7270f9fa0029c10","primaryRetrievedAt":"2026-10-13T04:48:10.041735+00:00","primaryTextSHA256":"0062056327b77df18d0dc209d3c78ee1ad3c700dede44ce6bc9056e60465860b","license":"NOASSERTION","repositoryLastPush":"2026-10-05T21:14:49Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:24.284488+00:00","relevance":{"id":"RWE-6941","decision":"Core","rationale":"Medplum MCP (LiamDGray): Documents FHIR R4 EHR access with structured outputs, configurable write restrictions, compact responses and audit-record interfaces. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents FHIR R4 EHR access with structured outputs, configurable write restrictions, compact responses and audit-record interfaces.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/LiamDGray/medplum-mcp/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6942","name":"FHIR MCP (Marcsalot)","kind":"MCP server","category":"Clinical Data & Interoperability","summary":"Documents read-only patient, medication, condition, encounter, observation and allergy retrieval with compact FHIR R4 summaries and search normalization.","tags":["Clinical Data & Interoperability","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"marcsalot/fhir-mcp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Documents read-only patient, medication, condition, encounter, observation and allergy retrieval with compact FHIR R4 summaries and search normalization."],"limitation":"Author describes synthetic test-server patients only. Summary compression, name/lab matching, audit controls and SMART access were not independently validated. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/marcsalot/fhir-mcp","primarySourceURLs":["https://github.com/marcsalot/fhir-mcp/blob/main/README.md"],"primaryBlobSHA":"b19b7aea9855c188412349cda057ee2db66e3a16","primaryRetrievedAt":"2026-10-13T04:48:06.216296+00:00","primaryTextSHA256":"715435429e6b70f54401f61ddd2d4006be0f1ce4274ed9eca29ed4e07e51d5e3","license":"Not declared","repositoryLastPush":"2026-10-11T21:02:30Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:23.402889+00:00","relevance":{"id":"RWE-6942","decision":"Core","rationale":"FHIR MCP (Marcsalot): Documents read-only patient, medication, condition, encounter, observation and allergy retrieval with compact FHIR R4 summaries and search normalization. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents read-only patient, medication, condition, encounter, observation and allergy retrieval with compact FHIR R4 summaries and search normalization.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/marcsalot/fhir-mcp/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6943","name":"TypeSafe Literature Screening MCP","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Searches PubMed or accepts supplied records and uses a typed decision model to return title/abstract screening probabilities and inclusion categories.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"masa-med-ai/typesafe-screening-mcp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Searches PubMed or accepts supplied records and uses a typed decision model to return title/abstract screening probabilities and inclusion categories."],"limitation":"Requires the documented model service and credentials. Probabilities and automated screening thresholds are not independently calibrated for the user's review and do not replace adjudication. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/masa-med-ai/typesafe-screening-mcp","primarySourceURLs":["https://github.com/masa-med-ai/typesafe-screening-mcp/blob/main/README.md"],"primaryBlobSHA":"308d68cb7a01ddf2437405900ef3b101615134c7","primaryRetrievedAt":"2026-10-13T04:48:31.674239+00:00","primaryTextSHA256":"3467dada50b597d9ce3d15ee8d39ebb6f2a00d324270a5a00441aea74d6b80d8","license":"MIT","repositoryLastPush":"2026-09-19T00:15:18Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:23.654060+00:00","relevance":{"id":"RWE-6943","decision":"Core","rationale":"TypeSafe Literature Screening MCP: Searches PubMed or accepts supplied records and uses a typed decision model to return title/abstract screening probabilities and inclusion categories. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Searches PubMed or accepts supplied records and uses a typed decision model to return title/abstract screening probabilities and inclusion categories.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/masa-med-ai/typesafe-screening-mcp/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6944","name":"PubMed Literature Review Skill","kind":"Agent skill","category":"Literature & Evidence Synthesis","summary":"Documents a PICO-framed PubMed literature-search and synthesis workflow with DOI/PMID-linked Word output.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"Maxciev/PubMed-Literature-Review","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents a PICO-framed PubMed literature-search and synthesis workflow with DOI/PMID-linked Word output."],"limitation":"Instruction-based synthesis must preserve executed searches and human eligibility decisions. Citations and generated interpretation require checking against the original papers. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/Maxciev/PubMed-Literature-Review","primarySourceURLs":["https://github.com/Maxciev/PubMed-Literature-Review/blob/main/README.md"],"primaryBlobSHA":"770ca79b5f6bfb443c9c89bdb14d3e245728549f","primaryRetrievedAt":"2026-10-13T04:48:45.466750+00:00","primaryTextSHA256":"691dc1d9bd32ee669fb8210efda6b79eb07ecc4314839508a10d82765dacc1fb","license":"NOASSERTION","repositoryLastPush":"2026-10-09T19:29:43Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:23.643144+00:00","relevance":{"id":"RWE-6944","decision":"Core","rationale":"PubMed Literature Review Skill: Documents a PICO-framed PubMed literature-search and synthesis workflow with DOI/PMID-linked Word output. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents a PICO-framed PubMed literature-search and synthesis workflow with DOI/PMID-linked Word output.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/Maxciev/PubMed-Literature-Review/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6945","name":"HL7 FHIR Generator","kind":"MCP server & agent skill","category":"Clinical Data & Interoperability","summary":"Documents generation, validation and explanation of synthetic FHIR resources against StructureDefinition profiles, plus scoped NPHIES claim checks.","tags":["Clinical Data & Interoperability","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"mwaseem75/hl7fhirgen","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Documents generation, validation and explanation of synthetic FHIR resources against StructureDefinition profiles, plus scoped NPHIES claim checks."],"limitation":"Generated examples and schema validation do not establish clinical meaning or payment eligibility. Specific implementation guides and validation engines require separate checks. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/mwaseem75/hl7fhirgen","primarySourceURLs":["https://github.com/mwaseem75/hl7fhirgen/blob/master/README.md"],"primaryBlobSHA":"d1c74e36b859f42bf3d56ca0627a9912ab007e28","primaryRetrievedAt":"2026-10-13T04:48:12.190651+00:00","primaryTextSHA256":"d4d8c70f2c5eaac79b41f08658a85eb268025e39a7472a844aa84620a64d98e7","license":"MIT","repositoryLastPush":"2026-09-14T14:32:37Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:23.976189+00:00","relevance":{"id":"RWE-6945","decision":"Core","rationale":"HL7 FHIR Generator: Documents generation, validation and explanation of synthetic FHIR resources against StructureDefinition profiles, plus scoped NPHIES claim checks. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents generation, validation and explanation of synthetic FHIR resources against StructureDefinition profiles, plus scoped NPHIES claim checks.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/mwaseem75/hl7fhirgen/blob/master/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6946","name":"Pipeworx ANZCTR Trial Lookup","kind":"MCP gateway component","category":"Trials & Study Design","summary":"Documents retrieval of a full ANZCTR trial registration by ACTRN, including design, eligibility, outcomes, dates and sponsor information.","tags":["Trials & Study Design","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"pipeworx-io/mcp-anzctr","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Documents retrieval of a full ANZCTR trial registration by ACTRN, including design, eligibility, outcomes, dates and sponsor information."],"limitation":"Current documented scope is identifier lookup; historical search implementation is not included. Unofficial shared-gateway adapter; no live trial call or complete international coverage verified. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/pipeworx-io/mcp-anzctr","primarySourceURLs":["https://github.com/pipeworx-io/mcp-anzctr/blob/main/README.md"],"primaryBlobSHA":"521261ffd9deaf77d22d928e3f74d17348972ef4","primaryRetrievedAt":"2026-10-13T04:48:20.750514+00:00","primaryTextSHA256":"e37cb7c2a9c3e663579f27f8f3018dc023c5987e479d4ef70f17c12f3eb377c5","license":"MIT","repositoryLastPush":"2026-10-09T23:10:13Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:24.382736+00:00","relevance":{"id":"RWE-6946","decision":"Core","rationale":"Pipeworx ANZCTR Trial Lookup: Documents retrieval of a full ANZCTR trial registration by ACTRN, including design, eligibility, outcomes, dates and sponsor information. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents retrieval of a full ANZCTR trial registration by ACTRN, including design, eligibility, outcomes, dates and sponsor information.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/pipeworx-io/mcp-anzctr/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6947","name":"Pipeworx EU CTIS","kind":"MCP gateway component","category":"Trials & Study Design","summary":"Documents EU/EEA CTIS trial search, record details, medicine-specific listings and recent authorizations.","tags":["Trials & Study Design","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"pipeworx-io/mcp-eu-ctis","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Documents EU/EEA CTIS trial search, record details, medicine-specific listings and recent authorizations."],"limitation":"Unofficial adapter to the public CTIS interface. Published fields, paging and authorization dates differ from results evidence; shared gateway tools are outside this component's scope. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/pipeworx-io/mcp-eu-ctis","primarySourceURLs":["https://github.com/pipeworx-io/mcp-eu-ctis/blob/main/README.md"],"primaryBlobSHA":"7f80b742000a81834539f3ec82f7e4fb5756aed9","primaryRetrievedAt":"2026-10-13T04:48:21.469714+00:00","primaryTextSHA256":"67ce2221409784bc4baafe58f27deeb55cbb0b5b8de5fd23b26cbb53bfaaff62","license":"MIT","repositoryLastPush":"2026-09-25T23:50:39Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:24.160796+00:00","relevance":{"id":"RWE-6947","decision":"Core","rationale":"Pipeworx EU CTIS: Documents EU/EEA CTIS trial search, record details, medicine-specific listings and recent authorizations. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents EU/EEA CTIS trial search, record details, medicine-specific listings and recent authorizations.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/pipeworx-io/mcp-eu-ctis/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6948","name":"Pipeworx ISRCTN","kind":"MCP gateway component","category":"Trials & Study Design","summary":"Documents ISRCTN registry search and trial-record retrieval for UK and international registered studies.","tags":["Trials & Study Design","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"pipeworx-io/mcp-isrctn","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Documents ISRCTN registry search and trial-record retrieval for UK and international registered studies."],"limitation":"Unofficial adapter. Registry coverage, source updates, query translation and cross-registry duplicate reconciliation need checking; sibling gateway components are not approved by this record. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/pipeworx-io/mcp-isrctn","primarySourceURLs":["https://github.com/pipeworx-io/mcp-isrctn/blob/main/README.md"],"primaryBlobSHA":"c2c8ddc8f9f521ab408172adcda228f97265439f","primaryRetrievedAt":"2026-10-13T04:48:20.090889+00:00","primaryTextSHA256":"9c0fc0a7d6af8ee6bde21368febc93453b4900f93701e82c8ce379be526528a8","license":"MIT","repositoryLastPush":"2026-10-09T23:14:26Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:24.113193+00:00","relevance":{"id":"RWE-6948","decision":"Core","rationale":"Pipeworx ISRCTN: Documents ISRCTN registry search and trial-record retrieval for UK and international registered studies. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents ISRCTN registry search and trial-record retrieval for UK and international registered studies.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/pipeworx-io/mcp-isrctn/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6949","name":"Pipeworx WHO ICTRP","kind":"MCP gateway component","category":"Trials & Study Design","summary":"Documents cross-registry ICTRP search and trial-registration-data retrieval with source registry and trial identifiers.","tags":["Trials & Study Design","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"pipeworx-io/mcp-who-ictrp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Documents cross-registry ICTRP search and trial-registration-data retrieval with source registry and trial identifiers."],"limitation":"Unofficial integration. Aggregate registries can contain duplicate and delayed registrations; availability, anti-bot behavior and record completeness were not tested. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/pipeworx-io/mcp-who-ictrp","primarySourceURLs":["https://github.com/pipeworx-io/mcp-who-ictrp/blob/main/README.md"],"primaryBlobSHA":"33d46a704ac622e5afab3c838152d598d35dfe9d","primaryRetrievedAt":"2026-10-13T04:48:21.462548+00:00","primaryTextSHA256":"b2e3afaacafeed34654861a549d88cfb0a78ace7bac39cfc9c8d113cbac5b47d","license":"MIT","repositoryLastPush":"2026-10-10T05:03:43Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:24.421768+00:00","relevance":{"id":"RWE-6949","decision":"Core","rationale":"Pipeworx WHO ICTRP: Documents cross-registry ICTRP search and trial-registration-data retrieval with source registry and trial identifiers. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents cross-registry ICTRP search and trial-registration-data retrieval with source registry and trial identifiers.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/pipeworx-io/mcp-who-ictrp/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6950","name":"Statistical Agent Skills — causal review","kind":"Agent skill collection","category":"Causal Inference & Analytics","summary":"Documents estimand-first review of causal identification, propensity methods, overlap, experiments and Bayesian-model diagnostics.","tags":["Causal Inference & Analytics","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"pitcany/statistical-agent-skills","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Documents estimand-first review of causal identification, propensity methods, overlap, experiments and Bayesian-model diagnostics."],"limitation":"Retain named statistical-method review components only; advertising optimization, generic production workflows and proof review are outside this inclusion. Model critique is not numerical or methodological validation. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/pitcany/statistical-agent-skills","primarySourceURLs":["https://github.com/pitcany/statistical-agent-skills/blob/main/README.md"],"primaryBlobSHA":"f4406713ee37c563dcf4465388ed0f347876dd8f","primaryRetrievedAt":"2026-10-13T04:48:58.506477+00:00","primaryTextSHA256":"39bdd250de9180ddbd8c35143b495ac9a43a1a0f9d81c249a709ba9c68ab7f84","license":"MIT","repositoryLastPush":"2026-09-20T06:06:58Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:24.484780+00:00","relevance":{"id":"RWE-6950","decision":"Core","rationale":"Statistical Agent Skills — causal review: Documents estimand-first review of causal identification, propensity methods, overlap, experiments and Bayesian-model diagnostics. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents estimand-first review of causal identification, propensity methods, overlap, experiments and Bayesian-model diagnostics.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/pitcany/statistical-agent-skills/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6951","name":"Zetesis — clinical evidence tools","kind":"MCP server & agent skills","category":"Literature & Evidence Synthesis","summary":"Documents clinical-trial and RWE claim review with evidence retrieval from Europe PMC, ClinicalTrials.gov and openFDA, including date-bounded evidence queries.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"reutavidan/zetesis-plugin","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents clinical-trial and RWE claim review with evidence retrieval from Europe PMC, ClinicalTrials.gov and openFDA, including date-bounded evidence queries."],"limitation":"Scope is the named health-evidence components. Hosted grading, signed-record verification, performance and privacy claims were not independently tested; other claim classes are not included. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/reutavidan/zetesis-plugin","primarySourceURLs":["https://github.com/reutavidan/zetesis-plugin/blob/main/README.md"],"primaryBlobSHA":"8bd5bd46824168ddb20e3f66d214457600597e1e","primaryRetrievedAt":"2026-10-13T04:48:02.922244+00:00","primaryTextSHA256":"4fd7549a168c6fa86362f8fa757c2be37ca1597cea62412a22341b79c2edd092","license":"MIT","repositoryLastPush":"2026-09-08T14:07:18Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:24.568437+00:00","relevance":{"id":"RWE-6951","decision":"Core","rationale":"Zetesis — clinical evidence tools: Documents clinical-trial and RWE claim review with evidence retrieval from Europe PMC, ClinicalTrials.gov and openFDA, including date-bounded evidence queries. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents clinical-trial and RWE claim review with evidence retrieval from Europe PMC, ClinicalTrials.gov and openFDA, including date-bounded evidence queries.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/reutavidan/zetesis-plugin/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6952","name":"OneAquaHealth Agent Gateway — health indicators","kind":"MCP server","category":"Public Health & Epidemiology","summary":"Documents FHIR-based population-health indicator retrieval with units, source references and deterministic integrity checks alongside environmental context.","tags":["Public Health & Epidemiology","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"Ruthwik10/oah-agent-gateway","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Public Health & Epidemiology"],"capabilities":["Documents FHIR-based population-health indicator retrieval with units, source references and deterministic integrity checks alongside environmental context."],"limitation":"Retain population-health indicators and their linked integrity checks only. Environmental measurements alone do not establish Core relevance or human-health effects; sandbox quality claims were not independently reproduced. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/Ruthwik10/oah-agent-gateway","primarySourceURLs":["https://github.com/Ruthwik10/oah-agent-gateway/blob/master/README.md"],"primaryBlobSHA":"79c28d5e7ae801c9e01864454c3f5a75e2dd0a6b","primaryRetrievedAt":"2026-10-13T04:48:14.073106+00:00","primaryTextSHA256":"da2e37a00e59a68e76e82f28a1eca56ef5071cb87cd4465c9ccd1c83764e6446","license":"NOASSERTION","repositoryLastPush":"2026-10-05T02:30:39Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:24.567273+00:00","relevance":{"id":"RWE-6952","decision":"Core","rationale":"OneAquaHealth Agent Gateway — health indicators: Documents FHIR-based population-health indicator retrieval with units, source references and deterministic integrity checks alongside environmental context. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents FHIR-based population-health indicator retrieval with units, source references and deterministic integrity checks alongside environmental context.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/Ruthwik10/oah-agent-gateway/blob/master/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6953","name":"CMS Healthcare Data MCP","kind":"MCP server","category":"RWE Data & Analytics","summary":"Documents parameterized queries for CMS HCC risk scores, hospital readmissions, MIPS quality and Part D utilization, with an embedded demonstration mode.","tags":["RWE Data & Analytics","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"SaeMind/mcp-server-for-cms-healthcare-data-tools","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Documents parameterized queries for CMS HCC risk scores, hospital readmissions, MIPS quality and Part D utilization, with an embedded demonstration mode."],"limitation":"Demo data are distinct from populated production CMS tables. Database setup, freshness, denominators, API access and query correctness were not independently tested. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/SaeMind/mcp-server-for-cms-healthcare-data-tools","primarySourceURLs":["https://github.com/SaeMind/mcp-server-for-cms-healthcare-data-tools/blob/main/README.md"],"primaryBlobSHA":"ef16dee8a9c54a95ea3fe375adb4c056879c57d1","primaryRetrievedAt":"2026-10-13T04:49:08.409337+00:00","primaryTextSHA256":"a8673f9a29ae577924d015dd67f86381fed31c29f2dd30915286bb29335afdca","license":"Not declared","repositoryLastPush":"2026-09-03T00:46:46Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:24.661920+00:00","relevance":{"id":"RWE-6953","decision":"Core","rationale":"CMS Healthcare Data MCP: Documents parameterized queries for CMS HCC risk scores, hospital readmissions, MIPS quality and Part D utilization, with an embedded demonstration mode. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents parameterized queries for CMS HCC risk scores, hospital readmissions, MIPS quality and Part D utilization, with an embedded demonstration mode.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/SaeMind/mcp-server-for-cms-healthcare-data-tools/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6954","name":"LitSearch II","kind":"MCP server","category":"Literature & Evidence Synthesis","summary":"Documents PubMed/Europe PMC and wider scholarly search, citation chaining, open-access full text, ClinicalTrials.gov lookup and bibliography exports.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"seun-john/litsearch-ii","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents PubMed/Europe PMC and wider scholarly search, citation chaining, open-access full text, ClinicalTrials.gov lookup and bibliography exports."],"limitation":"Public providers impose distinct coverage and rate limits; offline mock tests do not establish live correctness. Search ranking and deduplication do not guarantee exhaustive evidence capture. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/seun-john/litsearch-ii","primarySourceURLs":["https://github.com/seun-john/litsearch-ii/blob/main/README.md"],"primaryBlobSHA":"1486daf5d028c60bde86ea68d8baaa246b0243e5","primaryRetrievedAt":"2026-10-13T04:48:43.789941+00:00","primaryTextSHA256":"058db9def20913fd138f396db64a5daa886528bb22b4e0e5f6ba521066440f64","license":"MIT","repositoryLastPush":"2026-10-07T19:38:10Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:24.729620+00:00","relevance":{"id":"RWE-6954","decision":"Core","rationale":"LitSearch II: Documents PubMed/Europe PMC and wider scholarly search, citation chaining, open-access full text, ClinicalTrials.gov lookup and bibliography exports. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents PubMed/Europe PMC and wider scholarly search, citation chaining, open-access full text, ClinicalTrials.gov lookup and bibliography exports.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/seun-john/litsearch-ii/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6955","name":"FHIRconnect Mapping Skills","kind":"Agent skill collection","category":"Clinical Data & Interoperability","summary":"Documents skills for drafting, linting and testing bidirectional openEHR/FHIR mappings, with path-extraction helpers and an engine test harness.","tags":["Clinical Data & Interoperability","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"SevKohler/FHIRconnectTools","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Documents skills for drafting, linting and testing bidirectional openEHR/FHIR mappings, with path-extraction helpers and an engine test harness."],"limitation":"Mapping is beta and draft/testing workflows are alpha; the author reports mock-engine testing for the testing skill. Scope excludes the separate IDE plugin and assumes no clinical mapping validation. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/SevKohler/FHIRconnectTools","primarySourceURLs":["https://github.com/SevKohler/FHIRconnectTools/blob/main/README.md"],"primaryBlobSHA":"58c4fc028744edc0dabaa90dbc3fd5462cf01bb8","primaryRetrievedAt":"2026-10-13T04:48:15.319218+00:00","primaryTextSHA256":"e0eb38b9ac1d89211c217284e4672de634b2ed3bc2e038ea382d9b751e6760f3","license":"Not declared","repositoryLastPush":"2026-10-02T16:20:36Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:24.760463+00:00","relevance":{"id":"RWE-6955","decision":"Core","rationale":"FHIRconnect Mapping Skills: Documents skills for drafting, linting and testing bidirectional openEHR/FHIR mappings, with path-extraction helpers and an engine test harness. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents skills for drafting, linting and testing bidirectional openEHR/FHIR mappings, with path-extraction helpers and an engine test harness.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/SevKohler/FHIRconnectTools/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6956","name":"Econometric Data Pipeline Skill — causal methods","kind":"Agent skill","category":"Causal Inference & Analytics","summary":"Documents panel-data, difference-in-differences, instrumental-variable and double-machine-learning workflows with estimand, merge and provenance checks.","tags":["Causal Inference & Analytics","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"Snailfarts24/econ-data-pipeline","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Documents panel-data, difference-in-differences, instrumental-variable and double-machine-learning workflows with estimand, merge and provenance checks."],"limitation":"Retain the specific statistical-method workflow rather than generic data engineering. Identification, dependence, estimator implementation and uncertainty require study-specific review. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/Snailfarts24/econ-data-pipeline","primarySourceURLs":["https://github.com/Snailfarts24/econ-data-pipeline/blob/main/README.md"],"primaryBlobSHA":"db739e334397b6ebacbd7fb18b53c2033484bf2e","primaryRetrievedAt":"2026-10-13T04:48:57.332865+00:00","primaryTextSHA256":"3c513d84d92bf0b7c9d1a27065d2c34608f86a13aae184de9e76114437c7886c","license":"Not declared","repositoryLastPush":"2026-10-13T03:37:01Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:24.848848+00:00","relevance":{"id":"RWE-6956","decision":"Core","rationale":"Econometric Data Pipeline Skill — causal methods: Documents panel-data, difference-in-differences, instrumental-variable and double-machine-learning workflows with estimand, merge and provenance checks. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents panel-data, difference-in-differences, instrumental-variable and double-machine-learning workflows with estimand, merge and provenance checks.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/Snailfarts24/econ-data-pipeline/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6957","name":"Open Health Sync — released MCP interface","kind":"MCP server & research infrastructure","category":"Clinical Data & Interoperability","summary":"Documents self-hosted Apple Health and Withings ingestion and read-only MCP access to normalized wearable/health records in release 0.0.2.","tags":["Clinical Data & Interoperability","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"soma-intelligence/open-health-sync","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Documents self-hosted Apple Health and Withings ingestion and read-only MCP access to normalized wearable/health records in release 0.0.2."],"limitation":"FHIR output and additional wearable connectors are described as future-release work and are excluded here. Device measurements, consent, normalization and backend security were not independently verified. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/soma-intelligence/open-health-sync","primarySourceURLs":["https://github.com/soma-intelligence/open-health-sync/blob/main/README.md"],"primaryBlobSHA":"8602397f0b251ab90d68a98afa20fadb05ce332f","primaryRetrievedAt":"2026-10-13T04:48:15.093509+00:00","primaryTextSHA256":"b99099a805f0b8371a16937d53b506dc5159ecaecd34e819fd57ac9df8c7714f","license":"AGPL-3.0","repositoryLastPush":"2026-10-13T04:47:42Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:25.003391+00:00","relevance":{"id":"RWE-6957","decision":"Core","rationale":"Open Health Sync — released MCP interface: Documents self-hosted Apple Health and Withings ingestion and read-only MCP access to normalized wearable/health records in release 0.0.2. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents self-hosted Apple Health and Withings ingestion and read-only MCP access to normalized wearable/health records in release 0.0.2.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/soma-intelligence/open-health-sync/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6958","name":"Clinical Trials MCP — REDCap and eligibility SQL","kind":"MCP server","category":"Trials & Study Design","summary":"Documents REDCap data-dictionary checks and protocol-derived OMOP eligibility SQL with criterion-to-query traceability and unresolved criteria marked for review.","tags":["Trials & Study Design","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"SpiroGanas/Clinical-Trials-MCP","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Trials & Study Design"],"capabilities":["Documents REDCap data-dictionary checks and protocol-derived OMOP eligibility SQL with criterion-to-query traceability and unresolved criteria marked for review."],"limitation":"SQL generation does not connect to a patient database or establish correct eligibility. Generated code, protocol extraction and REDCap compatibility require independent checking. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/SpiroGanas/Clinical-Trials-MCP","primarySourceURLs":["https://github.com/SpiroGanas/Clinical-Trials-MCP/blob/main/README.md"],"primaryBlobSHA":"aa036264e7f4a3bef2073c42633b47ba78c3f848","primaryRetrievedAt":"2026-10-13T04:48:20.075813+00:00","primaryTextSHA256":"0b4012756229c51b3490bcf61f1d14dd90bafa09d8d3208b8683116ce0bd2684","license":"Not declared","repositoryLastPush":"2026-10-12T01:58:32Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:24.963769+00:00","relevance":{"id":"RWE-6958","decision":"Core","rationale":"Clinical Trials MCP — REDCap and eligibility SQL: Documents REDCap data-dictionary checks and protocol-derived OMOP eligibility SQL with criterion-to-query traceability and unresolved criteria marked for review. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents REDCap data-dictionary checks and protocol-derived OMOP eligibility SQL with criterion-to-query traceability and unresolved criteria marked for review.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/SpiroGanas/Clinical-Trials-MCP/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6959","name":"ReviewFast Screening Skill and Tool","kind":"Agent skill & research tool","category":"Literature & Evidence Synthesis","summary":"Documents title/abstract screening ranked by a decision model, with a statistical stopping rule and review-state handling.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"taehojo/reviewfast","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents title/abstract screening ranked by a decision model, with a statistical stopping rule and review-state handling."],"limitation":"Stopping guarantees depend on the sampling and relevance assumptions of the stated method. Model calibration, recall, search coverage and review-specific performance were not independently evaluated. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/taehojo/reviewfast","primarySourceURLs":["https://github.com/taehojo/reviewfast/blob/main/README.md"],"primaryBlobSHA":"31cebfb9b4dc07e6557a2e5cd860d11dfd2a0095","primaryRetrievedAt":"2026-10-13T04:48:52.082130+00:00","primaryTextSHA256":"0f4a53e85e54a2fc6772fcf351284d062d7ba37e14b01e2af1e85ddedb781621","license":"Apache-2.0","repositoryLastPush":"2026-10-08T15:59:44Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:25.075591+00:00","relevance":{"id":"RWE-6959","decision":"Core","rationale":"ReviewFast Screening Skill and Tool: Documents title/abstract screening ranked by a decision model, with a statistical stopping rule and review-state handling. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents title/abstract screening ranked by a decision model, with a statistical stopping rule and review-state handling.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/taehojo/reviewfast/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6960","name":"Systematic Review Evidence-Packet Skill","kind":"Agent skill","category":"Literature & Evidence Synthesis","summary":"Documents full-text claim/evidence extraction, structured classification and multi-reviewer voting packets with schema and identity checks.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"Tan28092006/systematic-review","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents full-text claim/evidence extraction, structured classification and multi-reviewer voting packets with schema and identity checks."],"limitation":"Model votes are not independent human review. Synthetic fixtures verify packet structure rather than source truth; the described paper-based workflow needs review-specific validation. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/Tan28092006/systematic-review","primarySourceURLs":["https://github.com/Tan28092006/systematic-review/blob/main/README.md"],"primaryBlobSHA":"f4cef14eefe0eb15675c459852ed0cdd1d4749ee","primaryRetrievedAt":"2026-10-13T04:48:52.758978+00:00","primaryTextSHA256":"e492c6e92a735b01becccb56ca606f8af64658776b0f15a27909c1c8c5859db9","license":"Not declared","repositoryLastPush":"2026-10-04T11:51:06Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:25.319565+00:00","relevance":{"id":"RWE-6960","decision":"Core","rationale":"Systematic Review Evidence-Packet Skill: Documents full-text claim/evidence extraction, structured classification and multi-reviewer voting packets with schema and identity checks. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents full-text claim/evidence extraction, structured classification and multi-reviewer voting packets with schema and identity checks.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/Tan28092006/systematic-review/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6961","name":"Schema Crush — clinical FHIR mapping","kind":"MCP tools & research library","category":"Clinical Data & Interoperability","summary":"Documents biomedical-column profiling and clinical FHIR schema matching using curated mappings, embeddings and optional model-assisted review.","tags":["Clinical Data & Interoperability","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"teslajoy/schema_crush","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Clinical Data & Interoperability"],"capabilities":["Documents biomedical-column profiling and clinical FHIR schema matching using curated mappings, embeddings and optional model-assisted review."],"limitation":"Retain clinical schema matching, not molecular-only analyses. Suggested mappings and calibration do not establish semantic equivalence or production transformation validity. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/teslajoy/schema_crush","primarySourceURLs":["https://github.com/teslajoy/schema_crush/blob/main/README.md"],"primaryBlobSHA":"15226e7cf06eb3eed994f87b2d9ba97c5f981827","primaryRetrievedAt":"2026-10-13T04:48:12.139394+00:00","primaryTextSHA256":"c8059483896c3b62fb5fb71fc616711633d9e05347afefd27cd648bc184589c7","license":"MIT","repositoryLastPush":"2026-09-16T15:06:47Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:25.349447+00:00","relevance":{"id":"RWE-6961","decision":"Core","rationale":"Schema Crush — clinical FHIR mapping: Documents biomedical-column profiling and clinical FHIR schema matching using curated mappings, embeddings and optional model-assisted review. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents biomedical-column profiling and clinical FHIR schema matching using curated mappings, embeddings and optional model-assisted review.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/teslajoy/schema_crush/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6962","name":"Phở Research Tools","kind":"MCP server & agent skill","category":"Literature & Evidence Synthesis","summary":"Documents PubMed/OpenAlex search, citation verification, retraction checking, bibliography formatting and PRISMA count/diagram tools.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"thaohienhomes/pho-research-tools","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents PubMed/OpenAlex search, citation verification, retraction checking, bibliography formatting and PRISMA count/diagram tools."],"limitation":"A resolvable identifier does not establish claim support or evidence quality. Retraction coverage, ambiguous matches, quotas and hosted-service behavior were not tested. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/thaohienhomes/pho-research-tools","primarySourceURLs":["https://github.com/thaohienhomes/pho-research-tools/blob/main/README.md"],"primaryBlobSHA":"77086b26e93673c1acc5d5c81c65b1ef61d944ca","primaryRetrievedAt":"2026-10-13T04:49:08.814446+00:00","primaryTextSHA256":"5c046d7982ec0b2512d30d4fb08d2331377ec59b23f71d988fdff16d52d28913","license":"MIT","repositoryLastPush":"2026-10-12T02:34:59Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:25.363189+00:00","relevance":{"id":"RWE-6962","decision":"Core","rationale":"Phở Research Tools: Documents PubMed/OpenAlex search, citation verification, retraction checking, bibliography formatting and PRISMA count/diagram tools. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents PubMed/OpenAlex search, citation verification, retraction checking, bibliography formatting and PRISMA count/diagram tools.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/thaohienhomes/pho-research-tools/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6963","name":"Zotero Scholar MCP — health literature retrieval","kind":"MCP server component","category":"Literature & Evidence Synthesis","summary":"Documents PubMed, Europe PMC and OpenAlex retrieval, merged searches, open-access section retrieval and citation checks with local-library matching.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"tiagojct/zotero-local-mcp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents PubMed, Europe PMC and OpenAlex retrieval, merged searches, open-access section retrieval and citation checks with local-library matching."],"limitation":"Scope is the scholar retrieval component; general library administration and editing are excluded. Local Zotero access, write defaults, matching and provider completeness were not independently checked. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/tiagojct/zotero-local-mcp","primarySourceURLs":["https://github.com/tiagojct/zotero-local-mcp/blob/main/README.md"],"primaryBlobSHA":"ad054c9ceea72d2442cbba39b218651b0b9cd930","primaryRetrievedAt":"2026-10-13T04:48:41.223728+00:00","primaryTextSHA256":"d773736a4fd6fdba16fa642a9e876ab97a95038b072c3e181a88533cb118b07b","license":"MIT","repositoryLastPush":"2026-10-07T21:18:53Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:25.580012+00:00","relevance":{"id":"RWE-6963","decision":"Core","rationale":"Zotero Scholar MCP — health literature retrieval: Documents PubMed, Europe PMC and OpenAlex retrieval, merged searches, open-access section retrieval and citation checks with local-library matching. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents PubMed, Europe PMC and OpenAlex retrieval, merged searches, open-access section retrieval and citation checks with local-library matching.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/tiagojct/zotero-local-mcp/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6964","name":"Biomedical Evidence MCP Suite","kind":"MCP server collection","category":"Literature & Evidence Synthesis","summary":"Documents shipped ClinicalTrials.gov, FDA labels/events/recalls/approvals and PubMed components with embedded corpora, refresh diagnostics and source-linked retrieval.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"tjromack/biomed-evidence-mcp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents shipped ClinicalTrials.gov, FDA labels/events/recalls/approvals and PubMed components with embedded corpora, refresh diagnostics and source-linked retrieval."],"limitation":"Embedded datasets are not complete live upstream inventories. Roadmap sources are excluded; author test counts, cross-source joins, summaries and refresh correctness were not independently verified. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/tjromack/biomed-evidence-mcp","primarySourceURLs":["https://github.com/tjromack/biomed-evidence-mcp/blob/main/README.md"],"primaryBlobSHA":"00aac372619efdd9932fd1b75311c5dd8503ffa1","primaryRetrievedAt":"2026-10-13T04:48:02.036520+00:00","primaryTextSHA256":"f8fcadcb6209a05ea2ae886efc41b5886041305d304c68d4d0e3c00e1970982d","license":"MIT","repositoryLastPush":"2026-10-08T20:55:38Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:25.592306+00:00","relevance":{"id":"RWE-6964","decision":"Core","rationale":"Biomedical Evidence MCP Suite: Documents shipped ClinicalTrials.gov, FDA labels/events/recalls/approvals and PubMed components with embedded corpora, refresh diagnostics and source-linked retrieval. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents shipped ClinicalTrials.gov, FDA labels/events/recalls/approvals and PubMed components with embedded corpora, refresh diagnostics and source-linked retrieval.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/tjromack/biomed-evidence-mcp/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6965","name":"Sampling and Propensity Score Skill","kind":"Agent skill","category":"Causal Inference & Analytics","summary":"Documents random/stratified sampling, binary and generalized propensity scores, overlap, balance, missingness and covariate-timing review workflows.","tags":["Causal Inference & Analytics","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"triptidutta108/Random-Sampling-Propensity-Score-Matching-Skill","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Causal Inference & Analytics"],"capabilities":["Documents random/stratified sampling, binary and generalized propensity scores, overlap, balance, missingness and covariate-timing review workflows."],"limitation":"Instructional workflow preserves human design decisions but cannot establish exchangeability or timing from column names. Computation and sensitivity analyses require independent statistical review. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/triptidutta108/Random-Sampling-Propensity-Score-Matching-Skill","primarySourceURLs":["https://github.com/triptidutta108/Random-Sampling-Propensity-Score-Matching-Skill/blob/main/README.md"],"primaryBlobSHA":"4a302533abd8e767ad381dff072a90f134c71e84","primaryRetrievedAt":"2026-10-13T04:49:02.810361+00:00","primaryTextSHA256":"1f0eb0456b52e3f976e66a4d41d4c4cb385c93bcc55e53ec6ffe07f138d9478b","license":"MIT","repositoryLastPush":"2026-10-01T14:16:20Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:25.705272+00:00","relevance":{"id":"RWE-6965","decision":"Core","rationale":"Sampling and Propensity Score Skill: Documents random/stratified sampling, binary and generalized propensity scores, overlap, balance, missingness and covariate-timing review workflows. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents random/stratified sampling, binary and generalized propensity scores, overlap, balance, missingness and covariate-timing review workflows.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/triptidutta108/Random-Sampling-Propensity-Score-Matching-Skill/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6966","name":"Librarian Search","kind":"Agent skill & research tool","category":"Literature & Evidence Synthesis","summary":"Documents medical-library-style PubMed, Europe PMC and trial searches, citation chaining and source-specific search logs with EndNote and methods outputs.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"wmyung/librarian-search","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents medical-library-style PubMed, Europe PMC and trial searches, citation chaining and source-specific search logs with EndNote and methods outputs."],"limitation":"Reported benchmark recall is author evidence and does not transfer automatically to a new review. Provider coverage, translation and licensing constraints need checking. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/wmyung/librarian-search","primarySourceURLs":["https://github.com/wmyung/librarian-search/blob/main/README.md"],"primaryBlobSHA":"1b2330a7aa526245d53a604ed3616d7489576c39","primaryRetrievedAt":"2026-10-13T04:48:50.471155+00:00","primaryTextSHA256":"2d7baa23abdbefac6e92b578b70c977a9a6509094f7c4502bae8d6c83d126816","license":"MIT","repositoryLastPush":"2026-10-11T14:18:59Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:25.786475+00:00","relevance":{"id":"RWE-6966","decision":"Core","rationale":"Librarian Search: Documents medical-library-style PubMed, Europe PMC and trial searches, citation chaining and source-specific search logs with EndNote and methods outputs. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents medical-library-style PubMed, Europe PMC and trial searches, citation chaining and source-specific search logs with EndNote and methods outputs.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/wmyung/librarian-search/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6967","name":"Outbreak Watch Skill","kind":"Agent skill","category":"Public Health & Epidemiology","summary":"Documents structured outbreak-source retrieval, incident extraction and status-labeled tracking with multilingual search sweeps and a page validator.","tags":["Public Health & Epidemiology","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"wolfgangrumpf/outbreak-watch","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Public Health & Epidemiology"],"capabilities":["Documents structured outbreak-source retrieval, incident extraction and status-labeled tracking with multilingual search sweeps and a page validator."],"limitation":"Compiled public reporting is not official surveillance statistics or validated outbreak detection. Source verification and incident definitions require public-health review; scheduled delivery is a workflow instruction, not a built-in data feed. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/wolfgangrumpf/outbreak-watch","primarySourceURLs":["https://github.com/wolfgangrumpf/outbreak-watch/blob/main/README.md"],"primaryBlobSHA":"6136e66a94fe80aed896ad597ac432ff3ab7a50e","primaryRetrievedAt":"2026-10-13T04:47:55.987323+00:00","primaryTextSHA256":"fcee818199771f77a612472414eefb7bd070981235f6dc67b54410ba04e812a1","license":"MIT","repositoryLastPush":"2026-10-06T22:55:44Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:25.746886+00:00","relevance":{"id":"RWE-6967","decision":"Core","rationale":"Outbreak Watch Skill: Documents structured outbreak-source retrieval, incident extraction and status-labeled tracking with multilingual search sweeps and a page validator. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents structured outbreak-source retrieval, incident extraction and status-labeled tracking with multilingual search sweeps and a page validator.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/wolfgangrumpf/outbreak-watch/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6968","name":"Scientific Review Skill","kind":"Agent skill","category":"Literature & Evidence Synthesis","summary":"Documents PubMed-first structured searches, preprint and trial-register expansion, citation chasing, full-text verification and review audit steps.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"wuliRothschild/scientific-review","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents PubMed-first structured searches, preprint and trial-register expansion, citation chasing, full-text verification and review audit steps."],"limitation":"Instructions describe an evidence-review process but do not establish complete retrieval or independent human screening. Reported reliability and model audit independence were not validated. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/wuliRothschild/scientific-review","primarySourceURLs":["https://github.com/wuliRothschild/scientific-review/blob/main/README.md"],"primaryBlobSHA":"20703c00eebc424596f9d5354211c83b53f71976","primaryRetrievedAt":"2026-10-13T04:48:44.841057+00:00","primaryTextSHA256":"6215dfbc7603c6dfd547f9928663763f0ea46e43a3db56f13c14736a6e17b5a4","license":"Apache-2.0","repositoryLastPush":"2026-09-27T14:05:46Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:25.770035+00:00","relevance":{"id":"RWE-6968","decision":"Core","rationale":"Scientific Review Skill: Documents PubMed-first structured searches, preprint and trial-register expansion, citation chasing, full-text verification and review audit steps. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents PubMed-first structured searches, preprint and trial-register expansion, citation chasing, full-text verification and review audit steps.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/wuliRothschild/scientific-review/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6969","name":"Thesis Retrieval — PubMed component","kind":"Agent skill & research tool","category":"Literature & Evidence Synthesis","summary":"Documents multi-source scholarly retrieval including PubMed, identifier deduplication, sorting and structured exports.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"Xun477/thesis-retrieval","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents multi-source scholarly retrieval including PubMed, identifier deduplication, sorting and structured exports."],"limitation":"Retain biomedical retrieval only. Subscription databases, screenshot/OCR fallback, journal rankings and provider credentials have separate coverage and rights constraints; no live retrieval tested. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/Xun477/thesis-retrieval","primarySourceURLs":["https://github.com/Xun477/thesis-retrieval/blob/main/README.md"],"primaryBlobSHA":"ec6437b7c86f1c1d59cc12ce16284abdf38c4934","primaryRetrievedAt":"2026-10-13T04:48:50.478992+00:00","primaryTextSHA256":"4a0a9983776b0309b0c6e29a67c54a8405edb4029df3bbb4ffe39bfa2ebde70c","license":"MIT","repositoryLastPush":"2026-09-17T14:49:06Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:25.925169+00:00","relevance":{"id":"RWE-6969","decision":"Core","rationale":"Thesis Retrieval — PubMed component: Documents multi-source scholarly retrieval including PubMed, identifier deduplication, sorting and structured exports. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents multi-source scholarly retrieval including PubMed, identifier deduplication, sorting and structured exports.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/Xun477/thesis-retrieval/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6970","name":"Medical Research Skills","kind":"Agent skill collection","category":"Literature & Evidence Synthesis","summary":"Documents literature search/screen/extract workflows and an oncology trial/FDA extraction scaffold with provenance templates and consistency validation.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"yostboy6/medical-literature-review","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents literature search/screen/extract workflows and an oncology trial/FDA extraction scaffold with provenance templates and consistency validation."],"limitation":"Packaged examples are fictional and the validator checks consistency rather than source truth. The scaffold is not a collected cohort or a completed meta-analysis; human extraction and adjudication remain required. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/yostboy6/medical-literature-review","primarySourceURLs":["https://github.com/yostboy6/medical-literature-review/blob/main/README.md"],"primaryBlobSHA":"5e52ff96934506d7b101e858dce0571d5e816148","primaryRetrievedAt":"2026-10-13T04:48:56.530826+00:00","primaryTextSHA256":"37add59abc82401f4d4f60247da39c44f75f9d8734bb7b9ff62a3d1dde73402f","license":"Not declared","repositoryLastPush":"2026-10-12T23:32:32Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:26.084055+00:00","relevance":{"id":"RWE-6970","decision":"Core","rationale":"Medical Research Skills: Documents literature search/screen/extract workflows and an oncology trial/FDA extraction scaffold with provenance templates and consistency validation. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents literature search/screen/extract workflows and an oncology trial/FDA extraction scaffold with provenance templates and consistency validation.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/yostboy6/medical-literature-review/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6971","name":"Epidemiology Disease-Modelling Skill","kind":"Agent skill & research library","category":"Public Health & Epidemiology","summary":"Documents a local Python disease-spread modelling module with a data loader and an interface for agent invocation.","tags":["Public Health & Epidemiology","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"Yashshah97/epidemiology-agent-skill","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Public Health & Epidemiology"],"capabilities":["Documents a local Python disease-spread modelling module with a data loader and an interface for agent invocation."],"limitation":"Documentation and author test claims do not establish epidemiologic adequacy. Model equations, calibration, population assumptions and predictive validity were not independently reviewed. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/Yashshah97/epidemiology-agent-skill","primarySourceURLs":["https://github.com/Yashshah97/epidemiology-agent-skill/blob/main/README.md"],"primaryBlobSHA":"e6d2b92be2835228303105e5ba9b29f1db4dde99","primaryRetrievedAt":"2026-10-13T04:47:54.813937+00:00","primaryTextSHA256":"7726c31983766618162399b1218bd5690ecb179427e96edfd83d2431680f1b96","license":"NOASSERTION","repositoryLastPush":"2026-09-15T23:21:48Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:26.245134+00:00","relevance":{"id":"RWE-6971","decision":"Core","rationale":"Epidemiology Disease-Modelling Skill: Documents a local Python disease-spread modelling module with a data loader and an interface for agent invocation. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents a local Python disease-spread modelling module with a data loader and an interface for agent invocation.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/Yashshah97/epidemiology-agent-skill/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6972","name":"Paper Preflight — bibliographic verification","kind":"MCP server & research tool","category":"Literature & Evidence Synthesis","summary":"Documents reference checks for LaTeX, BibTeX and PDF inputs against scholarly metadata including PubMed, with read-only MCP access.","tags":["Literature & Evidence Synthesis","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"amos689/paper-preflight","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Literature & Evidence Synthesis"],"capabilities":["Documents reference checks for LaTeX, BibTeX and PDF inputs against scholarly metadata including PubMed, with read-only MCP access."],"limitation":"Bibliographic matching does not establish that a paper supports a claim. Parsing, ambiguous records and provider coverage were not independently tested. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/amos689/paper-preflight","primarySourceURLs":["https://github.com/amos689/paper-preflight/blob/main/README.md"],"primaryBlobSHA":"1eee15295e5e9e303f9d0735cbf6cdf42b408626","primaryRetrievedAt":"2026-10-13T04:58:03.892457+00:00","primaryTextSHA256":"4a5c0805f641cea31a4e5cf3f10a8d652fd55f9624c76d931abd0f8a5b9e2832","license":"MIT","repositoryLastPush":"2026-10-09T07:08:44Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:26.547514+00:00","relevance":{"id":"RWE-6972","decision":"Core","rationale":"Paper Preflight — bibliographic verification: Documents reference checks for LaTeX, BibTeX and PDF inputs against scholarly metadata including PubMed, with read-only MCP access. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents reference checks for LaTeX, BibTeX and PDF inputs against scholarly metadata including PubMed, with read-only MCP access.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/amos689/paper-preflight/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6973","name":"CDISC Library MCP","kind":"MCP server","category":"OMOP & terminology","summary":"Documents retrieval of CDISC standards metadata, controlled-terminology packages, codelists and Biomedical Concepts through the CDISC Library API.","tags":["OMOP & terminology","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"pendingintent/cdisc-library-mcp-server","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["OMOP & terminology"],"capabilities":["Documents retrieval of CDISC standards metadata, controlled-terminology packages, codelists and Biomedical Concepts through the CDISC Library API."],"limitation":"Requires a CDISC Library account/API key. Metadata retrieval does not validate a submission dataset or establish correct mapping to a study-specific CDISC standard. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/pendingintent/cdisc-library-mcp-server","primarySourceURLs":["https://github.com/pendingintent/cdisc-library-mcp-server/blob/main/README.md"],"primaryBlobSHA":"13671748f45edda5c0dedb1c6655dd6b0b87a051","primaryRetrievedAt":"2026-10-13T04:49:52.751454+00:00","primaryTextSHA256":"76a13d3c9afdf94a0b4f45f9b8b40afe70f18fbcc5ac5afe55ac6624b61def55","license":"MIT","repositoryLastPush":"2026-09-22T20:03:33Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:28.073952+00:00","relevance":{"id":"RWE-6973","decision":"Core","rationale":"CDISC Library MCP: Documents retrieval of CDISC standards metadata, controlled-terminology packages, codelists and Biomedical Concepts through the CDISC Library API. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents retrieval of CDISC standards metadata, controlled-terminology packages, codelists and Biomedical Concepts through the CDISC Library API.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/pendingintent/cdisc-library-mcp-server/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6974","name":"Recall Radar — medicine and device component","kind":"MCP server","category":"Regulatory & Product Data","summary":"Documents FDA medicine and medical-device recall retrieval and EMA medicine-shortage lookup with source URLs and dates.","tags":["Regulatory & Product Data","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"MGrin/recall-radar-mcp","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["Regulatory & Product Data"],"capabilities":["Documents FDA medicine and medical-device recall retrieval and EMA medicine-shortage lookup with source URLs and dates."],"limitation":"Scope excludes general household/product recall tools. The smart-display front end is simulated and has not been connected to Alexa; source freshness and live MCP outputs were not tested. Static documentation review only; candidate code was not installed or executed.","url":"https://github.com/MGrin/recall-radar-mcp","primarySourceURLs":["https://github.com/MGrin/recall-radar-mcp/blob/main/README.md"],"primaryBlobSHA":"d943c0e96c73248ec534cdc31e20de48a8a926ed","primaryRetrievedAt":"2026-10-13T04:49:52.755107+00:00","primaryTextSHA256":"40acf8cb5d14e65267a2fdda9cceebe4470a040120f1d6d72f3c89be0bd75e25","license":"MIT","repositoryLastPush":"2026-10-04T05:10:24Z","publicSourceVerified":true,"publicSourceVerifiedAt":"2026-10-13T05:11:27.213568+00:00","relevance":{"id":"RWE-6974","decision":"Core","rationale":"Recall Radar — medicine and device component: Documents FDA medicine and medical-device recall retrieval and EMA medicine-shortage lookup with source URLs and dates. Inclusion is limited to this documented health-research, evidence-synthesis or specific statistical-method function.","relevanceBasis":"Documents FDA medicine and medical-device recall retrieval and EMA medicine-shortage lookup with source URLs and dates.","evidenceLevel":"fresh-primary","evidenceRefs":["https://github.com/MGrin/recall-radar-mcp/blob/main/README.md"],"reviewGroup":"october-discovery-refresh","reviewedAt":"2026-10-12"}},{"id":"RWE-6975","name":"Open Quality MCP","kind":"MCP server & research corpus","category":"RWE Data & Analytics","summary":"Documents read-only discovery and retrieval of versioned healthcare quality-measure packages, including CQL/SQL/SQL-on-FHIR artifacts and implementation questions.","tags":["RWE Data & Analytics","Documentation reviewed"],"added":"Oct 12, 2026","checked":"Oct 12, 2026","status":"Static documentation reviewed · scoped capability","runtime":"Not independently runtime tested","repository":"FHIR-IQ/openquality","website":"GitHub","packages":"Only the documented components described in this card were reviewed.","workflowFit":["RWE Data & Analytics"],"capabilities":["Documents read-only discovery and retrieval of versioned healthcare quality-measure packages, including CQL/SQL/SQL-on-FHIR artifacts and implementation questions."],"limitation":"A measure corpus is distinct from a validated measure engine. 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